Identify Research Payment V.S. General Payment based on Medical Transaction features

The purpose of this analysis is to build a model to identify medical payment types
This tesk is an aggregated workflow to build a ml process, more like in real cases

The analysis including 3 parts

1. Understand features and select/create features

  • drop features with too many missing value, taken into consideration as missing are not correlated to the final result
  • winsorize / normalize variables, to avoid
      1. curse of dimension when transforming categorical variable to lables
      1. impact of outlier to the model, by transform the variable into normal distribution
  • check data leakage, some of the feature have totally different value for Research payment v.s. General Payment. Understand how those 2 share similar features is critical to avoid data leakage

2. Building model and train/select

  • baseline model as tree and logistic regression to understand how features contribute to the result by looking at baseline model coefficients
  • refine model by
      1. grouping descriptions with regular expression to reduce dimension
      1. spliting some field that could be the combination of multiple dimensions
      1. try to find patterns in street/zip
        select the model by
      1. hyper parameter tuning with cross validation and random search
      1. ensemble (RF, Voting, XGBoosting)

3. Findings

  • amount of payment and location are the most important feature, especially if it is of higher amount and if in U.S. the probability for research funding is high
  • also whether the payment is covered by insurance (covered by insurance indicate it is a general payment)
  • what is payment method (cash indicate it is a general payment)
  • what is the area of treatment, as the research fund is not similarly distributed as the general medical spend - for Oncology the payment is more likely to be research
  • other reasons including devices, and code number for cases

4. Result

  • the predicted result 95% accuracy for testing set with runed tree, and 98 with XGB model

Part 0. Sub Sampling the base

  • imbalanced sample
  • subsample method
In [176]:
## data processing
import pandas as pd
import numpy as np
import csv
 
import random  
import os

#plotting
import seaborn as sns
import matplotlib.pyplot as plt
from scipy import stats

#preprocessing
from sklearn.preprocessing import OneHotEncoder
from sklearn.preprocessing import StandardScaler
from sklearn.impute import SimpleImputer

#pipeline
from sklearn.compose import ColumnTransformer
from sklearn.compose import make_column_transformer
from sklearn.pipeline import make_pipeline
from sklearn.pipeline import Pipeline

#model selection
from sklearn.model_selection import GridSearchCV,RandomizedSearchCV
from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score

#model
from sklearn.linear_model import LogisticRegression
from sklearn.svm import LinearSVC
from sklearn.tree import DecisionTreeClassifier, export_graphviz
from sklearn.ensemble import GradientBoostingRegressor
from sklearn.ensemble import RandomForestClassifier, VotingClassifier
import xgboost as xgb
import graphviz

# model evaluation
from sklearn.metrics import precision_recall_curve, roc_curve
from sklearn.metrics import r2_score
import datetime
In [4]:
total_gen_row=11239734#sum(1 for i in open('OP_DTL_GNRL_PGYR2017_P06282019.csv'))
total_res_row=653489#sum(1 for i in open('OP_DTL_RSRCH_PGYR2017_P06282019.csv'))

total_gen_row,total_res_row
#(11239734, 653489)

nsamples_res=200000

skiprows_gen = np.sort(np.random.choice(range(1, total_gen_row), replace = False, size = total_gen_row - nsamples_res))
skiprows_res = np.sort(np.random.choice(range(1, total_res_row), replace = False, size = total_res_row - nsamples_res))
In [5]:
gen = pd.read_csv("OP_DTL_GNRL_PGYR2017_P06282019.csv", skiprows = skiprows_gen, parse_dates=['Date_of_Payment'])
res = pd.read_csv("OP_DTL_RSRCH_PGYR2017_P06282019.csv", skiprows = skiprows_res, parse_dates=['Date_of_Payment'])

C:\Users\Yilun\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3058: DtypeWarning: Columns (16,17,21,22,23,24,67,72) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
C:\Users\Yilun\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3058: DtypeWarning: Columns (2,5,7,8,9,10,17,18,19,20,21,22,23,24,37,38,44,45,50,52,62,67,68,69,70,71,72,73,74,75,76,79,80,81,87,88,89,90,91,92,93,94,95,96,99,100,101,107,108,109,110,111,112,113,114,115,116,119,120,121,151,156,161,162,163) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
In [8]:
gen.to_csv('gen.csv')
In [9]:
res.to_csv('res.csv')
In [5]:
gen=pd.read_csv('gen.csv')
res=pd.read_csv('res.csv')

C:\Users\Yilun\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3058: DtypeWarning: Columns (17,18,22,23,24,25,68,73) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
C:\Users\Yilun\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3058: DtypeWarning: Columns (3,6,8,9,10,11,18,19,20,21,22,23,24,25,38,39,45,46,51,53,63,68,69,70,71,72,73,74,75,76,77,80,81,82,88,89,90,91,92,93,94,95,96,97,100,101,102,108,109,110,111,112,113,114,115,116,117,120,121,122,152,157,162,163,164) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)

warnings show mixed types of data in multiple columns, which is a sign to

1. check the null and missing value
2. check whether some numerical value is converted into categorical or vice versa

Part 1. Understand Features

In [13]:
gen.shape,res.shape
Out[13]:
((199999, 75), (199999, 176))

Feature could be grouped by feature name at the first glance

  1. check data type
  2. check feature unique value
  3. check feature null value
  4. check data leakage
In [6]:
gen['Tag']=0
res['Tag']=1
In [7]:
#combine 2 sets of data with different result to 1, leaving columns that are in common in both sets
#the common features are 66
comb=pd.concat([gen,res],axis=0,verify_integrity=False,sort=True,join="inner")
comb.shape
In [8]:
comb.shape
Out[8]:
(399998, 66)

Create a table showing each variable''s missing ratio and unique value

In [13]:
#unique check

unique=pd.DataFrame(comb.groupby('Tag').nunique())
unique_dfT=unique.T
unique_dfT['Overall_Unique']=comb.nunique()
unique_dfT.columns=['0_unique','1_unique','Overall_Unique']

#null check
def null_check(x):
    return sum(x.isnull())

nulldf=comb.groupby('Tag').agg(null_check) 
nulldfT=nulldf.T

nulldfT.rename(columns={0: "0_Null", 1: "1_Null"},inplace=True)
nulldfT['Overall_Null_Ratio']    =nulldfT.apply(lambda x:sum(x[:2]),axis=1)/400000
nulldfT['0_Null_Ratio']    =nulldfT['0_Null']/200000
nulldfT['1_Null_Ratio']    =nulldfT['1_Null']/200000 
dfinfo=pd.concat([nulldfT,unique_dfT],axis=1) 

dfinfo.shape

pd.set_option('max_colwidth', 100)
pd.set_option('display.max_rows', 500)
dfinfo

C:\Users\Yilun\Anaconda3\lib\site-packages\ipykernel_launcher.py:19: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version
of pandas will change to not sort by default.

To accept the future behavior, pass 'sort=False'.

To retain the current behavior and silence the warning, pass 'sort=True'.
In [23]:
pd.set_option('max_colwidth', 100)
pd.set_option('display.max_rows', 500)
dfinfo
Out[23]:
0_Null 1_Null Overall_Null_Ratio 0_Null_Ratio 1_Null_Ratio 0_unique 1_unique Overall_Unique
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country 0.0 0.0 0.000000 0.000000 0.000000 20 18 24
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID 0.0 0.0 0.000000 0.000000 0.000000 1009 562 1126
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Name 0.0 0.0 0.000000 0.000000 0.000000 1022 569 1155
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State 1738.0 19704.0 0.053605 0.008690 0.098520 42 35 44
Associated_Drug_or_Biological_NDC_1 53897.0 102822.0 0.391798 0.269485 0.514110 925 658 1111
Associated_Drug_or_Biological_NDC_2 161457.0 196124.0 0.893953 0.807285 0.980620 400 35 415
Associated_Drug_or_Biological_NDC_3 186352.0 199578.0 0.964825 0.931760 0.997890 258 14 268
Associated_Drug_or_Biological_NDC_4 196669.0 199902.0 0.991428 0.983345 0.999510 132 6 136
Associated_Drug_or_Biological_NDC_5 199511.0 199949.0 0.998650 0.997555 0.999745 46 4 50
Change_Type 0.0 0.0 0.000000 0.000000 0.000000 4 4 4
Covered_Recipient_Type 0.0 0.0 0.000000 0.000000 0.000000 2 4 4
Covered_or_Noncovered_Indicator_1 9414.0 26005.0 0.088548 0.047070 0.130025 2 2 2
Covered_or_Noncovered_Indicator_2 155646.0 188880.0 0.861315 0.778230 0.944400 2 2 2
Covered_or_Noncovered_Indicator_3 183198.0 198320.0 0.953795 0.915990 0.991600 2 2 2
Covered_or_Noncovered_Indicator_4 195285.0 199324.0 0.986522 0.976425 0.996620 2 2 2
Covered_or_Noncovered_Indicator_5 198651.0 199473.0 0.995310 0.993255 0.997365 2 2 2
Date_of_Payment 0.0 0.0 0.000000 0.000000 0.000000 365 364 365
Delay_in_Publication_Indicator 0.0 0.0 0.000000 0.000000 0.000000 1 1 1
Dispute_Status_for_Publication 0.0 0.0 0.000000 0.000000 0.000000 2 2 2
Form_of_Payment_or_Transfer_of_Value 0.0 0.0 0.000000 0.000000 0.000000 5 2 5
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1 13464.0 58780.0 0.180610 0.067320 0.293900 4 4 4
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_2 156493.0 190249.0 0.866855 0.782465 0.951245 4 4 4
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_3 183562.0 198321.0 0.954708 0.917810 0.991605 4 3 4
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_4 195356.0 199324.0 0.986700 0.976780 0.996620 4 4 4
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_5 198677.0 199473.0 0.995375 0.993385 0.997365 4 4 4
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1 13942.0 59794.0 0.184340 0.069710 0.298970 4203 1821 5026
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_2 156473.0 190250.0 0.866807 0.782365 0.951250 1227 140 1306
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_3 183536.0 198321.0 0.954642 0.917680 0.991605 810 78 866
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_4 195328.0 199324.0 0.986630 0.976640 0.996620 408 41 439
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_5 198667.0 199473.0 0.995350 0.993335 0.997365 167 28 186
Payment_Publication_Date 0.0 0.0 0.000000 0.000000 0.000000 1 1 1
Physician_First_Name 765.0 191181.0 0.479865 0.003825 0.955905 19982 1493 20205
Physician_Last_Name 772.0 191181.0 0.479882 0.003860 0.955905 57823 3053 58721
Physician_License_State_code1 767.0 191181.0 0.479870 0.003835 0.955905 55 51 55
Physician_License_State_code2 196007.0 199739.0 0.989365 0.980035 0.998695 51 31 51
Physician_License_State_code3 199091.0 199926.0 0.997542 0.995455 0.999630 47 15 47
Physician_License_State_code4 199847.0 199985.0 0.999580 0.999235 0.999925 29 6 29
Physician_License_State_code5 199971.0 199999.0 0.999925 0.999855 0.999995 15 0 15
Physician_Middle_Name 82333.0 194099.0 0.691080 0.411665 0.970495 8659 470 8764
Physician_Name_Suffix 194740.0 199743.0 0.986208 0.973700 0.998715 34 13 35
Physician_Primary_Type 765.0 191181.0 0.479865 0.003825 0.955905 6 5 6
Physician_Profile_ID 765.0 191181.0 0.479865 0.003825 0.955905 117471 3580 119547
Physician_Specialty 1033.0 191183.0 0.480540 0.005165 0.955915 300 156 303
Product_Category_or_Therapeutic_Area_1 14056.0 68480.0 0.206340 0.070280 0.342400 1085 623 1233
Product_Category_or_Therapeutic_Area_2 156576.0 190251.0 0.867067 0.782880 0.951255 363 78 390
Product_Category_or_Therapeutic_Area_3 183637.0 198321.0 0.954895 0.918185 0.991605 274 46 295
Product_Category_or_Therapeutic_Area_4 195404.0 199324.0 0.986820 0.977020 0.996620 178 25 190
Product_Category_or_Therapeutic_Area_5 198718.0 199473.0 0.995478 0.993590 0.997365 91 16 101
Program_Year 0.0 0.0 0.000000 0.000000 0.000000 1 1 1
Recipient_City 1.0 196.0 0.000492 0.000005 0.000980 9383 3691 9931
Recipient_Country 0.0 196.0 0.000490 0.000000 0.000980 4 8 9
Recipient_Postal_Code 199994.0 199825.0 0.999548 0.999970 0.999125 5 20 25
Recipient_Primary_Business_Street_Address_Line1 0.0 196.0 0.000490 0.000000 0.000980 93345 27333 114326
Recipient_Primary_Business_Street_Address_Line2 128304.0 146114.0 0.686045 0.641520 0.730570 13225 5912 17576
Recipient_Province 199994.0 199885.0 0.999698 0.999970 0.999425 5 9 14
Recipient_State 5.0 370.0 0.000937 0.000025 0.001850 57 54 57
Recipient_Zip_Code 5.0 370.0 0.000937 0.000025 0.001850 51021 9824 54811
Record_ID 0.0 0.0 0.000000 0.000000 0.000000 199999 199999 399998
Related_Product_Indicator 0.0 0.0 0.000000 0.000000 0.000000 2 2 2
Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name 0.0 0.0 0.000000 0.000000 0.000000 915 498 1016
Tag NaN NaN NaN NaN NaN 1 1 2
Teaching_Hospital_CCN 199234.0 168058.0 0.918230 0.996170 0.840290 372 634 721
Teaching_Hospital_ID 199234.0 168058.0 0.918230 0.996170 0.840290 372 634 721
Teaching_Hospital_Name 199234.0 168058.0 0.918230 0.996170 0.840290 383 862 959
Total_Amount_of_Payment_USDollars 0.0 0.0 0.000000 0.000000 0.000000 19894 62898 74533

Criteria to drop feature

  1. too much missing all Associated_Drug_or_Biological_NDC_2 - 5
  2. no overlapping value for research or general
In [14]:
# quick func to check the top in categorical data
def top_cat(X):
    l1=comb[comb['Tag']==0][X].value_counts()[:10]
    l2=comb[comb['Tag']==1][X].value_counts()[:10]
    print('gen')
    print(l1)
    print('res')
    print(l2)
    print('In common')
    print(len(set(l1.index).intersection(set(l2.index))))
In [53]:
top_cat("Associated_Drug_or_Biological_NDC_1")

gen
50458-580-30    5106
0169-4060-90    4537
00031-062-10    3713
0078-0659-20    3097
55513-710-01    2712
50458-140-30    2655
0006-0277-82    2408
0002-1433-80    2205
00597-0152-0    2194
0074-4339-02    2173
Name: Associated_Drug_or_Biological_NDC_1, dtype: int64
res
0006-3029-01    9569
62856-529-60    8506
64406-006-02    3553
0597-0140-30    2828
0169-2660-15    2751
65757-300-01    2083
0597-0152-30    1914
0069-0187-21    1788
0024-5901-00    1718
62856-710-30    1570
Name: Associated_Drug_or_Biological_NDC_1, dtype: int64
In common
0

this shows this metric highly likely leaking information or providing really distinguishable value
Considering there are overlap between the 2, we might want to add it back

In [54]:
top_cat("Covered_or_Noncovered_Indicator_1")

gen
Covered        185343
Non-Covered      5078
Name: Covered_or_Noncovered_Indicator_1, dtype: int64
res
Covered        125299
Non-Covered     48416
Name: Covered_or_Noncovered_Indicator_1, dtype: int64
In common
2
In [55]:
top_cat("Product_Category_or_Therapeutic_Area_1")

gen
Diabetes                         10129
RESPIRATORY                       9173
Cardiovascular & Metabolism       7845
Immunology                        6088
CARDIOVASCULAR                    5757
NEUROSCIENCE                      5246
Endocrinology                     5144
Cardiovascular and Metabolism     4788
GASTROENTEROLOGY                  4546
DIABETES                          4251
Name: Product_Category_or_Therapeutic_Area_1, dtype: int64
res
ONCOLOGY                        17976
Nutrition and Weight Loss        8506
Oncology                         7939
DIABETES                         7699
Diabetes                         6411
Cardiology/Vascular Diseases     5854
NEUROLOGY                        5851
CNS                              3767
Immunology                       3748
CARDIOVASCULAR                   3553
Name: Product_Category_or_Therapeutic_Area_1, dtype: int64
In common
4

The above 2 is normal, no need to drop

build a filter of thefinal columns
rule on missing value

  1. overall missing >60%
  2. research or general missing >80%
In [56]:
dfinfo.columns
Out[56]:
Index(['0_Null', '1_Null', 'Overall_Null_Ratio', '0_Null_Ratio',
       '1_Null_Ratio', '0_unique', '1_unique', 'Overall_Unique'],
      dtype='object')
In [15]:
dfinfo_1=dfinfo[(dfinfo['0_Null_Ratio']<0.8)&(dfinfo['1_Null_Ratio']<0.8)&(dfinfo['Overall_Null_Ratio']<0.6)&(dfinfo['Overall_Unique']>1)&(dfinfo['Overall_Unique']<399997)]
In [16]:
var_set_1=dfinfo_1.index
In [17]:
comb.loc[:,var_set_1].dtypes
Out[17]:
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country            object
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID                  int64
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Name               object
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State              object
Associated_Drug_or_Biological_NDC_1                                         object
Change_Type                                                                 object
Covered_Recipient_Type                                                      object
Covered_or_Noncovered_Indicator_1                                           object
Date_of_Payment                                                     datetime64[ns]
Dispute_Status_for_Publication                                              object
Form_of_Payment_or_Transfer_of_Value                                        object
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1                   object
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1                    object
Product_Category_or_Therapeutic_Area_1                                      object
Recipient_City                                                              object
Recipient_Country                                                           object
Recipient_Primary_Business_Street_Address_Line1                             object
Recipient_State                                                             object
Recipient_Zip_Code                                                          object
Related_Product_Indicator                                                   object
Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name                   object
Total_Amount_of_Payment_USDollars                                          float64
dtype: object
In [77]:
top_cat("Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID")

gen
100000000286    10537
100000000278     8937
100000000232     8504
100000000146     7886
100000000144     7179
100000000053     6955
100000000203     6147
100000005449     5931
100000000228     5845
100000000234     5754
Name: Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID, dtype: int64
res
100000000286    14400
100000000053    13319
100000000263    12007
100000000136    10836
100000000255     8724
100000000067     8723
100000000204     7754
100000000163     6681
100000000193     5899
100000010579     5474
Name: Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID, dtype: int64
In common
2
In [78]:
top_cat("Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1")

gen
XARELTO      5112
Victoza      4537
FARXIGA      3713
ENTRESTO     3093
ELIQUIS      3024
JARDIANCE    2733
Prolia       2712
INVOKANA     2665
JANUVIA      2408
TRULICITY    2205
Name: Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1, dtype: int64
res
KEYTRUDA               9569
Belviq                 8506
TECFIDERA              3553
TRADJENTA              2828
Tresiba                2751
Non-Covered Product    2508
Sentus                 2216
Vivitrol 380mg         2083
SAR231893              1950
JARDIANCE              1851
Name: Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1, dtype: int64
In common
1
In [ ]:
# except for amount, drop those cat var who has more than 100 cont
In [18]:
var_set_2=dfinfo_1[(dfinfo_1['Overall_Unique']<100)].index
In [19]:
var_2=var_set_2.tolist()
var_2.append('Total_Amount_of_Payment_USDollars')

Step 2. Bivariate analysis

In [10]:
#first check the cont var : payment dollar
plt.hist(np.log(comb.Total_Amount_of_Payment_USDollars))
Out[10]:
(array([7.50000e+01, 1.64100e+03, 2.25130e+04, 1.65282e+05, 7.36010e+04,
        8.51800e+04, 4.22620e+04, 8.77900e+03, 6.31000e+02, 3.40000e+01]),
 array([-4.60517019, -2.48019474, -0.3552193 ,  1.76975614,  3.89473159,
         6.01970703,  8.14468247, 10.26965792, 12.39463336, 14.5196088 ,
        16.64458425]),
 <a list of 10 Patch objects>)
In [11]:
comb.groupby('Tag').mean()['Total_Amount_of_Payment_USDollars']
Out[11]:
Tag
0     311.429872
1    7634.153894
Name: Total_Amount_of_Payment_USDollars, dtype: float64
In [98]:
plt.scatter(np.log(comb.Total_Amount_of_Payment_USDollars),comb.Tag,alpha=0.2)
Out[98]:
<matplotlib.collections.PathCollection at 0x1969f3a8080>
In [ ]:
# then check categorical variables
In [109]:
fig, ax = plt.subplots(  len(var_2[:-1]), figsize = (20, len(var_2[:-1])*5))
i=0
for v in var_2[:-1]:
    sns.countplot(v, hue='Tag', data = comb, ax = ax[i])
    i+=1

plt.tight_layout()

change type is a highly likely variable to be leaking result need to be dropped

In [36]:
var_2
Out[36]:
['Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country',
 'Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State',
 'Change_Type',
 'Covered_or_Noncovered_Indicator_1',
 'Dispute_Status_for_Publication',
 'Form_of_Payment_or_Transfer_of_Value',
 'Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1',
 'Recipient_Country',
 'Recipient_State',
 'Related_Product_Indicator',
 'Total_Amount_of_Payment_USDollars']
In [32]:
var_2.remove('Covered_Recipient_Type')

Step 3. Modeling

  1. fill missing as 'NA'
In [ ]:
comb_reg=comb.copy()[var_2]
comb_reg.fillna('NA',inplace=True)
X_trainval,X_test,y_trainval,y_test=train_test_split(comb_reg,comb['Tag'])
X_train,X_val,y_train,y_val=train_test_split(X_trainval,y_trainval)

cat=comb_reg.dtypes=='object'
cont=comb_reg.dtypes!='object'

prep = ColumnTransformer([("OneHot", OneHotEncoder(handle_unknown='ignore'),cat), ('pt', 'passthrough',cont)])

log = Pipeline([('preprocessing', prep), ('LogReg',LogisticRegression())])

log.fit(X_train,y_train)

#LogReg seems to have a fair result. Check the actual parameter for the model -- which variable plays a more important role
 

log.score(X_train,y_train)
In [81]:
cols = log.named_steps['preprocessing'].named_transformers_['OneHot'].get_feature_names().tolist() \
+ ['Total_Amount_of_Payment_USDollars']
fig, ax = plt.subplots(1, 1, figsize=(25, 8))
plt.xticks(rotation='vertical')
sns.barplot(x=cols, y=log.named_steps['LogReg'].coef_[0])
plt.show()
In [ ]:
# second model is tree
In [82]:
tree = Pipeline([('preprocessing', prep), ('Tree',DecisionTreeClassifier( 
                                        min_impurity_decrease=0.03,
                                     
                                        min_samples_leaf=400, min_samples_split=400,
                                        min_weight_fraction_leaf=0.01,))])

tree.fit(X_train,y_train)

print("{0} training accuracy: {1:.3f} and test accuracy: {2:.3f}".\
      format('tree',\
              tree.score(X_train,y_train),tree.score(X_test,y_test)))

tree_dot = export_graphviz(tree.named_steps['Tree'], out_file=None, feature_names=cols)
graph = graphviz.Source(tree_dot)
graph.render(cleanup=True)
graph
In [88]:
tree = Pipeline([('preprocessing', prep), ('Tree',DecisionTreeClassifier( 
                                        min_impurity_decrease=0.01,
                                     
                                        min_samples_leaf=20, min_samples_split=40,
                                        min_weight_fraction_leaf=0.0001,))])

tree.fit(X_train,y_train)

print("{0} training accuracy: {1:.3f} and test accuracy: {2:.3f}".\
      format('tree',\
              tree.score(X_train,y_train),tree.score(X_test,y_test)))

tree_dot = export_graphviz(tree.named_steps['Tree'], out_file=None, feature_names=cols)
graph = graphviz.Source(tree_dot)
graph.render(cleanup=True)
graph

tree training accuracy: 0.878 and test accuracy: 0.877
Out[88]:
Tree 0 Total_Amount_of_Payment_USDollars <= 32.395 gini = 0.5 samples = 224998 value = [112632, 112366] 1 x5_Cash or cash equivalent <= 0.5 gini = 0.187 samples = 99094 value = [88748, 10346] 0->1 True 6 Total_Amount_of_Payment_USDollars <= 169.89 gini = 0.307 samples = 125904 value = [23884, 102020] 0->6 False 2 x1_NA <= 0.5 gini = 0.089 samples = 83192 value = [79314, 3878] 1->2 5 gini = 0.483 samples = 15902 value = [9434, 6468] 1->5 3 gini = 0.044 samples = 80491 value = [78678, 1813] 2->3 4 gini = 0.36 samples = 2701 value = [636, 2065] 2->4 7 x6_Device <= 0.5 gini = 0.495 samples = 34940 value = [15764, 19176] 6->7 10 gini = 0.163 samples = 90964 value = [8120, 82844] 6->10 8 gini = 0.447 samples = 26748 value = [9029, 17719] 7->8 9 gini = 0.292 samples = 8192 value = [6735, 1457] 7->9
In [89]:
fpr_log, tpr_log, thresholds_log = roc_curve(y_test, log.predict_proba(X_test)[:,1])
fpr_tree, tpr_tree, thresholds_tree = roc_curve(y_test, tree.predict_proba(X_test)[:,1])
plt.plot(fpr_tree, tpr_tree, label = 'Decision Tree')
plt.plot(fpr_log, tpr_log, label = 'Log')
plt.xlabel("FPR")
plt.ylabel("TPR")
plt.title("ROC Curve for Tree and Log")
plt.legend()
plt.show()

Step 4 Refining the variables

  1. those vars that dropped due to so many categories, check whether we can aggregate them
  2. for string var, use NLP to check
In [93]:
comb_reg.reset_index(inplace=True)
comb_reg.drop('index',axis=1,inplace=True)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-93-16eacaf864e6> in <module>
----> 1 comb_reg.reset_index(inplace=True)

~\Anaconda3\lib\site-packages\pandas\core\frame.py in reset_index(self, level, drop, inplace, col_level, col_fill)
   4707                 # to ndarray and maybe infer different dtype
   4708                 level_values = _maybe_casted_values(lev, lab)
-> 4709                 new_obj.insert(0, name, level_values)
   4710 
   4711         new_obj.index = new_index

~\Anaconda3\lib\site-packages\pandas\core\frame.py in insert(self, loc, column, value, allow_duplicates)
   3589         self._ensure_valid_index(value)
   3590         value = self._sanitize_column(column, value, broadcast=False)
-> 3591         self._data.insert(loc, column, value, allow_duplicates=allow_duplicates)
   3592 
   3593     def assign(self, **kwargs):

~\Anaconda3\lib\site-packages\pandas\core\internals\managers.py in insert(self, loc, item, value, allow_duplicates)
   1171         if not allow_duplicates and item in self.items:
   1172             # Should this be a different kind of error??
-> 1173             raise ValueError("cannot insert {}, already exists".format(item))
   1174 
   1175         if not isinstance(loc, int):

ValueError: cannot insert level_0, already exists
In [95]:
comb_reg.columns
Out[95]:
Index(['level_0', 'index',
       'Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country',
       'Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State',
       'Change_Type', 'Covered_or_Noncovered_Indicator_1',
       'Dispute_Status_for_Publication',
       'Form_of_Payment_or_Transfer_of_Value',
       'Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1',
       'Recipient_Country', 'Recipient_State', 'Related_Product_Indicator',
       'Total_Amount_of_Payment_USDollars'],
      dtype='object')
In [27]:
top_cat("Associated_Drug_or_Biological_NDC_1")

gen
50458-580-30    4988
0169-4060-90    4756
00031-062-10    3789
0078-0659-20    3189
50458-140-30    2724
55513-710-01    2724
0002-1433-80    2294
0006-0277-82    2244
00597-0152-0    2229
0074-4339-02    2157
Name: Associated_Drug_or_Biological_NDC_1, dtype: int64
res
0006-3029-01    9568
62856-529-60    8493
64406-006-02    3538
0597-0140-30    2782
0169-2660-15    2732
65757-300-01    2109
0597-0152-30    1920
0069-0187-21    1788
0024-5901-00    1755
62856-710-30    1645
Name: Associated_Drug_or_Biological_NDC_1, dtype: int64
In common
0
In [17]:
#break them down and check the pattern
s=[]
for  i in comb[ "Associated_Drug_or_Biological_NDC_1"].fillna('0-0-0'): 
    s.append(i.split('-'))
NDC_1_DF=pd.DataFrame(s,columns=['dig1','dig2','dig3'])
In [102]:
comb_modify=pd.concat([comb_reg,NDC_1_DF],axis=1)
In [18]:
for i in ['dig1','dig2','dig3']: 
    l=comb_modify[i].value_counts()[:10].index.tolist()
    comb_modify[i] = np.where([i in l for i in comb_modify[i]], comb_modify[i],'0')

for this variable, we want to break down into 3 digits and leave the top 10 unchanged for each one

check Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID and leave top 10 category

In [103]:
l=comb.Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID.value_counts()[:20]

l.index

[i in l.index for i in comb['Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID'] ]

comb_modify['Applicable_Manufacturer_or_Applicable_GPO_M']=\
np.where([i in l.index for i in comb['Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID'] ],\
         comb['Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_ID'],'000000000000')

CHECK DATE OF PAYMENT

In [104]:
comb_modify['Payment_Weekday']=\
pd.to_datetime(comb['Date_of_Payment']).apply(lambda x:str(x.weekday())).tolist()
In [105]:
comb_modify['Payment_Month']=\
pd.to_datetime(comb['Date_of_Payment']).apply(lambda x:str(x.month)).tolist()

Check name of drug

In [153]:
comb['Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1'].value_counts()
Out[153]:
KEYTRUDA                             9995
Belviq                               8641
Victoza                              5820
XARELTO                              5621
JARDIANCE                            4614
                                     ... 
Oryx and Lotus                          1
Provox Laryngectomy Pulmonary Kit       1
SELF-CATH                               1
SHIFT                                   1
RECOMBIVAX HIB                          1
Name: Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1, Length: 5026, dtype: int64
In [154]:
top_cat('Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1')

gen
XARELTO      4998
Victoza      4756
FARXIGA      3789
ENTRESTO     3184
ELIQUIS      3047
JARDIANCE    2751
INVOKANA     2730
Prolia       2724
TRULICITY    2294
JANUVIA      2244
Name: Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1, dtype: int64
res
KEYTRUDA               9568
Belviq                 8493
TECFIDERA              3538
TRADJENTA              2782
Tresiba                2732
Non-Covered Product    2487
Sentus                 2232
Vivitrol 380mg         2109
SAR231893              1888
JARDIANCE              1863
Name: Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1, dtype: int64
In common
1

This the type of drug associated with the payment,
Standardize the format and try to extract key element

In [106]:
conv=comb['Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1'].apply(lambda x:str(x).lower())#.value_counts()

conv=comb['Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1'].apply(lambda x:str(x).lower())
l=conv.value_counts()[:20]

comb_modify['Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M']=\
np.where([i in l.index for i in conv],conv,'Other')

check 'Product_Category_or_Therapeutic_Area_1'

In [163]:
top_cat("Product_Category_or_Therapeutic_Area_1")

gen
Diabetes                         10319
RESPIRATORY                       9065
Cardiovascular & Metabolism       7788
Immunology                        6023
CARDIOVASCULAR                    5875
NEUROSCIENCE                      5375
Endocrinology                     5060
Cardiovascular and Metabolism     4865
GASTROENTEROLOGY                  4661
Oncology                          4316
Name: Product_Category_or_Therapeutic_Area_1, dtype: int64
res
ONCOLOGY                        18090
Nutrition and Weight Loss        8493
Oncology                         7688
DIABETES                         7604
Diabetes                         6485
Cardiology/Vascular Diseases     5975
NEUROLOGY                        5788
Immunology                       3878
CNS                              3803
CARDIOVASCULAR                   3596
Name: Product_Category_or_Therapeutic_Area_1, dtype: int64
In common
4
In [107]:
conv=comb['Product_Category_or_Therapeutic_Area_1'].apply(lambda x:str(x).lower())
l=conv.value_counts()[:20]

comb_modify['Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M']=\
np.where([i in l.index for i in conv],conv,'Other')

check Therapeutic Area

In [109]:
comb_modify['Product_Category']=comb['Product_Category_or_Therapeutic_Area_1'].apply(lambda x:str(x).lower()).tolist()
In [110]:
comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('resp', regex=True), 'resp', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('diab', regex=True), 'diab', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('oncol', regex=True), 'oncol', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('cardio', regex=True), 'cardio', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('nero', regex=True), 'nero', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('immun', regex=True), 'immun', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains('gastro', regex=True), 'gastro', comb_modify['Product_Category'])

comb_modify['Product_Category'] = np.where(comb_modify['Product_Category'].str.contains\
                                           ('resp|diab|oncol|cardio|nero|immun|gastro', regex=True), comb_modify['Product_Category'], 'other')
In [111]:
comb_modify['Product_Category'].value_counts()
Out[111]:
other     252194
cardio     40909
oncol      38574
diab       29288
resp       16542
immun      14425
gastro      8066
Name: Product_Category, dtype: int64
In [176]:
top_cat('Recipient_Primary_Business_Street_Address_Line1')

gen
9500 EUCLID AVE            226
11100 EUCLID AVE           175
2500 N STATE ST            161
200 1ST ST SW              139
5323 HARRY HINES BLVD      128
10666 N TORREY PINES RD    124
100 E LANCASTER AVE        122
3800 RESERVOIR RD NW       114
6550 FANNIN ST             103
3400 SPRUCE ST              95
Name: Recipient_Primary_Business_Street_Address_Line1, dtype: int64
res
1 Triangle Dr                1838
12221 MERIT DR STE 500        920
619 SOUTH 19TH STREET         808
1515 HOLCOMBE BLVD            738
2301 COMMONWEALTH BLVD        532
450 BROOKLINE AVE             505
175 CROSS KEYS ROAD           477
11818 WILSHIRE BLVD           461
1211 MEDICAL CENTER DRIVE     440
3730 S EASTERN AVE            429
Name: Recipient_Primary_Business_Street_Address_Line1, dtype: int64
In common
0

the address field is hard to extract any information

In [177]:
top_cat('Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name')

gen
Janssen Pharmaceuticals, Inc                  11108
Pfizer Inc.                                   10609
Allergan Inc.                                  9052
AstraZeneca Pharmaceuticals LP                 8224
Novo Nordisk Inc                               7504
Merck Sharp & Dohme Corporation                6763
Amgen Inc.                                     6076
Novartis Pharmaceuticals Corporation           5970
GlaxoSmithKline, LLC.                          5838
Boehringer Ingelheim Pharmaceuticals, Inc.     5687
Name: Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name, dtype: int64
res
Pfizer Inc.                                   15205
Merck Sharp & Dohme Corporation               13370
Incyte Corporation                            12030
Eisai Inc.                                    10933
Sanofi and Genzyme US Companies               10713
Boehringer Ingelheim Corporate Center GmbH     9723
Alkermes, Inc.                                 8919
AbbVie, Inc.                                   7543
Novo Nordisk Inc                               6791
Genentech, Inc.                                6687
Name: Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name, dtype: int64
In common
3
In [112]:
GPO=comb['Submitting_Applicable_Manufacturer_or_Applicable_GPO_Name'].fillna('NA').apply(lambda x: x.lower().split(' ')[0])

L=GPO.value_counts()[:10].index

comb_modify['GPO_M']=[i if i in L else 'other' for i in GPO ]

comb_modify['GPO_M'].value_counts()
Out[112]:
other          241971
pfizer          25655
merck           20426
sanofi          16674
boehringer      16564
janssen         16563
novo            14274
abbvie,         13110
incyte          12231
astrazeneca     11420
eisai           11110
Name: GPO_M, dtype: int64

Step 5. Refining Models

In [113]:
comb_modify.to_csv('comb_modify.csv')
In [4]:
comb_modify=pd.read_csv('comb_modify.csv')
In [12]:
comb_modify['Total_Amount_of_Payment_USDollars']=np.log(comb['Total_Amount_of_Payment_USDollars'].tolist())
In [34]:
comb_modify.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 399998 entries, 0 to 399997
Data columns (total 20 columns):
Unnamed: 0                                                          399998 non-null int64
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country    399998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State      399998 non-null object
Covered_or_Noncovered_Indicator_1                                   399998 non-null object
Dispute_Status_for_Publication                                      399998 non-null object
Form_of_Payment_or_Transfer_of_Value                                399998 non-null object
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1           399998 non-null object
Recipient_Country                                                   399998 non-null object
Recipient_State                                                     399998 non-null object
Related_Product_Indicator                                           399998 non-null object
Total_Amount_of_Payment_USDollars                                   399998 non-null float64
dig1                                                                399998 non-null object
dig2                                                                399998 non-null object
dig3                                                                399998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_M                         399998 non-null int64
Payment_Weekday                                                     399998 non-null int64
Payment_Month                                                       399998 non-null int64
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M          399998 non-null object
Product_Category                                                    399998 non-null object
GPO_M                                                               399998 non-null object
dtypes: float64(1), int64(4), object(15)
memory usage: 61.0+ MB
In [128]:
comb_modify.drop('Applicable_Manufacturer_or_Applicable_GPO_M',axis=1,inplace=True)
In [129]:
comb_modify.head()
Out[129]:
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State Covered_or_Noncovered_Indicator_1 Dispute_Status_for_Publication Form_of_Payment_or_Transfer_of_Value Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1 Recipient_Country Recipient_State Related_Product_Indicator Total_Amount_of_Payment_USDollars dig1 dig2 dig3 Payment_Weekday Payment_Month Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M Product_Category GPO_M
0 United States TX Covered No In-kind items and services Drug United States PA Yes 2.438863 0 0 30 5 8 Other other other
1 United States FL NA No Cash or cash equivalent NA United States OR No 3.099642 0 0 0 6 4 NA other other
2 United States FL NA No Cash or cash equivalent NA United States CA No 4.759349 0 0 0 1 3 NA other other
3 United States TX Covered No In-kind items and services Drug United States NY Yes 2.573375 0 0 0 4 10 Other other other
4 United States TX Covered No In-kind items and services Drug United States PA Yes 2.778819 0 0 30 1 10 Other other other
In [36]:
comb_modify.drop('Unnamed: 0',axis=1,inplace=True )
In [ ]:
comb_modify['dig1']=comb_modify['dig1'].astype(str)   
comb_modify['dig2']=comb_modify['dig2'].astype(str)  
comb_modify['dig3']=comb_modify['dig3'].astype(str)
In [59]:
comb_modify['Payment_Month']=comb_modify['Payment_Month'].astype(str)  
comb_modify['Payment_Weekday']=comb_modify['Payment_Weekday'].astype(str)  
comb_modify['Applicable_Manufacturer_or_Applicable_GPO_M']=comb_modify['Applicable_Manufacturer_or_Applicable_GPO_M'].astype(str)
In [60]:
X_trainval,X_test,y_trainval,y_test=train_test_split(comb_modify,comb['Tag'])
X_train,X_val,y_train,y_val=train_test_split(X_trainval,y_trainval)
In [61]:
comb_modify.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 399998 entries, 0 to 399997
Data columns (total 19 columns):
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country    399998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State      399998 non-null object
Covered_or_Noncovered_Indicator_1                                   399998 non-null object
Dispute_Status_for_Publication                                      399998 non-null object
Form_of_Payment_or_Transfer_of_Value                                399998 non-null object
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1           399998 non-null object
Recipient_Country                                                   399998 non-null object
Recipient_State                                                     399998 non-null object
Related_Product_Indicator                                           399998 non-null object
Total_Amount_of_Payment_USDollars                                   399998 non-null float64
dig1                                                                399998 non-null object
dig2                                                                399998 non-null object
dig3                                                                399998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_M                         399998 non-null object
Payment_Weekday                                                     399998 non-null object
Payment_Month                                                       399998 non-null object
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M          399998 non-null object
Product_Category                                                    399998 non-null object
GPO_M                                                               399998 non-null object
dtypes: float64(1), object(18)
memory usage: 58.0+ MB
In [15]:
comb_modify.fillna('NA',inplace=True)
In [53]:
comb_modify.nunique()
Out[53]:
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country       23
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State         47
Covered_or_Noncovered_Indicator_1                                       3
Dispute_Status_for_Publication                                          2
Form_of_Payment_or_Transfer_of_Value                                    5
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1               5
Recipient_Country                                                      11
Recipient_State                                                        58
Related_Product_Indicator                                               2
Total_Amount_of_Payment_USDollars                                   75059
dig1                                                                   10
dig2                                                                   10
dig3                                                                   10
Applicable_Manufacturer_or_Applicable_GPO_M                            21
Payment_Weekday                                                         7
Payment_Month                                                          12
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M             21
Product_Category                                                        7
GPO_M                                                                  11
dtype: int64

Rerun log reg

In [ ]:
X_trainval,X_test,y_trainval,y_test=train_test_split(comb_modify,comb['Tag'])
X_train,X_val,y_train,y_val=train_test_split(X_trainval,y_trainval)
In [108]:
cat
Out[108]:
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country     True
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State       True
Covered_or_Noncovered_Indicator_1                                    True
Dispute_Status_for_Publication                                       True
Form_of_Payment_or_Transfer_of_Value                                 True
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1            True
Recipient_Country                                                    True
Recipient_State                                                      True
Related_Product_Indicator                                            True
Total_Amount_of_Payment_USDollars                                   False
dig1                                                                 True
dig2                                                                 True
dig3                                                                 True
Applicable_Manufacturer_or_Applicable_GPO_M                          True
Payment_Weekday                                                      True
Payment_Month                                                        True
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M           True
Product_Category                                                     True
GPO_M                                                                True
dtype: bool
In [102]:
cat=comb_modify.dtypes=='object'
cont=comb_modify.dtypes!='object'

prep = ColumnTransformer([("OneHot", OneHotEncoder(handle_unknown='ignore'),cat), ('pt', 'passthrough',cont)])
In [109]:
log_pipe = Pipeline([('preprocessing', prep), ('LogReg',LogisticRegression(penalty='l1',solver='saga',C=1))])

log_pipe.fit(X_train,y_train)

C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\linear_model\sag.py:337: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge
  "the coef_ did not converge", ConvergenceWarning)
Out[109]:
Pipeline(memory=None,
         steps=[('preprocessing',
                 ColumnTransformer(n_jobs=None, remainder='drop',
                                   sparse_threshold=0.3,
                                   transformer_weights=None,
                                   transformers=[('OneHot',
                                                  OneHotEncoder(categorical_features=None,
                                                                categories=None,
                                                                drop=None,
                                                                dtype=<class 'numpy.float64'>,
                                                                handle_unknown='ignore',
                                                                n_values=None,
                                                                sparse=True),
                                                  Applicable_Manufacturer_or_Applicable_GPO_...
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M          False
Product_Category                                                    False
GPO_M                                                               False
dtype: bool)],
                                   verbose=False)),
                ('LogReg',
                 LogisticRegression(C=1, class_weight=None, dual=False,
                                    fit_intercept=True, intercept_scaling=1,
                                    l1_ratio=None, max_iter=100,
                                    multi_class='warn', n_jobs=None,
                                    penalty='l1', random_state=None,
                                    solver='saga', tol=0.0001, verbose=0,
                                    warm_start=False))],
         verbose=False)
In [64]:
#LogReg seems to have a fair result. Check the actual parameter for the model -- which variable plays a more important role
log_pipe.score(X_train,y_train)
Out[64]:
0.944359505417826
In [65]:
log_pipe.score(X_test,y_test)
Out[65]:
0.94271
In [66]:
len(log_pipe.named_steps['LogReg'].coef_[0])
Out[66]:
261
In [68]:
cols = log_pipe.named_steps['preprocessing'].named_transformers_['OneHot'].get_feature_names().tolist() \
+ ['Total_Amount_of_Payment_USDollars']
In [69]:
len(cols)
Out[69]:
261
In [73]:
a={i:j for i,j in zip(cols,  log_pipe.named_steps['LogReg'].coef_[0])}
In [78]:
outcome=pd.Series(a)
In [88]:
for i ,j in enumerate(comb_modify.columns[cat]):
    print(i,j)

0 Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country
1 Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State
2 Covered_or_Noncovered_Indicator_1
3 Dispute_Status_for_Publication
4 Form_of_Payment_or_Transfer_of_Value
5 Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1
6 Recipient_Country
7 Recipient_State
8 Related_Product_Indicator
9 dig1
10 dig2
11 dig3
12 Applicable_Manufacturer_or_Applicable_GPO_M
13 Payment_Weekday
14 Payment_Month
15 Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M
16 Product_Category
17 GPO_M
In [85]:
outcome.sort_values()[:4]
Out[85]:
(Index(['x12_100000000232', 'x12_100000000234', 'x12_100000000144', 'x10_152'], dtype='object'),
 x12_100000000232   -8.269934
 x12_100000000234   -7.221079
 x12_100000000144   -6.589039
 x10_152            -3.001802
 dtype: float64)
In [89]:
outcome.sort_values()[-4:]
Out[89]:
x12_100000010579    4.736432
x12_100000000163    5.310122
x12_100000000067    6.660959
x17_boehringer      7.259178
dtype: float64

variables with most important power are those fine tuned vars

In [70]:
fig, ax = plt.subplots(1, 1, figsize=(25, 8))
plt.xticks(rotation='vertical')
sns.barplot(x=cols, y=log_pipe.named_steps['LogReg'].coef_[0])
plt.show()
In [43]:
#cross validation
param_grid_logr = {'LogReg__C': np.logspace(-3, 2, 6)}

grid_logr = GridSearchCV(log_pipe, param_grid_logr, cv=3, n_jobs=-1).fit(X_train, y_train)
In [44]:
res = pd.DataFrame(grid_logr.cv_results_)
In [46]:
res
Out[46]:
mean_fit_time std_fit_time mean_score_time std_score_time param_LogReg__C params split0_test_score split1_test_score split2_test_score mean_test_score std_test_score rank_test_score
0 8.518065 1.096841 0.759453 0.140694 0.001 {'LogReg__C': 0.001} 0.638533 0.639449 0.634755 0.637579 0.002031 6
1 10.574476 0.975294 0.802119 0.207989 0.01 {'LogReg__C': 0.01} 0.645133 0.646649 0.642262 0.644681 0.001819 5
2 11.488757 1.226887 0.781254 0.098168 0.1 {'LogReg__C': 0.1} 0.645480 0.647062 0.642329 0.644957 0.001967 4
3 13.069168 1.324641 0.790214 0.115983 1 {'LogReg__C': 1.0} 0.646120 0.646982 0.641875 0.644992 0.002232 3
4 12.728244 0.888214 0.777529 0.025456 10 {'LogReg__C': 10.0} 0.645800 0.646942 0.642595 0.645112 0.001840 1
5 9.895734 1.809515 0.485009 0.071907 100 {'LogReg__C': 100.0} 0.645787 0.646915 0.642622 0.645108 0.001817 2
In [48]:
fig, ax = plt.subplots(1, 1, figsize=(12,6))

##sns.lineplot(x='param_LogReg__C', y='mean_train_score', data=res, label='Train Score')
sns.lineplot(x='param_LogReg__C', y='mean_test_score', data=res, label='Test Score')

ax.set_xlabel('C')
plt.xscale("log")
plt.legend()
plt.show()
In [90]:
tree_pipe = Pipeline([('preprocessing', prep), ('Tree',DecisionTreeClassifier( 
                                        min_impurity_decrease=0.01,
                                     
                                        min_samples_leaf=20, min_samples_split=20,
                                        min_weight_fraction_leaf=0.001))])
In [91]:
tree_pipe.fit(X_train,y_train)

print("{0} training accuracy: {1:.3f} and test accuracy: {2:.3f}".\
      format('tree',\
              tree_pipe.score(X_train,y_train),tree_pipe.score(X_test,y_test)))

tree training accuracy: 0.848 and test accuracy: 0.847
In [92]:
tree_dot = export_graphviz(tree_pipe.named_steps['Tree'], out_file=None, feature_names=cols)
graph = graphviz.Source(tree_dot)
graph.render(cleanup=True)
graph
Out[92]:
Tree 0 Total_Amount_of_Payment_USDollars <= 3.48 gini = 0.5 samples = 224998 value = [112515, 112483] 1 gini = 0.189 samples = 99103 value = [88656, 10447] 0->1 True 2 gini = 0.307 samples = 125895 value = [23859, 102036] 0->2 False
In [93]:
tree_pipe = Pipeline([('preprocessing', prep), ('Tree',DecisionTreeClassifier( 
                                        min_impurity_decrease=0.01,
                                     
                                        min_samples_leaf=20, min_samples_split=20,
                                        min_weight_fraction_leaf=0.001))])
In [ ]:
tree_pipe.fit(X_train,y_train)

print("{0} training accuracy: {1:.3f} and test accuracy: {2:.3f}".\
      format('tree',\
              tree_pipe.score(X_train,y_train),tree_pipe.score(X_test,y_test)))
In [ ]:
tree_dot = export_graphviz(tree_pipe.named_steps['Tree'], out_file=None, feature_names=cols)
graph = graphviz.Source(tree_dot)
graph.render(cleanup=True)
graph
In [97]:
for i,j in zip(cols,tree_pipe.named_steps['Tree'].feature_importances_):
    if j!=0:
        print(i,j)

x1_NA 0.04277439647415692
x12_100000000193 0.03719061339729068
x12_100000000263 0.05197537224759333
x15_Other 0.04580634261572859
Total_Amount_of_Payment_USDollars 0.8222532752652304
In [ ]:
# try RF and grid search for parameter tuning
In [104]:
voting = VotingClassifier(
    [('logreg', LogisticRegression(C=100)),
     ('tree', DecisionTreeClassifier(max_depth=3, random_state=0))],
    voting='soft')
voting_pipe = Pipeline([('preprocessing', prep), ('Volting',voting)])
In [101]:
X_train.shape
Out[101]:
(224998, 19)
In [107]:
X_train.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 224998 entries, 75524 to 74228
Data columns (total 19 columns):
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_Country    224998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_Making_Payment_State      224998 non-null object
Covered_or_Noncovered_Indicator_1                                   224998 non-null object
Dispute_Status_for_Publication                                      224998 non-null object
Form_of_Payment_or_Transfer_of_Value                                224998 non-null object
Indicate_Drug_or_Biological_or_Device_or_Medical_Supply_1           224998 non-null object
Recipient_Country                                                   224998 non-null object
Recipient_State                                                     224998 non-null object
Related_Product_Indicator                                           224998 non-null object
Total_Amount_of_Payment_USDollars                                   224998 non-null float64
dig1                                                                224998 non-null object
dig2                                                                224998 non-null object
dig3                                                                224998 non-null object
Applicable_Manufacturer_or_Applicable_GPO_M                         224998 non-null object
Payment_Weekday                                                     224998 non-null object
Payment_Month                                                       224998 non-null object
Name_of_Drug_or_Biological_or_Device_or_Medical_Supply_1_M          224998 non-null object
Product_Category                                                    224998 non-null object
GPO_M                                                               224998 non-null object
dtypes: float64(1), object(18)
memory usage: 34.3+ MB
In [105]:
voting.fit(X_train, y_train)
 
voting.score(X_test, y_test) 

C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\linear_model\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.
  FutureWarning)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-105-ad0ee6bd94af> in <module>
----> 1 voting.fit(X_train, y_train)
      2 
      3 voting.score(X_train, y_train), voting.score(X_test, y_test)

~\Anaconda3\lib\site-packages\sklearn\ensemble\voting.py in fit(self, X, y, sample_weight)
    277         transformed_y = self.le_.transform(y)
    278 
--> 279         return super().fit(X, transformed_y, sample_weight)
    280 
    281     def predict(self, X):

~\Anaconda3\lib\site-packages\sklearn\ensemble\voting.py in fit(self, X, y, sample_weight)
     99                 delayed(_parallel_fit_estimator)(clone(clf), X, y,
    100                                                  sample_weight=sample_weight)
--> 101                 for clf in clfs if clf not in (None, 'drop')
    102             )
    103 

~\Anaconda3\lib\site-packages\joblib\parallel.py in __call__(self, iterable)
   1001             # remaining jobs.
   1002             self._iterating = False
-> 1003             if self.dispatch_one_batch(iterator):
   1004                 self._iterating = self._original_iterator is not None
   1005 

~\Anaconda3\lib\site-packages\joblib\parallel.py in dispatch_one_batch(self, iterator)
    832                 return False
    833             else:
--> 834                 self._dispatch(tasks)
    835                 return True
    836 

~\Anaconda3\lib\site-packages\joblib\parallel.py in _dispatch(self, batch)
    751         with self._lock:
    752             job_idx = len(self._jobs)
--> 753             job = self._backend.apply_async(batch, callback=cb)
    754             # A job can complete so quickly than its callback is
    755             # called before we get here, causing self._jobs to

~\Anaconda3\lib\site-packages\joblib\_parallel_backends.py in apply_async(self, func, callback)
    199     def apply_async(self, func, callback=None):
    200         """Schedule a func to be run"""
--> 201         result = ImmediateResult(func)
    202         if callback:
    203             callback(result)

~\Anaconda3\lib\site-packages\joblib\_parallel_backends.py in __init__(self, batch)
    580         # Don't delay the application, to avoid keeping the input
    581         # arguments in memory
--> 582         self.results = batch()
    583 
    584     def get(self):

~\Anaconda3\lib\site-packages\joblib\parallel.py in __call__(self)
    254         with parallel_backend(self._backend, n_jobs=self._n_jobs):
    255             return [func(*args, **kwargs)
--> 256                     for func, args, kwargs in self.items]
    257 
    258     def __len__(self):

~\Anaconda3\lib\site-packages\joblib\parallel.py in <listcomp>(.0)
    254         with parallel_backend(self._backend, n_jobs=self._n_jobs):
    255             return [func(*args, **kwargs)
--> 256                     for func, args, kwargs in self.items]
    257 
    258     def __len__(self):

~\Anaconda3\lib\site-packages\sklearn\ensemble\voting.py in _parallel_fit_estimator(estimator, X, y, sample_weight)
     41             raise
     42     else:
---> 43         estimator.fit(X, y)
     44     return estimator
     45 

~\Anaconda3\lib\site-packages\sklearn\linear_model\logistic.py in fit(self, X, y, sample_weight)
   1530 
   1531         X, y = check_X_y(X, y, accept_sparse='csr', dtype=_dtype, order="C",
-> 1532                          accept_large_sparse=solver != 'liblinear')
   1533         check_classification_targets(y)
   1534         self.classes_ = np.unique(y)

~\Anaconda3\lib\site-packages\sklearn\utils\validation.py in check_X_y(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, warn_on_dtype, estimator)
    717                     ensure_min_features=ensure_min_features,
    718                     warn_on_dtype=warn_on_dtype,
--> 719                     estimator=estimator)
    720     if multi_output:
    721         y = check_array(y, 'csr', force_all_finite=True, ensure_2d=False,

~\Anaconda3\lib\site-packages\sklearn\utils\validation.py in check_array(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)
    494             try:
    495                 warnings.simplefilter('error', ComplexWarning)
--> 496                 array = np.asarray(array, dtype=dtype, order=order)
    497             except ComplexWarning:
    498                 raise ValueError("Complex data not supported\n"

~\Anaconda3\lib\site-packages\numpy\core\_asarray.py in asarray(a, dtype, order)
     83 
     84     """
---> 85     return array(a, dtype, copy=False, order=order)
     86 
     87 

ValueError: could not convert string to float: 'sanofi'

feature selection might be slow for current setting

In [ ]:
def drop_feature_importance(est, X, y):
    base_score = np.mean(cross_val_score(est, X, y, cv=5))
    scores = []
    for feature in range(X.shape[1]):
        mask = np.ones(X.shape[1], 'bool')
        mask[feature] = False
        X_new = X[:, mask]
        this_score = np.mean(cross_val_score(est, X_new, y, cv=5))
        scores.append(base_score - this_score)
    return np.array(scores)
In [ ]:
#try rf
In [ ]:
gbrt = GradientBoostingRegressor().fit(X_train, y_train)
fig, axs = plot_partial_dependence(
    gbrt, X_train, np.argsort(gbrt.feature_importances_)[-6:],
    feature_names=boston.feature_names, n_jobs=3,
    grid_resolution=50)
In [ ]:
# get rid of pipline and convert all predictor in advance
In [115]:
ohc= OneHotEncoder(handle_unknown='ignore')
In [118]:
ohc.fit(comb_modify.drop("Total_Amount_of_Payment_USDollars",axis=1))
Out[118]:
OneHotEncoder(categorical_features=None, categories=None, drop=None,
              dtype=<class 'numpy.float64'>, handle_unknown='ignore',
              n_values=None, sparse=True)
In [119]:
desc=ohc.transform(comb_modify.drop("Total_Amount_of_Payment_USDollars",axis=1))
In [124]:
ohc.categories_
Out[124]:
[array(['Austria', 'Barbados', 'Belgium', 'Brazil', 'Canada', 'Denmark',
        'Finland', 'France', 'Germany', 'Great Britain (Uk)', 'Iceland',
        'Ireland', 'Israel', 'Japan', 'Korea (Republic of)', 'Netherlands',
        'New Zealand', 'Norway', 'Spain', 'Sweden', 'Switzerland',
        'United Arab Emirates', 'United States'], dtype=object),
 array(['AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'IA',
        'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'MI', 'MN', 'MO',
        'MS', 'MT', 'NA', 'NC', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK',
        'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT',
        'WA', 'WI', 'WV'], dtype=object),
 array(['Covered', 'NA', 'Non-Covered'], dtype=object),
 array(['No', 'Yes'], dtype=object),
 array(['Any other ownership interest', 'Cash or cash equivalent',
        'Dividend, profit or other return on investment',
        'In-kind items and services', 'Stock'], dtype=object),
 array(['Biological', 'Device', 'Drug', 'Medical Supply', 'NA'],
       dtype=object),
 array(['Australia', 'Belgium', 'Canada', 'Denmark', 'Germany',
        'Great Britain (Uk)', 'Japan', 'Mexico', 'NA', 'United States',
        'United States Minor Outlying Islands'], dtype=object),
 array(['AA', 'AE', 'AK', 'AL', 'AP', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC',
        'DE', 'FL', 'GA', 'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA',
        'MA', 'MD', 'ME', 'MI', 'MN', 'MO', 'MS', 'MT', 'NA', 'NC', 'ND',
        'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'PR',
        'PW', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VI', 'VT', 'WA',
        'WI', 'WV', 'WY'], dtype=object),
 array(['No', 'Yes'], dtype=object),
 array(['0', '169', '24', '31', '50458', '597', '6', '62856', '69', '78'],
       dtype=object),
 array(['0', '140', '152', '3029', '4060', '529', '580', '6', '62', '710'],
       dtype=object),
 array(['0', '1', '10', '15', '2', '20', '3', '30', '60', '90'],
       dtype=object),
 array(['0', '100000000053', '100000000067', '100000000089',
        '100000000108', '100000000136', '100000000144', '100000000146',
        '100000000163', '100000000193', '100000000203', '100000000204',
        '100000000228', '100000000232', '100000000234', '100000000255',
        '100000000263', '100000000278', '100000000286', '100000005449',
        '100000010579'], dtype=object),
 array(['0', '1', '2', '3', '4', '5', '6'], dtype=object),
 array(['1', '10', '11', '12', '2', '3', '4', '5', '6', '7', '8', '9'],
       dtype=object),
 array(['NA', 'Other', 'biooncology',
        'cardiac arrhythmias and heart failure',
        'cardiology/vascular diseases', 'cardiovascular',
        'cardiovascular & metabolism', 'cardiovascular and metabolism',
        'cns', 'dermatology', 'diabetes', 'endocrinology',
        'gastroenterology', 'hiv', 'immunology', 'neurology',
        'neuroscience', 'nutrition and weight loss', 'oncology',
        'ophthalmology', 'respiratory'], dtype=object),
 array(['cardio', 'diab', 'gastro', 'immun', 'oncol', 'other', 'resp'],
       dtype=object),
 array(['abbvie,', 'astrazeneca', 'boehringer', 'eisai', 'incyte',
        'janssen', 'merck', 'novo', 'other', 'pfizer', 'sanofi'],
       dtype=object)]
In [136]:
col_ohc=ohc.get_feature_names().tolist()
In [125]:
ohc.categorical_features
In [137]:
col_ohc.append('spend')
In [141]:
desc_df=pd.DataFrame(desc.todense(),columns=col_ohc[:-1])
In [144]:
desc_df.head()
Out[144]:
x0_Austria x0_Barbados x0_Belgium x0_Brazil x0_Canada x0_Denmark x0_Finland x0_France x0_Germany x0_Great Britain (Uk) ... x17_astrazeneca x17_boehringer x17_eisai x17_incyte x17_janssen x17_merck x17_novo x17_other x17_pfizer x17_sanofi
0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0
1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0
2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0
3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0
4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0

5 rows × 265 columns

In [145]:
comb_modify[["Total_Amount_of_Payment_USDollars"]].head()
Out[145]:
Total_Amount_of_Payment_USDollars
0 2.438863
1 3.099642
2 4.759349
3 2.573375
4 2.778819
In [146]:
desc_df['log_spend']=comb_modify["Total_Amount_of_Payment_USDollars"]
In [148]:
desc_df.head()
Out[148]:
x0_Austria x0_Barbados x0_Belgium x0_Brazil x0_Canada x0_Denmark x0_Finland x0_France x0_Germany x0_Great Britain (Uk) ... x17_boehringer x17_eisai x17_incyte x17_janssen x17_merck x17_novo x17_other x17_pfizer x17_sanofi log_spend
0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 2.438863
1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 3.099642
2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 4.759349
3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 2.573375
4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 2.778819

5 rows × 266 columns

Part 5. Model & Feature selection

In [150]:
X_trainval,X_test,y_trainval,y_test=train_test_split(desc_df,comb['Tag'])
X_train,X_val,y_train,y_val=train_test_split(X_trainval,y_trainval)
In [153]:
gbrt = GradientBoostingRegressor().fit(X_train, y_train)

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-153-0cb388d0b24b> in <module>
      1 gbrt = GradientBoostingRegressor().fit(X_train, y_train)
----> 2 fig, axs = plot_partial_dependence(
      3     gbrt, X_train, np.argsort(gbrt.feature_importances_)[-6:],
      4     feature_names=col_ohc, n_jobs=3,
      5     grid_resolution=50)

NameError: name 'plot_partial_dependence' is not defined
In [154]:
gbrt.score(X_test,y_test)
Out[154]:
0.8180253588223776
In [ ]:
grid_gbrt = {'LogReg__C': np.logspace(-3, 2, 6)}

grid_logr = GridSearchCV(log_pipe, param_grid_logr, cv=3, n_jobs=-1).fit(X_train, y_train)
In [162]:
xbrt = xgb().fit(X_train, y_train)

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-162-4828141d16aa> in <module>
----> 1 xbrt = xgb().fit(X_train, y_train)

TypeError: 'module' object is not callable
In [165]:
dtrain = xgb.DMatrix(X_train, label=y_train)

C:\Users\Yilun\Anaconda3\lib\site-packages\xgboost\core.py:587: FutureWarning: Series.base is deprecated and will be removed in a future version
  if getattr(data, 'base', None) is not None and \
In [166]:
dtest = xgb.DMatrix(X_test, label=y_test)
In [167]:
dtrain = xgb.DMatrix(X_train, label=y_train)
In [168]:
param = {'max_depth': 2, 'eta': 1, 'objective': 'binary:logistic'}
param['nthread'] = 4
param['eval_metric'] = 'auc'
# You can also specify multiple eval metrics:

param['eval_metric'] = ['auc', 'ams@0']

# alternatively:
# plst = param.items()
# plst += [('eval_metric', 'ams@0')]
# Specify validations set to watch performance

evallist = [(dtest, 'eval'), (dtrain, 'train')]
In [169]:
num_round = 10
bst = xgb.train(param, dtrain, num_round, evallist)

[0]	eval-auc:0.907643	eval-ams@0:357.311	train-auc:0.904592	train-ams@0:530.27
[1]	eval-auc:0.950966	eval-ams@0:388.696	train-auc:0.949044	train-ams@0:576.218
[2]	eval-auc:0.962695	eval-ams@0:412.558	train-auc:0.961391	train-ams@0:612.6
[3]	eval-auc:0.966003	eval-ams@0:415.845	train-auc:0.96473	train-ams@0:618.996
[4]	eval-auc:0.970072	eval-ams@0:427.962	train-auc:0.969082	train-ams@0:632.899
[5]	eval-auc:0.971385	eval-ams@0:427.823	train-auc:0.970332	train-ams@0:636.149
[6]	eval-auc:0.974157	eval-ams@0:439.338	train-auc:0.973105	train-ams@0:653.457
[7]	eval-auc:0.975736	eval-ams@0:443.489	train-auc:0.974735	train-ams@0:661.01
[8]	eval-auc:0.976948	eval-ams@0:447.204	train-auc:0.976001	train-ams@0:666.378
[9]	eval-auc:0.977948	eval-ams@0:452.959	train-auc:0.977057	train-ams@0:675.362
In [ ]:
bst.save_model('0001.model')
#The model and its feature map can also be dumped to a text file.
In [171]:
# dump model
bst.dump_model('dump.raw.txt')
In [170]:
# dump model with feature map
bst.dump_model('dump.raw.txt', 'featmap.txt')
#A saved model can be loaded as follows:

#bst = xgb.Booster({'nthread': 4})  # init model
#bst.load_model('model.bin')  # load data

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-170-8746d7e5604d> in <module>
      5 bst.dump_model('dump.raw.txt')
      6 # dump model with feature map
----> 7 bst.dump_model('dump.raw.txt', 'featmap.txt')
      8 #A saved model can be loaded as follows:
      9 

~\Anaconda3\lib\site-packages\xgboost\core.py in dump_model(self, fout, fmap, with_stats, dump_format)
   1391         else:
   1392             need_close = False
-> 1393         ret = self.get_dump(fmap, with_stats, dump_format)
   1394         if dump_format == 'json':
   1395             fout.write('[\n')

~\Anaconda3\lib\site-packages\xgboost\core.py in get_dump(self, fmap, with_stats, dump_format)
   1443         else:
   1444             if fmap != '' and not os.path.exists(fmap):
-> 1445                 raise ValueError("No such file: {0}".format(fmap))
   1446             _check_call(_LIB.XGBoosterDumpModelEx(self.handle,
   1447                                                   c_str(fmap),

ValueError: No such file: featmap.txt
In [172]:
xgb.plot_importance(bst)
Out[172]:
<matplotlib.axes._subplots.AxesSubplot at 0x25b07188ac8>

the ensamble model did yield to a much better result compared with single models
and the feature importance reflected of what we saw in the single model result

try cv for svm

In [ ]:
clf = svm.SVC()
clf.train(X_train,y_train)
grid
In [177]:
clf=RandomForestClassifier()

Leverage random search to find parameters using random forest

In [178]:
from scipy.stats import randint
param_dist = {"max_depth": [3, None],
              "max_features": randint(1, 11),
              "min_samples_split": randint(2, 11),
              "bootstrap": [True, False],
              "criterion": ["gini", "entropy"]}
n_iter_search = 20
random_search = RandomizedSearchCV(clf,
                                   param_distributions=param_dist,
                                   n_iter=200, cv=5)
In [179]:
random_search.fit(X_train,y_train)

C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
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  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
C:\Users\Yilun\Anaconda3\lib\site-packages\sklearn\ensemble\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.
  "10 in version 0.20 to 100 in 0.22.", FutureWarning)
Out[179]:
RandomizedSearchCV(cv=5, error_score='raise-deprecating',
                   estimator=RandomForestClassifier(bootstrap=True,
                                                    class_weight=None,
                                                    criterion='gini',
                                                    max_depth=None,
                                                    max_features='auto',
                                                    max_leaf_nodes=None,
                                                    min_impurity_decrease=0.0,
                                                    min_impurity_split=None,
                                                    min_samples_leaf=1,
                                                    min_samples_split=2,
                                                    min_weight_fraction_leaf=0.0,
                                                    n_estimators='warn',
                                                    n_jobs=None,
                                                    oob_sc...
                   param_distributions={'bootstrap': [True, False],
                                        'criterion': ['gini', 'entropy'],
                                        'max_depth': [3, None],
                                        'max_features': <scipy.stats._distn_infrastructure.rv_frozen object at 0x0000025B04732048>,
                                        'min_samples_split': <scipy.stats._distn_infrastructure.rv_frozen object at 0x0000025B0720B860>},
                   pre_dispatch='2*n_jobs', random_state=None, refit=True,
                   return_train_score=False, scoring=None, verbose=0)

RandomizedSearchCV(cv=5, error_score='raise-deprecating', estimator=RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini', max_depth=None, max_features='auto', max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, min_samples_leaf=1, min_samples_split=2, min_weight_fraction_leaf=0.0, n_estimators='warn', n_jobs=None, oob_sc... param_distributions={'bootstrap': [True, False], 'criterion': ['gini', 'entropy'], 'max_depth': [3, None], 'max_features': <scipy.stats._distn_infrastructure.rv_frozen object at 0x0000025B04732048>, 'min_samples_split': <scipy.stats._distn_infrastructure.rv_frozen object at 0x0000025B0720B860>}, pre_dispatch='2*n_jobs', random_state=None, refit=True, return_train_score=False, scoring=None, verbose=0)

In [182]:
random_search.best_params_
Out[182]:
{'bootstrap': False,
 'criterion': 'gini',
 'max_depth': None,
 'max_features': 10,
 'min_samples_split': 5}
In [183]:
random_search.best_estimator_
Out[183]:
RandomForestClassifier(bootstrap=False, class_weight=None, criterion='gini',
                       max_depth=None, max_features=10, max_leaf_nodes=None,
                       min_impurity_decrease=0.0, min_impurity_split=None,
                       min_samples_leaf=1, min_samples_split=5,
                       min_weight_fraction_leaf=0.0, n_estimators=10,
                       n_jobs=None, oob_score=False, random_state=None,
                       verbose=0, warm_start=False)
In [189]:
random_search.cv_results_['mean_test_score'][random_search.cv_results_['rank_test_score']-1][:10]
Out[189]:
array([0.96818638, 0.9688575 , 0.87053663, 0.96403524, 0.96813305,
       0.85494093, 0.96748416, 0.87663446, 0.7940115 , 0.95988853])
In [205]:
random_search.cv_results_['rank_test_score'][:10]-1
Out[205]:
array([171, 119, 167, 103,  38, 170, 140, 195,  73, 105])
In [206]:
for i in random_search.cv_results_['rank_test_score'][:10]-1:
    print(random_search.cv_results_['params'][i])

{'bootstrap': True, 'criterion': 'gini', 'max_depth': None, 'max_features': 9, 'min_samples_split': 5}
{'bootstrap': False, 'criterion': 'entropy', 'max_depth': None, 'max_features': 8, 'min_samples_split': 9}
{'bootstrap': True, 'criterion': 'entropy', 'max_depth': 3, 'max_features': 10, 'min_samples_split': 9}
{'bootstrap': True, 'criterion': 'entropy', 'max_depth': None, 'max_features': 5, 'min_samples_split': 7}
{'bootstrap': True, 'criterion': 'entropy', 'max_depth': None, 'max_features': 9, 'min_samples_split': 5}
{'bootstrap': False, 'criterion': 'gini', 'max_depth': 3, 'max_features': 7, 'min_samples_split': 3}
{'bootstrap': False, 'criterion': 'entropy', 'max_depth': None, 'max_features': 7, 'min_samples_split': 2}
{'bootstrap': True, 'criterion': 'gini', 'max_depth': 3, 'max_features': 8, 'min_samples_split': 5}
{'bootstrap': True, 'criterion': 'entropy', 'max_depth': 3, 'max_features': 3, 'min_samples_split': 7}
{'bootstrap': False, 'criterion': 'gini', 'max_depth': None, 'max_features': 1, 'min_samples_split': 3}
In [207]:
model = random_search.best_estimator_
In [208]:
X_train.columns
Out[208]:
Index(['x0_Austria', 'x0_Barbados', 'x0_Belgium', 'x0_Brazil', 'x0_Canada',
       'x0_Denmark', 'x0_Finland', 'x0_France', 'x0_Germany',
       'x0_Great Britain (Uk)',
       ...
       'x17_boehringer', 'x17_eisai', 'x17_incyte', 'x17_janssen', 'x17_merck',
       'x17_novo', 'x17_other', 'x17_pfizer', 'x17_sanofi', 'log_spend'],
      dtype='object', length=266)
In [210]:
# get the encoded col_names
cols = X_train.columns.tolist()
# get the ordinal vars
 
# add the continuous vars
 
 
model_res = pd.DataFrame(data={'cols': cols,
                               'feature_importances': model.feature_importances_})

model_res.sort_values(by='feature_importances', ascending=False, inplace=True)
 
fig, ax = plt.subplots(1, 1, figsize=(20, 5))
sns.barplot(x='cols', y='feature_importances', data=model_res, ax=ax, color='lightblue')
plt.xticks(rotation='vertical')
plt.tight_layout()
plt.show()
In [213]:
tree=DecisionTreeClassifier(   criterion= 'gini', max_depth=None, max_features=9, min_samples_split=5)
In [214]:
tree.fit(X_train,y_train)

print("{0} training accuracy: {1:.3f} and test accuracy: {2:.3f}".\
      format('tree',\
              tree.score(X_train,y_train),tree.score(X_test,y_test)))

tree_dot = export_graphviz(tree, out_file=None, feature_names=cols)
graph = graphviz.Source(tree_dot)
graph.render(cleanup=True)
graph

tree training accuracy: 0.981 and test accuracy: 0.950
Out[214]:
Tree 0 log_spend <= 3.478 gini = 0.5 samples = 224998 value = [112686, 112312] 1 x16_diab <= 0.5 gini = 0.189 samples = 99004 value = [88551, 10453] 0->1 True 8644 x2_Covered <= 0.5 gini = 0.31 samples = 125994 value = [24135, 101859] 0->8644 False 2 x2_Covered <= 0.5 gini = 0.174 samples = 89550 value = [80940, 8610] 1->2 8379 x12_100000000163 <= 0.5 gini = 0.314 samples = 9454 value = [7611, 1843] 1->8379 3 x7_FL <= 0.5 gini = 0.5 samples = 8597 value = [4298, 4299] 2->3 1956 x11_10 <= 0.5 gini = 0.101 samples = 80953 value = [76642, 4311] 2->1956 4 x1_NJ <= 0.5 gini = 0.5 samples = 7872 value = [4016, 3856] 3->4 1693 x1_OR <= 0.5 gini = 0.475 samples = 725 value = [282, 443] 3->1693 5 x12_100000000204 <= 0.5 gini = 0.498 samples = 6125 value = [2894, 3231] 4->5 1378 x4_In-kind items and services <= 0.5 gini = 0.46 samples = 1747 value = [1122, 625] 4->1378 6 x14_7 <= 0.5 gini = 0.498 samples = 5973 value = [2782, 3191] 5->6 1285 x7_KS <= 0.5 gini = 0.388 samples = 152 value = [112, 40] 5->1285 7 x13_2 <= 0.5 gini = 0.496 samples = 5673 value = [2568, 3105] 6->7 1154 x1_MI <= 0.5 gini = 0.409 samples = 300 value = [214, 86] 6->1154 8 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 4245 value = [2009, 2236] 7->8 963 x12_100000000234 <= 0.5 gini = 0.476 samples = 1428 value = [559, 869] 7->963 9 x14_9 <= 0.5 gini = 0.355 samples = 2127 value = [1636, 491] 8->9 618 x1_CT <= 0.5 gini = 0.29 samples = 2118 value = [373, 1745] 8->618 10 x12_100000005449 <= 0.5 gini = 0.354 samples = 1931 value = [1487, 444] 9->10 567 x7_NM <= 0.5 gini = 0.365 samples = 196 value = [149, 47] 9->567 11 x7_DC <= 0.5 gini = 0.371 samples = 1792 value = [1351, 441] 10->11 516 x7_IL <= 0.5 gini = 0.042 samples = 139 value = [136, 3] 10->516 12 x12_0 <= 0.5 gini = 0.372 samples = 1782 value = [1341, 441] 11->12 515 gini = 0.0 samples = 10 value = [10, 0] 11->515 13 x7_CA <= 0.5 gini = 0.288 samples = 953 value = [787, 166] 12->13 204 x7_NE <= 0.5 gini = 0.443 samples = 829 value = [554, 275] 12->204 14 x7_NE <= 0.5 gini = 0.253 samples = 789 value = [672, 117] 13->14 163 x13_4 <= 0.5 gini = 0.419 samples = 164 value = [115, 49] 13->163 15 x1_CA <= 0.5 gini = 0.251 samples = 782 value = [667, 115] 14->15 158 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 14->158 16 x7_GA <= 0.5 gini = 0.488 samples = 248 value = [143, 105] 15->16 101 x8_No <= 0.5 gini = 0.037 samples = 534 value = [524, 10] 15->101 17 x7_IL <= 0.5 gini = 0.484 samples = 236 value = [139, 97] 16->17 96 x2_Non-Covered <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 16->96 18 x13_6 <= 0.5 gini = 0.489 samples = 221 value = [127, 94] 17->18 91 x14_8 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 17->91 19 x14_2 <= 0.5 gini = 0.482 samples = 208 value = [124, 84] 18->19 82 x1_OR <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 18->82 20 x17_astrazeneca <= 0.5 gini = 0.467 samples = 191 value = [120, 71] 19->20 77 x12_100000010579 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 19->77 21 x12_100000000234 <= 0.5 gini = 0.491 samples = 125 value = [54, 71] 20->21 76 gini = 0.0 samples = 66 value = [66, 0] 20->76 22 x12_100000000286 <= 0.5 gini = 0.423 samples = 102 value = [31, 71] 21->22 75 gini = 0.0 samples = 23 value = [23, 0] 21->75 23 x7_NM <= 0.5 gini = 0.389 samples = 72 value = [19, 53] 22->23 46 log_spend <= 2.928 gini = 0.48 samples = 30 value = [12, 18] 22->46 24 x14_8 <= 0.5 gini = 0.392 samples = 71 value = [19, 52] 23->24 45 gini = 0.0 samples = 1 value = [0, 1] 23->45 25 x7_MO <= 0.5 gini = 0.371 samples = 65 value = [16, 49] 24->25 42 x7_NY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 24->42 26 x7_MD <= 0.5 gini = 0.391 samples = 60 value = [16, 44] 25->26 41 gini = 0.0 samples = 5 value = [0, 5] 25->41 27 x13_1 <= 0.5 gini = 0.379 samples = 59 value = [15, 44] 26->27 40 gini = 0.0 samples = 1 value = [1, 0] 26->40 28 x14_12 <= 0.5 gini = 0.365 samples = 50 value = [12, 38] 27->28 37 x2_Non-Covered <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 27->37 29 x1_OR <= 0.5 gini = 0.353 samples = 48 value = [11, 37] 28->29 36 gini = 0.5 samples = 2 value = [1, 1] 28->36 30 x14_3 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 29->30 35 gini = 0.0 samples = 10 value = [10, 0] 29->35 31 gini = 0.0 samples = 28 value = [0, 28] 30->31 32 x12_100000000193 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 30->32 33 gini = 0.0 samples = 9 value = [0, 9] 32->33 34 gini = 0.0 samples = 1 value = [1, 0] 32->34 38 gini = 0.0 samples = 3 value = [3, 0] 37->38 39 gini = 0.0 samples = 6 value = [0, 6] 37->39 43 gini = 0.375 samples = 4 value = [1, 3] 42->43 44 gini = 0.0 samples = 2 value = [2, 0] 42->44 47 x7_OK <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 46->47 60 x7_AL <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 46->60 48 x14_1 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 47->48 59 gini = 0.0 samples = 1 value = [1, 0] 47->59 49 x14_10 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 48->49 58 gini = 0.0 samples = 1 value = [1, 0] 48->58 50 x14_3 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 49->50 57 gini = 0.0 samples = 1 value = [1, 0] 49->57 51 x13_3 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 50->51 56 gini = 0.0 samples = 1 value = [1, 0] 50->56 52 gini = 0.375 samples = 4 value = [3, 1] 51->52 53 x7_MA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 51->53 54 gini = 0.375 samples = 4 value = [3, 1] 53->54 55 gini = 0.0 samples = 1 value = [0, 1] 53->55 61 x14_6 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 60->61 74 gini = 0.0 samples = 2 value = [0, 2] 60->74 62 x13_0 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 61->62 73 gini = 0.0 samples = 2 value = [0, 2] 61->73 63 x13_4 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 62->63 72 gini = 0.0 samples = 2 value = [0, 2] 62->72 64 x14_12 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 63->64 71 gini = 0.0 samples = 1 value = [0, 1] 63->71 65 x2_NA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 64->65 70 gini = 0.0 samples = 2 value = [0, 2] 64->70 66 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 65->66 69 gini = 0.0 samples = 1 value = [0, 1] 65->69 67 gini = 0.444 samples = 3 value = [1, 2] 66->67 68 gini = 0.375 samples = 4 value = [1, 3] 66->68 78 x7_OH <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 77->78 81 gini = 0.0 samples = 3 value = [3, 0] 77->81 79 gini = 0.0 samples = 13 value = [0, 13] 78->79 80 gini = 0.0 samples = 1 value = [1, 0] 78->80 83 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 82->83 90 gini = 0.0 samples = 2 value = [2, 0] 82->90 84 log_spend <= 2.84 gini = 0.18 samples = 10 value = [1, 9] 83->84 89 gini = 0.0 samples = 1 value = [0, 1] 83->89 85 gini = 0.0 samples = 5 value = [0, 5] 84->85 86 x7_MO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 84->86 87 gini = 0.0 samples = 4 value = [0, 4] 86->87 88 gini = 0.0 samples = 1 value = [1, 0] 86->88 92 x8_No <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 91->92 95 gini = 0.0 samples = 3 value = [3, 0] 91->95 93 gini = 0.375 samples = 4 value = [1, 3] 92->93 94 gini = 0.0 samples = 8 value = [8, 0] 92->94 97 gini = 0.375 samples = 4 value = [3, 1] 96->97 98 x17_boehringer <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 96->98 99 gini = 0.0 samples = 6 value = [0, 6] 98->99 100 gini = 0.5 samples = 2 value = [1, 1] 98->100 102 x14_2 <= 0.5 gini = 0.042 samples = 467 value = [457, 10] 101->102 157 gini = 0.0 samples = 67 value = [67, 0] 101->157 103 log_spend <= 3.07 gini = 0.037 samples = 427 value = [419, 8] 102->103 140 x7_PA <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 102->140 104 x7_SC <= 0.5 gini = 0.01 samples = 385 value = [383, 2] 103->104 121 x14_11 <= 0.5 gini = 0.245 samples = 42 value = [36, 6] 103->121 105 x7_TX <= 0.5 gini = 0.011 samples = 374 value = [372, 2] 104->105 120 gini = 0.0 samples = 11 value = [11, 0] 104->120 106 x7_SD <= 0.5 gini = 0.012 samples = 320 value = [318, 2] 105->106 119 gini = 0.0 samples = 54 value = [54, 0] 105->119 107 x7_ME <= 0.5 gini = 0.012 samples = 318 value = [316, 2] 106->107 118 gini = 0.0 samples = 2 value = [2, 0] 106->118 108 x7_PA <= 0.5 gini = 0.013 samples = 316 value = [314, 2] 107->108 117 gini = 0.0 samples = 2 value = [2, 0] 107->117 109 x7_RI <= 0.5 gini = 0.013 samples = 296 value = [294, 2] 108->109 116 gini = 0.0 samples = 20 value = [20, 0] 108->116 110 x7_WA <= 0.5 gini = 0.014 samples = 293 value = [291, 2] 109->110 115 gini = 0.0 samples = 3 value = [3, 0] 109->115 111 x12_100000000108 <= 0.5 gini = 0.014 samples = 287 value = [285, 2] 110->111 114 gini = 0.0 samples = 6 value = [6, 0] 110->114 112 gini = 0.444 samples = 3 value = [1, 2] 111->112 113 gini = 0.0 samples = 284 value = [284, 0] 111->113 122 x7_NC <= 0.5 gini = 0.284 samples = 35 value = [29, 6] 121->122 139 gini = 0.0 samples = 7 value = [7, 0] 121->139 123 x13_3 <= 0.5 gini = 0.251 samples = 34 value = [29, 5] 122->123 138 gini = 0.0 samples = 1 value = [0, 1] 122->138 124 x7_WA <= 0.5 gini = 0.351 samples = 22 value = [17, 5] 123->124 137 gini = 0.0 samples = 12 value = [12, 0] 123->137 125 x7_MN <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 124->125 136 gini = 0.0 samples = 1 value = [1, 0] 124->136 126 x13_6 <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 125->126 135 gini = 0.0 samples = 1 value = [1, 0] 125->135 127 x7_TX <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 126->127 134 gini = 0.0 samples = 3 value = [0, 3] 126->134 128 x7_OH <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 127->128 133 gini = 0.5 samples = 2 value = [1, 1] 127->133 129 x12_100000000108 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 128->129 132 gini = 0.0 samples = 1 value = [1, 0] 128->132 130 gini = 0.0 samples = 1 value = [0, 1] 129->130 131 gini = 0.0 samples = 13 value = [13, 0] 129->131 141 x7_IL <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 140->141 156 gini = 0.0 samples = 2 value = [2, 0] 140->156 142 x7_NC <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 141->142 155 gini = 0.0 samples = 1 value = [1, 0] 141->155 143 x7_IN <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 142->143 154 gini = 0.5 samples = 2 value = [1, 1] 142->154 144 x7_NJ <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 143->144 153 gini = 0.0 samples = 1 value = [1, 0] 143->153 145 x7_AZ <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 144->145 152 gini = 0.0 samples = 2 value = [2, 0] 144->152 146 x7_NY <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 145->146 151 gini = 0.0 samples = 2 value = [2, 0] 145->151 147 x7_MA <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 146->147 150 gini = 0.0 samples = 4 value = [4, 0] 146->150 148 gini = 0.0 samples = 25 value = [25, 0] 147->148 149 gini = 0.0 samples = 1 value = [0, 1] 147->149 159 x12_100000000108 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 158->159 162 gini = 0.0 samples = 1 value = [1, 0] 158->162 160 gini = 0.444 samples = 3 value = [1, 2] 159->160 161 gini = 0.0 samples = 3 value = [3, 0] 159->161 164 log_spend <= 1.911 gini = 0.272 samples = 117 value = [98, 19] 163->164 193 x1_CT <= 0.5 gini = 0.462 samples = 47 value = [17, 30] 163->193 165 gini = 0.0 samples = 24 value = [24, 0] 164->165 166 x1_CA <= 0.5 gini = 0.325 samples = 93 value = [74, 19] 164->166 167 x12_100000000255 <= 0.5 gini = 0.489 samples = 40 value = [23, 17] 166->167 176 x14_11 <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 166->176 168 x17_boehringer <= 0.5 gini = 0.252 samples = 27 value = [23, 4] 167->168 175 gini = 0.0 samples = 13 value = [0, 13] 167->175 169 x17_pfizer <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 168->169 174 gini = 0.0 samples = 3 value = [3, 0] 168->174 170 gini = 0.0 samples = 19 value = [19, 0] 169->170 171 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 169->171 172 gini = 0.0 samples = 4 value = [0, 4] 171->172 173 gini = 0.0 samples = 1 value = [1, 0] 171->173 177 x8_No <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 176->177 186 x13_1 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 176->186 178 x14_12 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 177->178 185 gini = 0.0 samples = 3 value = [3, 0] 177->185 179 x14_8 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 178->179 184 gini = 0.0 samples = 1 value = [1, 0] 178->184 180 x12_100000000203 <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 179->180 183 gini = 0.0 samples = 4 value = [4, 0] 179->183 181 gini = 0.0 samples = 33 value = [33, 0] 180->181 182 gini = 0.5 samples = 2 value = [1, 1] 180->182 187 x13_3 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 186->187 192 gini = 0.0 samples = 1 value = [1, 0] 186->192 188 gini = 0.0 samples = 2 value = [2, 0] 187->188 189 log_spend <= 3.089 gini = 0.245 samples = 7 value = [6, 1] 187->189 190 gini = 0.0 samples = 5 value = [5, 0] 189->190 191 gini = 0.5 samples = 2 value = [1, 1] 189->191 194 x14_10 <= 0.5 gini = 0.434 samples = 44 value = [14, 30] 193->194 203 gini = 0.0 samples = 3 value = [3, 0] 193->203 195 x14_2 <= 0.5 gini = 0.432 samples = 38 value = [12, 26] 194->195 200 x12_100000000255 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 194->200 196 x1_MA <= 0.5 gini = 0.463 samples = 33 value = [12, 21] 195->196 199 gini = 0.0 samples = 5 value = [0, 5] 195->199 197 gini = 0.0 samples = 12 value = [12, 0] 196->197 198 gini = 0.0 samples = 21 value = [0, 21] 196->198 201 gini = 0.444 samples = 3 value = [2, 1] 200->201 202 gini = 0.0 samples = 3 value = [0, 3] 200->202 205 x7_NC <= 0.5 gini = 0.441 samples = 825 value = [554, 271] 204->205 514 gini = 0.0 samples = 4 value = [0, 4] 204->514 206 x13_5 <= 0.5 gini = 0.436 samples = 800 value = [543, 257] 205->206 501 x14_6 <= 0.5 gini = 0.493 samples = 25 value = [11, 14] 205->501 207 x7_PA <= 0.5 gini = 0.446 samples = 764 value = [507, 257] 206->207 500 gini = 0.0 samples = 36 value = [36, 0] 206->500 208 x13_3 <= 0.5 gini = 0.453 samples = 739 value = [483, 256] 207->208 487 x13_4 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 207->487 209 x1_NC <= 0.5 gini = 0.369 samples = 459 value = [347, 112] 208->209 412 x1_MN <= 0.5 gini = 0.5 samples = 280 value = [136, 144] 208->412 210 x1_NY <= 0.5 gini = 0.376 samples = 447 value = [335, 112] 209->210 411 gini = 0.0 samples = 12 value = [12, 0] 209->411 211 x0_Switzerland <= 0.5 gini = 0.378 samples = 435 value = [325, 110] 210->211 400 x7_MI <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 210->400 212 x14_8 <= 0.5 gini = 0.378 samples = 434 value = [324, 110] 211->212 399 gini = 0.0 samples = 1 value = [1, 0] 211->399 213 x1_TX <= 0.5 gini = 0.39 samples = 403 value = [296, 107] 212->213 378 x1_VA <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 212->378 214 x7_MD <= 0.5 gini = 0.423 samples = 349 value = [243, 106] 213->214 363 x14_11 <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 213->363 215 x7_CT <= 0.5 gini = 0.427 samples = 340 value = [235, 105] 214->215 356 x1_PA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 214->356 216 x13_6 <= 0.5 gini = 0.426 samples = 335 value = [232, 103] 215->216 353 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 215->353 217 x17_other <= 0.5 gini = 0.417 samples = 324 value = [228, 96] 216->217 342 x1_MA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 216->342 218 x13_0 <= 0.5 gini = 0.363 samples = 88 value = [21, 67] 217->218 245 x7_WI <= 0.5 gini = 0.216 samples = 236 value = [207, 29] 217->245 219 x8_No <= 0.5 gini = 0.385 samples = 50 value = [13, 37] 218->219 234 x1_PA <= 0.5 gini = 0.332 samples = 38 value = [8, 30] 218->234 220 x13_4 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 219->220 231 x1_PA <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 219->231 221 x7_TX <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 220->221 230 gini = 0.0 samples = 3 value = [3, 0] 220->230 222 x1_PA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 221->222 229 gini = 0.5 samples = 2 value = [1, 1] 221->229 223 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 222->223 228 gini = 0.0 samples = 3 value = [3, 0] 222->228 224 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 223->224 227 gini = 0.0 samples = 1 value = [1, 0] 223->227 225 gini = 0.375 samples = 4 value = [3, 1] 224->225 226 gini = 0.0 samples = 1 value = [1, 0] 224->226 232 gini = 0.0 samples = 35 value = [0, 35] 231->232 233 gini = 0.0 samples = 1 value = [1, 0] 231->233 235 x1_CA <= 0.5 gini = 0.245 samples = 35 value = [5, 30] 234->235 244 gini = 0.0 samples = 3 value = [3, 0] 234->244 236 x7_OH <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 235->236 243 gini = 0.0 samples = 1 value = [1, 0] 235->243 237 x1_MA <= 0.5 gini = 0.213 samples = 33 value = [4, 29] 236->237 242 gini = 0.0 samples = 1 value = [0, 1] 236->242 238 gini = 0.0 samples = 28 value = [0, 28] 237->238 239 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 237->239 240 gini = 0.0 samples = 4 value = [4, 0] 239->240 241 gini = 0.0 samples = 1 value = [0, 1] 239->241 246 x15_cns <= 0.5 gini = 0.189 samples = 227 value = [203, 24] 245->246 337 x14_6 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 245->337 247 x7_AZ <= 0.5 gini = 0.17 samples = 224 value = [203, 21] 246->247 336 gini = 0.0 samples = 3 value = [0, 3] 246->336 248 x7_NJ <= 0.5 gini = 0.169 samples = 214 value = [194, 20] 247->248 325 x15_Other <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 247->325 249 x2_NA <= 0.5 gini = 0.179 samples = 201 value = [181, 20] 248->249 324 gini = 0.0 samples = 13 value = [13, 0] 248->324 250 x7_MA <= 0.5 gini = 0.473 samples = 47 value = [29, 18] 249->250 285 x13_0 <= 0.5 gini = 0.026 samples = 154 value = [152, 2] 249->285 251 x1_NA <= 0.5 gini = 0.458 samples = 45 value = [29, 16] 250->251 284 gini = 0.0 samples = 2 value = [0, 2] 250->284 252 x14_5 <= 0.5 gini = 0.463 samples = 44 value = [28, 16] 251->252 283 gini = 0.0 samples = 1 value = [1, 0] 251->283 253 x13_0 <= 0.5 gini = 0.464 samples = 41 value = [26, 15] 252->253 282 gini = 0.444 samples = 3 value = [2, 1] 252->282 254 x1_MA <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 253->254 281 gini = 0.0 samples = 9 value = [9, 0] 253->281 255 x7_TN <= 0.5 gini = 0.494 samples = 27 value = [12, 15] 254->255 280 gini = 0.0 samples = 5 value = [5, 0] 254->280 256 x14_12 <= 0.5 gini = 0.493 samples = 25 value = [11, 14] 255->256 279 gini = 0.5 samples = 2 value = [1, 1] 255->279 257 x1_FL <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 256->257 278 gini = 0.0 samples = 1 value = [1, 0] 256->278 258 x13_4 <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 257->258 277 gini = 0.0 samples = 1 value = [1, 0] 257->277 259 x14_6 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 258->259 264 x7_NY <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 258->264 260 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 259->260 263 gini = 0.0 samples = 1 value = [0, 1] 259->263 261 gini = 0.0 samples = 6 value = [6, 0] 260->261 262 gini = 0.5 samples = 2 value = [1, 1] 260->262 265 x7_VA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 264->265 276 gini = 0.0 samples = 2 value = [0, 2] 264->276 266 x7_OH <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 265->266 275 gini = 0.0 samples = 1 value = [0, 1] 265->275 267 x7_IN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 266->267 274 gini = 0.0 samples = 1 value = [1, 0] 266->274 268 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 267->268 273 gini = 0.0 samples = 2 value = [0, 2] 267->273 269 gini = 0.0 samples = 3 value = [0, 3] 268->269 270 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 268->270 271 gini = 0.0 samples = 4 value = [0, 4] 270->271 272 gini = 0.0 samples = 1 value = [1, 0] 270->272 286 x7_IN <= 0.5 gini = 0.017 samples = 114 value = [113, 1] 285->286 321 x1_IN <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 285->321 287 x1_MN <= 0.5 gini = 0.018 samples = 110 value = [109, 1] 286->287 320 gini = 0.0 samples = 4 value = [4, 0] 286->320 288 x7_VA <= 0.5 gini = 0.02 samples = 100 value = [99, 1] 287->288 319 gini = 0.0 samples = 10 value = [10, 0] 287->319 289 x7_MS <= 0.5 gini = 0.02 samples = 98 value = [97, 1] 288->289 318 gini = 0.0 samples = 2 value = [2, 0] 288->318 290 x7_OK <= 0.5 gini = 0.021 samples = 95 value = [94, 1] 289->290 317 gini = 0.0 samples = 3 value = [3, 0] 289->317 291 x14_4 <= 0.5 gini = 0.021 samples = 94 value = [93, 1] 290->291 316 gini = 0.0 samples = 1 value = [1, 0] 290->316 292 x14_5 <= 0.5 gini = 0.024 samples = 83 value = [82, 1] 291->292 315 gini = 0.0 samples = 11 value = [11, 0] 291->315 293 x14_3 <= 0.5 gini = 0.027 samples = 72 value = [71, 1] 292->293 314 gini = 0.0 samples = 11 value = [11, 0] 292->314 294 x1_OR <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 293->294 313 gini = 0.0 samples = 8 value = [8, 0] 293->313 295 x7_TN <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 294->295 312 gini = 0.0 samples = 4 value = [4, 0] 294->312 296 x13_4 <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 295->296 311 gini = 0.0 samples = 3 value = [3, 0] 295->311 297 gini = 0.0 samples = 20 value = [20, 0] 296->297 298 x7_WV <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 296->298 299 x7_NV <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 298->299 310 gini = 0.0 samples = 2 value = [2, 0] 298->310 300 x7_HI <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 299->300 309 gini = 0.0 samples = 1 value = [1, 0] 299->309 301 x7_MI <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 300->301 308 gini = 0.0 samples = 2 value = [2, 0] 300->308 302 x14_12 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 301->302 307 gini = 0.0 samples = 1 value = [1, 0] 301->307 303 x1_IN <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 302->303 306 gini = 0.0 samples = 13 value = [13, 0] 302->306 304 gini = 0.0 samples = 17 value = [17, 0] 303->304 305 gini = 0.0 samples = 1 value = [0, 1] 303->305 322 gini = 0.0 samples = 39 value = [39, 0] 321->322 323 gini = 0.0 samples = 1 value = [0, 1] 321->323 326 x1_IL <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 325->326 335 gini = 0.0 samples = 1 value = [1, 0] 325->335 327 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 326->327 334 gini = 0.0 samples = 1 value = [1, 0] 326->334 328 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 327->328 333 gini = 0.0 samples = 1 value = [1, 0] 327->333 329 x2_NA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 328->329 332 gini = 0.0 samples = 2 value = [2, 0] 328->332 330 gini = 0.0 samples = 1 value = [0, 1] 329->330 331 gini = 0.0 samples = 4 value = [4, 0] 329->331 338 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 337->338 341 gini = 0.0 samples = 4 value = [0, 4] 337->341 339 gini = 0.0 samples = 4 value = [4, 0] 338->339 340 gini = 0.0 samples = 1 value = [0, 1] 338->340 343 x7_VA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 342->343 352 gini = 0.0 samples = 1 value = [1, 0] 342->352 344 x17_boehringer <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 343->344 351 gini = 0.0 samples = 1 value = [1, 0] 343->351 345 x14_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 344->345 350 gini = 0.0 samples = 3 value = [0, 3] 344->350 346 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 345->346 349 gini = 0.0 samples = 1 value = [0, 1] 345->349 347 gini = 0.375 samples = 4 value = [1, 3] 346->347 348 gini = 0.0 samples = 1 value = [1, 0] 346->348 354 gini = 0.5 samples = 4 value = [2, 2] 353->354 355 gini = 0.0 samples = 1 value = [1, 0] 353->355 357 x8_Yes <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 356->357 362 gini = 0.0 samples = 1 value = [1, 0] 356->362 358 x1_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 357->358 361 gini = 0.0 samples = 2 value = [2, 0] 357->361 359 gini = 0.0 samples = 5 value = [5, 0] 358->359 360 gini = 0.0 samples = 1 value = [0, 1] 358->360 364 x7_TX <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 363->364 377 gini = 0.0 samples = 5 value = [5, 0] 363->377 365 x7_NJ <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 364->365 376 gini = 0.0 samples = 7 value = [7, 0] 364->376 366 x14_5 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 365->366 375 gini = 0.0 samples = 2 value = [2, 0] 365->375 367 x7_MI <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 366->367 374 gini = 0.0 samples = 11 value = [11, 0] 366->374 368 x2_Non-Covered <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 367->368 373 gini = 0.0 samples = 2 value = [2, 0] 367->373 369 gini = 0.0 samples = 1 value = [1, 0] 368->369 370 log_spend <= 1.844 gini = 0.074 samples = 26 value = [25, 1] 368->370 371 gini = 0.444 samples = 3 value = [2, 1] 370->371 372 gini = 0.0 samples = 23 value = [23, 0] 370->372 379 x0_Austria <= 0.5 gini = 0.18 samples = 30 value = [27, 3] 378->379 398 gini = 0.0 samples = 1 value = [1, 0] 378->398 380 log_spend <= 2.471 gini = 0.128 samples = 29 value = [27, 2] 379->380 397 gini = 0.0 samples = 1 value = [0, 1] 379->397 381 gini = 0.0 samples = 9 value = [9, 0] 380->381 382 x1_TN <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 380->382 383 x7_NV <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 382->383 396 gini = 0.0 samples = 1 value = [1, 0] 382->396 384 x5_Drug <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 383->384 395 gini = 0.0 samples = 1 value = [1, 0] 383->395 385 x1_CA <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 384->385 394 gini = 0.0 samples = 1 value = [1, 0] 384->394 386 x2_NA <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 385->386 393 gini = 0.0 samples = 3 value = [3, 0] 385->393 387 x13_0 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 386->387 392 gini = 0.0 samples = 7 value = [7, 0] 386->392 388 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 387->388 391 gini = 0.5 samples = 2 value = [1, 1] 387->391 389 gini = 0.375 samples = 4 value = [3, 1] 388->389 390 gini = 0.0 samples = 1 value = [1, 0] 388->390 401 x14_12 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 400->401 410 gini = 0.0 samples = 1 value = [1, 0] 400->410 402 x2_Non-Covered <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 401->402 409 gini = 0.0 samples = 1 value = [1, 0] 401->409 403 gini = 0.0 samples = 4 value = [4, 0] 402->403 404 x14_6 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 402->404 405 x7_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 404->405 408 gini = 0.0 samples = 1 value = [0, 1] 404->408 406 gini = 0.0 samples = 3 value = [3, 0] 405->406 407 gini = 0.5 samples = 2 value = [1, 1] 405->407 413 x7_KS <= 0.5 gini = 0.498 samples = 273 value = [129, 144] 412->413 486 gini = 0.0 samples = 7 value = [7, 0] 412->486 414 x17_sanofi <= 0.5 gini = 0.5 samples = 264 value = [129, 135] 413->414 485 gini = 0.0 samples = 9 value = [0, 9] 413->485 415 x7_CO <= 0.5 gini = 0.498 samples = 255 value = [120, 135] 414->415 484 gini = 0.0 samples = 9 value = [9, 0] 414->484 416 x1_NC <= 0.5 gini = 0.498 samples = 251 value = [117, 134] 415->416 483 gini = 0.375 samples = 4 value = [3, 1] 415->483 417 x1_TX <= 0.5 gini = 0.495 samples = 244 value = [110, 134] 416->417 482 gini = 0.0 samples = 7 value = [7, 0] 416->482 418 x1_MA <= 0.5 gini = 0.482 samples = 225 value = [91, 134] 417->418 481 gini = 0.0 samples = 19 value = [19, 0] 417->481 419 x1_OR <= 0.5 gini = 0.427 samples = 194 value = [60, 134] 418->419 480 gini = 0.0 samples = 31 value = [31, 0] 418->480 420 x1_NY <= 0.5 gini = 0.413 samples = 189 value = [55, 134] 419->420 479 gini = 0.0 samples = 5 value = [5, 0] 419->479 421 x7_MO <= 0.5 gini = 0.392 samples = 183 value = [49, 134] 420->421 478 gini = 0.0 samples = 6 value = [6, 0] 420->478 422 x1_MI <= 0.5 gini = 0.396 samples = 180 value = [49, 131] 421->422 477 gini = 0.0 samples = 3 value = [0, 3] 421->477 423 x17_other <= 0.5 gini = 0.392 samples = 179 value = [48, 131] 422->423 476 gini = 0.0 samples = 1 value = [1, 0] 422->476 424 x2_NA <= 0.5 gini = 0.035 samples = 111 value = [2, 109] 423->424 427 x1_IL <= 0.5 gini = 0.438 samples = 68 value = [46, 22] 423->427 425 gini = 0.0 samples = 2 value = [2, 0] 424->425 426 gini = 0.0 samples = 109 value = [0, 109] 424->426 428 x7_WI <= 0.5 gini = 0.448 samples = 56 value = [37, 19] 427->428 461 x7_CA <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 427->461 429 x7_OH <= 0.5 gini = 0.431 samples = 54 value = [37, 17] 428->429 460 gini = 0.0 samples = 2 value = [0, 2] 428->460 430 x7_NJ <= 0.5 gini = 0.375 samples = 48 value = [36, 12] 429->430 457 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 429->457 431 x7_NY <= 0.5 gini = 0.38 samples = 47 value = [35, 12] 430->431 456 gini = 0.0 samples = 1 value = [1, 0] 430->456 432 x1_OH <= 0.5 gini = 0.397 samples = 44 value = [32, 12] 431->432 455 gini = 0.0 samples = 3 value = [3, 0] 431->455 433 x1_AZ <= 0.5 gini = 0.414 samples = 41 value = [29, 12] 432->433 454 gini = 0.0 samples = 3 value = [3, 0] 432->454 434 x5_Drug <= 0.5 gini = 0.42 samples = 40 value = [28, 12] 433->434 453 gini = 0.0 samples = 1 value = [1, 0] 433->453 435 x14_11 <= 0.5 gini = 0.291 samples = 34 value = [28, 6] 434->435 452 gini = 0.0 samples = 6 value = [0, 6] 434->452 436 x7_IL <= 0.5 gini = 0.225 samples = 31 value = [27, 4] 435->436 451 gini = 0.444 samples = 3 value = [1, 2] 435->451 437 x7_TN <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 436->437 450 gini = 0.444 samples = 3 value = [1, 2] 436->450 438 x15_NA <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 437->438 449 gini = 0.0 samples = 3 value = [3, 0] 437->449 439 log_spend <= 3.114 gini = 0.32 samples = 5 value = [4, 1] 438->439 442 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 438->442 440 gini = 0.0 samples = 4 value = [4, 0] 439->440 441 gini = 0.0 samples = 1 value = [0, 1] 439->441 443 x1_CA <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 442->443 448 gini = 0.0 samples = 1 value = [1, 0] 442->448 444 x8_Yes <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 443->444 447 gini = 0.0 samples = 10 value = [10, 0] 443->447 445 gini = 0.0 samples = 7 value = [7, 0] 444->445 446 gini = 0.5 samples = 2 value = [1, 1] 444->446 458 gini = 0.0 samples = 1 value = [1, 0] 457->458 459 gini = 0.0 samples = 5 value = [0, 5] 457->459 462 x14_5 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 461->462 475 gini = 0.0 samples = 1 value = [1, 0] 461->475 463 x7_SC <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 462->463 474 gini = 0.0 samples = 1 value = [0, 1] 462->474 464 x7_GA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 463->464 473 gini = 0.0 samples = 1 value = [1, 0] 463->473 465 x14_3 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 464->465 472 gini = 0.0 samples = 1 value = [1, 0] 464->472 466 x14_8 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 465->466 471 gini = 0.0 samples = 1 value = [1, 0] 465->471 467 x14_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 466->467 470 gini = 0.0 samples = 1 value = [1, 0] 466->470 468 gini = 0.5 samples = 4 value = [2, 2] 467->468 469 gini = 0.0 samples = 2 value = [2, 0] 467->469 488 x13_0 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 487->488 499 gini = 0.0 samples = 7 value = [7, 0] 487->499 489 x8_No <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 488->489 498 gini = 0.0 samples = 4 value = [4, 0] 488->498 490 x1_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 489->490 497 gini = 0.0 samples = 7 value = [7, 0] 489->497 491 x5_Device <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 490->491 496 gini = 0.0 samples = 1 value = [1, 0] 490->496 492 x5_Drug <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 491->492 495 gini = 0.0 samples = 1 value = [1, 0] 491->495 493 gini = 0.0 samples = 4 value = [4, 0] 492->493 494 gini = 0.0 samples = 1 value = [0, 1] 492->494 502 x1_PA <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 501->502 513 gini = 0.5 samples = 2 value = [1, 1] 501->513 503 x17_boehringer <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 502->503 512 gini = 0.0 samples = 2 value = [2, 0] 502->512 504 x8_Yes <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 503->504 511 gini = 0.0 samples = 6 value = [0, 6] 503->511 505 x13_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 504->505 508 x14_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 504->508 506 gini = 0.0 samples = 7 value = [7, 0] 505->506 507 gini = 0.0 samples = 1 value = [0, 1] 505->507 509 gini = 0.0 samples = 6 value = [0, 6] 508->509 510 gini = 0.0 samples = 1 value = [1, 0] 508->510 517 x7_VA <= 0.5 gini = 0.044 samples = 134 value = [131, 3] 516->517 566 gini = 0.0 samples = 5 value = [5, 0] 516->566 518 x13_0 <= 0.5 gini = 0.044 samples = 132 value = [129, 3] 517->518 565 gini = 0.0 samples = 2 value = [2, 0] 517->565 519 x8_No <= 0.5 gini = 0.02 samples = 99 value = [98, 1] 518->519 534 x7_WA <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 518->534 520 gini = 0.0 samples = 1 value = [1, 0] 519->520 521 x7_CA <= 0.5 gini = 0.02 samples = 98 value = [97, 1] 519->521 522 x14_8 <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 521->522 533 gini = 0.0 samples = 5 value = [5, 0] 521->533 523 x14_11 <= 0.5 gini = 0.024 samples = 84 value = [83, 1] 522->523 532 gini = 0.0 samples = 9 value = [9, 0] 522->532 524 gini = 0.0 samples = 71 value = [71, 0] 523->524 525 x13_3 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 523->525 526 x7_LA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 525->526 531 gini = 0.0 samples = 4 value = [4, 0] 525->531 527 log_spend <= 2.072 gini = 0.219 samples = 8 value = [7, 1] 526->527 530 gini = 0.0 samples = 1 value = [1, 0] 526->530 528 gini = 0.444 samples = 3 value = [2, 1] 527->528 529 gini = 0.0 samples = 5 value = [5, 0] 527->529 535 x14_10 <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 534->535 564 gini = 0.0 samples = 1 value = [1, 0] 534->564 536 x14_2 <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 535->536 563 gini = 0.0 samples = 4 value = [4, 0] 535->563 537 x7_OK <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 536->537 562 gini = 0.0 samples = 4 value = [4, 0] 536->562 538 x14_11 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 537->538 561 gini = 0.0 samples = 1 value = [1, 0] 537->561 539 x7_OH <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 538->539 560 gini = 0.0 samples = 2 value = [2, 0] 538->560 540 x7_OR <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 539->540 559 gini = 0.0 samples = 2 value = [2, 0] 539->559 541 x14_4 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 540->541 558 gini = 0.0 samples = 1 value = [1, 0] 540->558 542 x7_CT <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 541->542 557 gini = 0.0 samples = 4 value = [4, 0] 541->557 543 x7_PA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 542->543 556 gini = 0.0 samples = 1 value = [0, 1] 542->556 544 x7_WI <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 543->544 555 gini = 0.0 samples = 2 value = [2, 0] 543->555 545 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 544->545 554 gini = 0.0 samples = 1 value = [1, 0] 544->554 546 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 545->546 553 gini = 0.0 samples = 2 value = [2, 0] 545->553 547 x7_RI <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 546->547 552 gini = 0.0 samples = 1 value = [1, 0] 546->552 548 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 547->548 551 gini = 0.0 samples = 1 value = [1, 0] 547->551 549 gini = 0.0 samples = 5 value = [5, 0] 548->549 550 gini = 0.0 samples = 1 value = [0, 1] 548->550 568 x0_United States <= 0.5 gini = 0.366 samples = 195 value = [148, 47] 567->568 617 gini = 0.0 samples = 1 value = [1, 0] 567->617 569 gini = 0.0 samples = 4 value = [0, 4] 568->569 570 x1_DE <= 0.5 gini = 0.349 samples = 191 value = [148, 43] 568->570 571 x12_0 <= 0.5 gini = 0.355 samples = 186 value = [143, 43] 570->571 616 gini = 0.0 samples = 5 value = [5, 0] 570->616 572 x1_NC <= 0.5 gini = 0.38 samples = 102 value = [76, 26] 571->572 593 x7_MN <= 0.5 gini = 0.323 samples = 84 value = [67, 17] 571->593 573 x7_MI <= 0.5 gini = 0.399 samples = 91 value = [66, 25] 572->573 588 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 572->588 574 x2_NA <= 0.5 gini = 0.401 samples = 90 value = [65, 25] 573->574 587 gini = 0.0 samples = 1 value = [1, 0] 573->587 575 x12_100000000108 <= 0.5 gini = 0.462 samples = 69 value = [44, 25] 574->575 586 gini = 0.0 samples = 21 value = [21, 0] 574->586 576 x7_NY <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 575->576 585 gini = 0.0 samples = 42 value = [42, 0] 575->585 577 x17_boehringer <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 576->577 584 gini = 0.0 samples = 1 value = [0, 1] 576->584 578 x7_NJ <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 577->578 583 gini = 0.0 samples = 1 value = [1, 0] 577->583 579 x7_ID <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 578->579 582 gini = 0.0 samples = 1 value = [0, 1] 578->582 580 gini = 0.0 samples = 23 value = [0, 23] 579->580 581 gini = 0.0 samples = 1 value = [1, 0] 579->581 589 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 588->589 592 gini = 0.0 samples = 2 value = [2, 0] 588->592 590 gini = 0.0 samples = 8 value = [8, 0] 589->590 591 gini = 0.0 samples = 1 value = [0, 1] 589->591 594 x7_AR <= 0.5 gini = 0.326 samples = 83 value = [66, 17] 593->594 615 gini = 0.0 samples = 1 value = [1, 0] 593->615 595 x7_PA <= 0.5 gini = 0.332 samples = 81 value = [64, 17] 594->595 614 gini = 0.0 samples = 2 value = [2, 0] 594->614 596 x7_IL <= 0.5 gini = 0.326 samples = 78 value = [62, 16] 595->596 613 gini = 0.444 samples = 3 value = [2, 1] 595->613 597 x8_Yes <= 0.5 gini = 0.336 samples = 75 value = [59, 16] 596->597 612 gini = 0.0 samples = 3 value = [3, 0] 596->612 598 gini = 0.0 samples = 35 value = [35, 0] 597->598 599 x17_sanofi <= 0.5 gini = 0.48 samples = 40 value = [24, 16] 597->599 600 x17_other <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 599->600 607 x7_CT <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 599->607 601 gini = 0.0 samples = 9 value = [9, 0] 600->601 602 x1_TX <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 600->602 603 x7_TX <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 602->603 606 gini = 0.0 samples = 8 value = [8, 0] 602->606 604 gini = 0.444 samples = 3 value = [2, 1] 603->604 605 gini = 0.444 samples = 3 value = [1, 2] 603->605 608 x13_3 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 607->608 611 gini = 0.0 samples = 1 value = [1, 0] 607->611 609 gini = 0.0 samples = 3 value = [3, 0] 608->609 610 gini = 0.0 samples = 13 value = [0, 13] 608->610 619 x1_OK <= 0.5 gini = 0.266 samples = 2072 value = [327, 1745] 618->619 962 gini = 0.0 samples = 46 value = [46, 0] 618->962 620 x17_other <= 0.5 gini = 0.264 samples = 2069 value = [324, 1745] 619->620 961 gini = 0.0 samples = 3 value = [3, 0] 619->961 621 x7_SC <= 0.5 gini = 0.006 samples = 1596 value = [5, 1591] 620->621 696 x12_100000005449 <= 0.5 gini = 0.439 samples = 473 value = [319, 154] 620->696 622 x1_MA <= 0.5 gini = 0.006 samples = 1586 value = [5, 1581] 621->622 695 gini = 0.0 samples = 10 value = [0, 10] 621->695 623 x7_LA <= 0.5 gini = 0.005 samples = 1583 value = [4, 1579] 622->623 694 gini = 0.444 samples = 3 value = [1, 2] 622->694 624 x7_IL <= 0.5 gini = 0.005 samples = 1577 value = [4, 1573] 623->624 693 gini = 0.0 samples = 6 value = [0, 6] 623->693 625 x8_Yes <= 0.5 gini = 0.004 samples = 1512 value = [3, 1509] 624->625 688 x13_1 <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 624->688 626 log_spend <= 3.46 gini = 0.004 samples = 1492 value = [3, 1489] 625->626 687 gini = 0.0 samples = 20 value = [0, 20] 625->687 627 x7_CO <= 0.5 gini = 0.003 samples = 1487 value = [2, 1485] 626->627 684 x7_WI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 626->684 628 x13_4 <= 0.5 gini = 0.003 samples = 1446 value = [2, 1444] 627->628 683 gini = 0.0 samples = 41 value = [0, 41] 627->683 629 x7_AR <= 0.5 gini = 0.002 samples = 1195 value = [1, 1194] 628->629 662 x7_SD <= 0.5 gini = 0.008 samples = 251 value = [1, 250] 628->662 630 x7_OH <= 0.5 gini = 0.002 samples = 1171 value = [1, 1170] 629->630 661 gini = 0.0 samples = 24 value = [0, 24] 629->661 631 x14_4 <= 0.5 gini = 0.002 samples = 1121 value = [1, 1120] 630->631 660 gini = 0.0 samples = 50 value = [0, 50] 630->660 632 x7_NY <= 0.5 gini = 0.002 samples = 1048 value = [1, 1047] 631->632 659 gini = 0.0 samples = 73 value = [0, 73] 631->659 633 x14_6 <= 0.5 gini = 0.002 samples = 1002 value = [1, 1001] 632->633 658 gini = 0.0 samples = 46 value = [0, 46] 632->658 634 x7_MI <= 0.5 gini = 0.002 samples = 918 value = [1, 917] 633->634 657 gini = 0.0 samples = 84 value = [0, 84] 633->657 635 x7_TX <= 0.5 gini = 0.002 samples = 874 value = [1, 873] 634->635 656 gini = 0.0 samples = 44 value = [0, 44] 634->656 636 x7_KY <= 0.5 gini = 0.003 samples = 719 value = [1, 718] 635->636 655 gini = 0.0 samples = 155 value = [0, 155] 635->655 637 x7_MA <= 0.5 gini = 0.003 samples = 707 value = [1, 706] 636->637 654 gini = 0.0 samples = 12 value = [0, 12] 636->654 638 x14_11 <= 0.5 gini = 0.003 samples = 689 value = [1, 688] 637->638 653 gini = 0.0 samples = 18 value = [0, 18] 637->653 639 x14_2 <= 0.5 gini = 0.004 samples = 477 value = [1, 476] 638->639 652 gini = 0.0 samples = 212 value = [0, 212] 638->652 640 x0_United States <= 0.5 gini = 0.004 samples = 445 value = [1, 444] 639->640 651 gini = 0.0 samples = 32 value = [0, 32] 639->651 641 gini = 0.0 samples = 16 value = [0, 16] 640->641 642 x7_DC <= 0.5 gini = 0.005 samples = 429 value = [1, 428] 640->642 643 x14_3 <= 0.5 gini = 0.005 samples = 420 value = [1, 419] 642->643 650 gini = 0.0 samples = 9 value = [0, 9] 642->650 644 x7_GA <= 0.5 gini = 0.005 samples = 407 value = [1, 406] 643->644 649 gini = 0.0 samples = 13 value = [0, 13] 643->649 645 gini = 0.0 samples = 395 value = [0, 395] 644->645 646 x13_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 644->646 647 gini = 0.0 samples = 11 value = [0, 11] 646->647 648 gini = 0.0 samples = 1 value = [1, 0] 646->648 663 x7_DC <= 0.5 gini = 0.008 samples = 248 value = [1, 247] 662->663 682 gini = 0.0 samples = 3 value = [0, 3] 662->682 664 x14_5 <= 0.5 gini = 0.008 samples = 246 value = [1, 245] 663->664 681 gini = 0.0 samples = 2 value = [0, 2] 663->681 665 gini = 0.0 samples = 224 value = [0, 224] 664->665 666 x7_PR <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 664->666 667 x7_MA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 666->667 680 gini = 0.0 samples = 1 value = [0, 1] 666->680 668 x7_MI <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 667->668 679 gini = 0.0 samples = 2 value = [0, 2] 667->679 669 x7_IN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 668->669 678 gini = 0.0 samples = 3 value = [0, 3] 668->678 670 x7_AZ <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 669->670 677 gini = 0.0 samples = 1 value = [0, 1] 669->677 671 x7_PA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 670->671 676 gini = 0.0 samples = 1 value = [0, 1] 670->676 672 log_spend <= 3.058 gini = 0.142 samples = 13 value = [1, 12] 671->672 675 gini = 0.0 samples = 1 value = [0, 1] 671->675 673 gini = 0.0 samples = 11 value = [0, 11] 672->673 674 gini = 0.5 samples = 2 value = [1, 1] 672->674 685 gini = 0.375 samples = 4 value = [1, 3] 684->685 686 gini = 0.0 samples = 1 value = [0, 1] 684->686 689 x13_5 <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 688->689 692 gini = 0.0 samples = 2 value = [0, 2] 688->692 690 gini = 0.0 samples = 62 value = [0, 62] 689->690 691 gini = 0.0 samples = 1 value = [1, 0] 689->691 697 x1_MD <= 0.5 gini = 0.377 samples = 425 value = [318, 107] 696->697 946 x7_PA <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 696->946 698 x7_SD <= 0.5 gini = 0.394 samples = 382 value = [279, 103] 697->698 929 x7_MI <= 0.5 gini = 0.169 samples = 43 value = [39, 4] 697->929 699 x1_MA <= 0.5 gini = 0.395 samples = 381 value = [278, 103] 698->699 928 gini = 0.0 samples = 1 value = [1, 0] 698->928 700 x13_3 <= 0.5 gini = 0.281 samples = 308 value = [256, 52] 699->700 879 x14_12 <= 0.5 gini = 0.421 samples = 73 value = [22, 51] 699->879 701 x13_4 <= 0.5 gini = 0.225 samples = 209 value = [182, 27] 700->701 826 x1_NC <= 0.5 gini = 0.378 samples = 99 value = [74, 25] 700->826 702 x13_5 <= 0.5 gini = 0.177 samples = 143 value = [129, 14] 701->702 781 x1_NC <= 0.5 gini = 0.316 samples = 66 value = [53, 13] 701->781 703 x1_WI <= 0.5 gini = 0.185 samples = 136 value = [122, 14] 702->703 780 gini = 0.0 samples = 7 value = [7, 0] 702->780 704 x7_NY <= 0.5 gini = 0.2 samples = 124 value = [110, 14] 703->704 779 gini = 0.0 samples = 12 value = [12, 0] 703->779 705 x1_NC <= 0.5 gini = 0.214 samples = 115 value = [101, 14] 704->705 778 gini = 0.0 samples = 9 value = [9, 0] 704->778 706 x7_TX <= 0.5 gini = 0.222 samples = 110 value = [96, 14] 705->706 777 gini = 0.0 samples = 5 value = [5, 0] 705->777 707 x14_6 <= 0.5 gini = 0.172 samples = 95 value = [86, 9] 706->707 768 x5_NA <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 706->768 708 x14_3 <= 0.5 gini = 0.187 samples = 86 value = [77, 9] 707->708 767 gini = 0.0 samples = 9 value = [9, 0] 707->767 709 x7_MO <= 0.5 gini = 0.214 samples = 74 value = [65, 9] 708->709 766 gini = 0.0 samples = 12 value = [12, 0] 708->766 710 x7_IN <= 0.5 gini = 0.198 samples = 72 value = [64, 8] 709->710 765 gini = 0.5 samples = 2 value = [1, 1] 709->765 711 x13_1 <= 0.5 gini = 0.2 samples = 71 value = [63, 8] 710->711 764 gini = 0.0 samples = 1 value = [1, 0] 710->764 712 x1_MN <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 711->712 743 x1_AZ <= 0.5 gini = 0.145 samples = 38 value = [35, 3] 711->743 713 x15_Other <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 712->713 742 gini = 0.0 samples = 2 value = [0, 2] 712->742 714 x7_CO <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 713->714 741 gini = 0.0 samples = 1 value = [0, 1] 713->741 715 x1_GA <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 714->715 740 gini = 0.0 samples = 1 value = [1, 0] 714->740 716 x1_PA <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 715->716 739 gini = 0.0 samples = 2 value = [2, 0] 715->739 717 x7_IL <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 716->717 738 gini = 0.0 samples = 2 value = [2, 0] 716->738 718 x14_8 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 717->718 737 gini = 0.0 samples = 2 value = [2, 0] 717->737 719 x7_CA <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 718->719 736 gini = 0.0 samples = 3 value = [3, 0] 718->736 720 x2_NA <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 719->720 735 gini = 0.0 samples = 4 value = [4, 0] 719->735 721 x14_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 720->721 724 x7_KS <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 720->724 722 gini = 0.0 samples = 3 value = [3, 0] 721->722 723 gini = 0.444 samples = 3 value = [2, 1] 721->723 725 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 724->725 734 gini = 0.0 samples = 1 value = [1, 0] 724->734 726 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 725->726 733 gini = 0.0 samples = 2 value = [2, 0] 725->733 727 gini = 0.0 samples = 1 value = [1, 0] 726->727 728 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 726->728 729 x7_MT <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 728->729 732 gini = 0.0 samples = 1 value = [1, 0] 728->732 730 gini = 0.375 samples = 4 value = [3, 1] 729->730 731 gini = 0.0 samples = 1 value = [1, 0] 729->731 744 x7_PA <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 743->744 763 gini = 0.0 samples = 2 value = [2, 0] 743->763 745 x15_NA <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 744->745 762 gini = 0.0 samples = 5 value = [5, 0] 744->762 746 gini = 0.0 samples = 4 value = [4, 0] 745->746 747 x7_TN <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 745->747 748 x1_IN <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 747->748 761 gini = 0.0 samples = 1 value = [0, 1] 747->761 749 x7_IL <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 748->749 760 gini = 0.0 samples = 2 value = [2, 0] 748->760 750 x7_MI <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 749->750 759 gini = 0.0 samples = 2 value = [2, 0] 749->759 751 x12_0 <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 750->751 758 gini = 0.0 samples = 1 value = [1, 0] 750->758 752 gini = 0.0 samples = 1 value = [1, 0] 751->752 753 x1_CA <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 751->753 754 gini = 0.0 samples = 5 value = [5, 0] 753->754 755 x7_MA <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 753->755 756 gini = 0.0 samples = 13 value = [13, 0] 755->756 757 gini = 0.0 samples = 2 value = [0, 2] 755->757 769 x1_AZ <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 768->769 772 x1_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 768->772 770 gini = 0.0 samples = 4 value = [4, 0] 769->770 771 gini = 0.0 samples = 4 value = [0, 4] 769->771 773 x1_VA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 772->773 776 gini = 0.0 samples = 2 value = [2, 0] 772->776 774 gini = 0.375 samples = 4 value = [3, 1] 773->774 775 gini = 0.0 samples = 1 value = [1, 0] 773->775 782 x7_CA <= 0.5 gini = 0.292 samples = 62 value = [51, 11] 781->782 825 gini = 0.5 samples = 4 value = [2, 2] 781->825 783 x12_100000000203 <= 0.5 gini = 0.334 samples = 52 value = [41, 11] 782->783 824 gini = 0.0 samples = 10 value = [10, 0] 782->824 784 x14_4 <= 0.5 gini = 0.338 samples = 51 value = [40, 11] 783->784 823 gini = 0.0 samples = 1 value = [1, 0] 783->823 785 x14_3 <= 0.5 gini = 0.364 samples = 46 value = [35, 11] 784->785 822 gini = 0.0 samples = 5 value = [5, 0] 784->822 786 x7_GA <= 0.5 gini = 0.399 samples = 40 value = [29, 11] 785->786 821 gini = 0.0 samples = 6 value = [6, 0] 785->821 787 x7_TX <= 0.5 gini = 0.418 samples = 37 value = [26, 11] 786->787 820 gini = 0.0 samples = 3 value = [3, 0] 786->820 788 x7_VA <= 0.5 gini = 0.383 samples = 31 value = [23, 8] 787->788 815 x1_MN <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 787->815 789 x1_NY <= 0.5 gini = 0.391 samples = 30 value = [22, 8] 788->789 814 gini = 0.0 samples = 1 value = [1, 0] 788->814 790 x2_NA <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 789->790 813 gini = 0.375 samples = 4 value = [1, 3] 789->813 791 x1_PA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 790->791 798 x7_CO <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 790->798 792 x1_RI <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 791->792 797 gini = 0.0 samples = 2 value = [2, 0] 791->797 793 x5_Device <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 792->793 796 gini = 0.0 samples = 1 value = [1, 0] 792->796 794 gini = 0.375 samples = 4 value = [1, 3] 793->794 795 gini = 0.0 samples = 1 value = [1, 0] 793->795 799 x14_9 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 798->799 812 gini = 0.0 samples = 1 value = [1, 0] 798->812 800 x1_CA <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 799->800 811 gini = 0.0 samples = 2 value = [2, 0] 799->811 801 x7_MI <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 800->801 810 gini = 0.0 samples = 7 value = [7, 0] 800->810 802 x7_MT <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 801->802 809 gini = 0.0 samples = 1 value = [1, 0] 801->809 803 x1_OR <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 802->803 808 gini = 0.0 samples = 1 value = [1, 0] 802->808 804 x1_IL <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 803->804 807 gini = 0.0 samples = 1 value = [1, 0] 803->807 805 gini = 0.0 samples = 3 value = [3, 0] 804->805 806 gini = 0.0 samples = 2 value = [0, 2] 804->806 816 x5_Drug <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 815->816 819 gini = 0.0 samples = 1 value = [0, 1] 815->819 817 gini = 0.5 samples = 4 value = [2, 2] 816->817 818 gini = 0.0 samples = 1 value = [1, 0] 816->818 827 log_spend <= 2.895 gini = 0.293 samples = 84 value = [69, 15] 826->827 870 log_spend <= 3.073 gini = 0.444 samples = 15 value = [5, 10] 826->870 828 x7_PA <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 827->828 849 x8_Yes <= 0.5 gini = 0.411 samples = 45 value = [32, 13] 827->849 829 x1_CA <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 828->829 848 gini = 0.0 samples = 1 value = [1, 0] 828->848 830 x14_3 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 829->830 843 x7_MA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 829->843 831 log_spend <= 2.384 gini = 0.077 samples = 25 value = [24, 1] 830->831 842 gini = 0.0 samples = 3 value = [3, 0] 830->842 832 gini = 0.0 samples = 16 value = [16, 0] 831->832 833 x7_NJ <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 831->833 834 x5_Drug <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 833->834 841 gini = 0.0 samples = 1 value = [1, 0] 833->841 835 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 834->835 840 gini = 0.0 samples = 2 value = [2, 0] 834->840 836 x1_IN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 835->836 839 gini = 0.0 samples = 1 value = [1, 0] 835->839 837 gini = 0.444 samples = 3 value = [2, 1] 836->837 838 gini = 0.0 samples = 2 value = [2, 0] 836->838 844 x14_9 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 843->844 847 gini = 0.0 samples = 1 value = [1, 0] 843->847 845 gini = 0.0 samples = 6 value = [6, 0] 844->845 846 gini = 0.444 samples = 3 value = [2, 1] 844->846 850 gini = 0.0 samples = 25 value = [25, 0] 849->850 851 x7_AZ <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 849->851 852 x7_IN <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 851->852 869 gini = 0.0 samples = 1 value = [0, 1] 851->869 853 x7_CA <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 852->853 868 gini = 0.0 samples = 1 value = [1, 0] 852->868 854 x7_TX <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 853->854 867 gini = 0.375 samples = 4 value = [1, 3] 853->867 855 x1_TN <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 854->855 862 x5_Drug <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 854->862 856 x7_KY <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 855->856 861 gini = 0.0 samples = 1 value = [0, 1] 855->861 857 x7_GA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 856->857 860 gini = 0.0 samples = 1 value = [0, 1] 856->860 858 gini = 0.444 samples = 3 value = [1, 2] 857->858 859 gini = 0.5 samples = 2 value = [1, 1] 857->859 863 gini = 0.0 samples = 2 value = [0, 2] 862->863 864 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 862->864 865 gini = 0.5 samples = 4 value = [2, 2] 864->865 866 gini = 0.0 samples = 1 value = [1, 0] 864->866 871 gini = 0.0 samples = 3 value = [3, 0] 870->871 872 x7_VA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 870->872 873 x14_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 872->873 878 gini = 0.0 samples = 2 value = [0, 2] 872->878 874 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 873->874 877 gini = 0.0 samples = 1 value = [1, 0] 873->877 875 gini = 0.0 samples = 8 value = [0, 8] 874->875 876 gini = 0.0 samples = 1 value = [1, 0] 874->876 880 x14_2 <= 0.5 gini = 0.483 samples = 49 value = [20, 29] 879->880 919 x7_NC <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 879->919 881 x14_5 <= 0.5 gini = 0.5 samples = 41 value = [20, 21] 880->881 918 gini = 0.0 samples = 8 value = [0, 8] 880->918 882 x5_Biological <= 0.5 gini = 0.497 samples = 37 value = [20, 17] 881->882 917 gini = 0.0 samples = 4 value = [0, 4] 881->917 883 x5_Drug <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 882->883 900 x7_VA <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 882->900 884 x7_WI <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 883->884 899 gini = 0.0 samples = 1 value = [1, 0] 883->899 885 x7_TN <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 884->885 898 gini = 0.0 samples = 2 value = [0, 2] 884->898 886 x7_CO <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 885->886 897 gini = 0.444 samples = 3 value = [1, 2] 885->897 887 x7_NV <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 886->887 896 gini = 0.0 samples = 1 value = [1, 0] 886->896 888 x12_100000000255 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 887->888 895 gini = 0.0 samples = 1 value = [1, 0] 887->895 889 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 888->889 894 gini = 0.0 samples = 1 value = [0, 1] 888->894 890 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 889->890 893 gini = 0.5 samples = 2 value = [1, 1] 889->893 891 gini = 0.375 samples = 4 value = [1, 3] 890->891 892 gini = 0.0 samples = 1 value = [0, 1] 890->892 901 x7_TN <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 900->901 916 gini = 0.0 samples = 1 value = [1, 0] 900->916 902 x7_MI <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 901->902 915 gini = 0.0 samples = 1 value = [1, 0] 901->915 903 x7_MD <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 902->903 912 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 902->912 904 x14_8 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 903->904 911 gini = 0.0 samples = 4 value = [4, 0] 903->911 905 x15_oncology <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 904->905 910 gini = 0.444 samples = 3 value = [1, 2] 904->910 906 gini = 0.0 samples = 2 value = [0, 2] 905->906 907 x7_GA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 905->907 908 gini = 0.375 samples = 4 value = [3, 1] 907->908 909 gini = 0.0 samples = 1 value = [0, 1] 907->909 913 gini = 0.0 samples = 3 value = [3, 0] 912->913 914 gini = 0.5 samples = 2 value = [1, 1] 912->914 920 x13_3 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 919->920 927 gini = 0.0 samples = 3 value = [0, 3] 919->927 921 x7_MA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 920->921 926 gini = 0.5 samples = 2 value = [1, 1] 920->926 922 x5_Biological <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 921->922 925 gini = 0.0 samples = 1 value = [0, 1] 921->925 923 gini = 0.0 samples = 17 value = [0, 17] 922->923 924 gini = 0.0 samples = 1 value = [1, 0] 922->924 930 x7_IL <= 0.5 gini = 0.172 samples = 42 value = [38, 4] 929->930 945 gini = 0.0 samples = 1 value = [1, 0] 929->945 931 x8_No <= 0.5 gini = 0.176 samples = 41 value = [37, 4] 930->931 944 gini = 0.0 samples = 1 value = [1, 0] 930->944 932 x13_3 <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 931->932 943 gini = 0.0 samples = 17 value = [17, 0] 931->943 933 x14_1 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 932->933 936 x14_10 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 932->936 934 gini = 0.0 samples = 14 value = [14, 0] 933->934 935 gini = 0.0 samples = 1 value = [0, 1] 933->935 937 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 936->937 942 gini = 0.0 samples = 2 value = [0, 2] 936->942 938 log_spend <= 2.187 gini = 0.278 samples = 6 value = [5, 1] 937->938 941 gini = 0.0 samples = 1 value = [1, 0] 937->941 939 gini = 0.5 samples = 2 value = [1, 1] 938->939 940 gini = 0.0 samples = 4 value = [4, 0] 938->940 947 x7_MI <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 946->947 960 gini = 0.0 samples = 5 value = [0, 5] 946->960 948 x14_2 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 947->948 959 gini = 0.0 samples = 1 value = [0, 1] 947->959 949 x7_NC <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 948->949 958 gini = 0.0 samples = 1 value = [0, 1] 948->958 950 x2_NA <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 949->950 957 gini = 0.0 samples = 4 value = [0, 4] 949->957 951 gini = 0.0 samples = 12 value = [0, 12] 950->951 952 x7_LA <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 950->952 953 x14_12 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 952->953 956 gini = 0.0 samples = 2 value = [0, 2] 952->956 954 gini = 0.0 samples = 21 value = [0, 21] 953->954 955 gini = 0.5 samples = 2 value = [1, 1] 953->955 964 x12_100000000146 <= 0.5 gini = 0.473 samples = 1411 value = [543, 868] 963->964 1145 x7_NC <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 963->1145 965 x17_incyte <= 0.5 gini = 0.468 samples = 1386 value = [518, 868] 964->965 1144 gini = 0.0 samples = 25 value = [25, 0] 964->1144 966 x4_Cash or cash equivalent <= 0.5 gini = 0.346 samples = 666 value = [518, 148] 965->966 1143 gini = 0.0 samples = 720 value = [0, 720] 965->1143 967 x17_other <= 0.5 gini = 0.296 samples = 509 value = [417, 92] 966->967 1094 x15_dermatology <= 0.5 gini = 0.459 samples = 157 value = [101, 56] 966->1094 968 x7_VA <= 0.5 gini = 0.455 samples = 80 value = [28, 52] 967->968 991 x0_United States <= 0.5 gini = 0.169 samples = 429 value = [389, 40] 967->991 969 x7_CO <= 0.5 gini = 0.45 samples = 79 value = [27, 52] 968->969 990 gini = 0.0 samples = 1 value = [1, 0] 968->990 970 x17_sanofi <= 0.5 gini = 0.444 samples = 78 value = [26, 52] 969->970 989 gini = 0.0 samples = 1 value = [1, 0] 969->989 971 x14_9 <= 0.5 gini = 0.364 samples = 67 value = [16, 51] 970->971 984 x1_PA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 970->984 972 x8_No <= 0.5 gini = 0.367 samples = 62 value = [15, 47] 971->972 981 x2_NA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 971->981 973 gini = 0.0 samples = 11 value = [11, 0] 972->973 974 x7_NM <= 0.5 gini = 0.145 samples = 51 value = [4, 47] 972->974 975 x14_6 <= 0.5 gini = 0.162 samples = 45 value = [4, 41] 974->975 980 gini = 0.0 samples = 6 value = [0, 6] 974->980 976 x0_United States <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 975->976 979 gini = 0.0 samples = 1 value = [1, 0] 975->979 977 gini = 0.0 samples = 41 value = [0, 41] 976->977 978 gini = 0.0 samples = 3 value = [3, 0] 976->978 982 gini = 0.375 samples = 4 value = [1, 3] 981->982 983 gini = 0.0 samples = 1 value = [0, 1] 981->983 985 log_spend <= 2.665 gini = 0.18 samples = 10 value = [9, 1] 984->985 988 gini = 0.0 samples = 1 value = [1, 0] 984->988 986 gini = 0.444 samples = 3 value = [2, 1] 985->986 987 gini = 0.0 samples = 7 value = [7, 0] 985->987 992 gini = 0.0 samples = 1 value = [0, 1] 991->992 993 x7_NJ <= 0.5 gini = 0.166 samples = 428 value = [389, 39] 991->993 994 x1_MA <= 0.5 gini = 0.17 samples = 406 value = [368, 38] 993->994 1091 x1_MA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 993->1091 995 x14_11 <= 0.5 gini = 0.101 samples = 356 value = [337, 19] 994->995 1082 x14_2 <= 0.5 gini = 0.471 samples = 50 value = [31, 19] 994->1082 996 x12_100000000108 <= 0.5 gini = 0.109 samples = 329 value = [310, 19] 995->996 1081 gini = 0.0 samples = 27 value = [27, 0] 995->1081 997 x14_2 <= 0.5 gini = 0.19 samples = 179 value = [160, 19] 996->997 1080 gini = 0.0 samples = 150 value = [150, 0] 996->1080 998 x7_LA <= 0.5 gini = 0.199 samples = 161 value = [143, 18] 997->998 1077 log_spend <= 3.297 gini = 0.105 samples = 18 value = [17, 1] 997->1077 999 x7_OH <= 0.5 gini = 0.202 samples = 158 value = [140, 18] 998->999 1076 gini = 0.0 samples = 3 value = [3, 0] 998->1076 1000 x12_100000005449 <= 0.5 gini = 0.193 samples = 148 value = [132, 16] 999->1000 1069 x14_8 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 999->1069 1001 x12_0 <= 0.5 gini = 0.223 samples = 125 value = [109, 16] 1000->1001 1068 gini = 0.0 samples = 23 value = [23, 0] 1000->1068 1002 gini = 0.0 samples = 26 value = [26, 0] 1001->1002 1003 x7_NM <= 0.5 gini = 0.271 samples = 99 value = [83, 16] 1001->1003 1004 x15_ophthalmology <= 0.5 gini = 0.275 samples = 97 value = [81, 16] 1003->1004 1067 gini = 0.0 samples = 2 value = [2, 0] 1003->1067 1005 x7_NY <= 0.5 gini = 0.266 samples = 95 value = [80, 15] 1004->1005 1066 gini = 0.5 samples = 2 value = [1, 1] 1004->1066 1006 x1_TN <= 0.5 gini = 0.271 samples = 93 value = [78, 15] 1005->1006 1065 gini = 0.0 samples = 2 value = [2, 0] 1005->1065 1007 x8_Yes <= 0.5 gini = 0.217 samples = 89 value = [78, 11] 1006->1007 1064 gini = 0.0 samples = 4 value = [0, 4] 1006->1064 1008 x7_IL <= 0.5 gini = 0.296 samples = 61 value = [50, 11] 1007->1008 1063 gini = 0.0 samples = 28 value = [28, 0] 1007->1063 1009 x7_CO <= 0.5 gini = 0.282 samples = 59 value = [49, 10] 1008->1009 1062 gini = 0.5 samples = 2 value = [1, 1] 1008->1062 1010 x7_TN <= 0.5 gini = 0.289 samples = 57 value = [47, 10] 1009->1010 1061 gini = 0.0 samples = 2 value = [2, 0] 1009->1061 1011 x7_MA <= 0.5 gini = 0.302 samples = 54 value = [44, 10] 1010->1011 1060 gini = 0.0 samples = 3 value = [3, 0] 1010->1060 1012 x7_KY <= 0.5 gini = 0.306 samples = 53 value = [43, 10] 1011->1012 1059 gini = 0.0 samples = 1 value = [1, 0] 1011->1059 1013 x7_MN <= 0.5 gini = 0.315 samples = 51 value = [41, 10] 1012->1013 1058 gini = 0.0 samples = 2 value = [2, 0] 1012->1058 1014 x1_CA <= 0.5 gini = 0.295 samples = 50 value = [41, 9] 1013->1014 1057 gini = 0.0 samples = 1 value = [0, 1] 1013->1057 1015 x7_MI <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 1014->1015 1040 x7_GA <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 1014->1040 1016 x14_4 <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 1015->1016 1039 gini = 0.0 samples = 3 value = [3, 0] 1015->1039 1017 x1_NC <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 1016->1017 1038 gini = 0.0 samples = 6 value = [6, 0] 1016->1038 1018 x14_1 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 1017->1018 1037 gini = 0.0 samples = 2 value = [2, 0] 1017->1037 1019 log_spend <= 2.766 gini = 0.188 samples = 19 value = [17, 2] 1018->1019 1034 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1018->1034 1020 gini = 0.0 samples = 9 value = [9, 0] 1019->1020 1021 x1_NY <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 1019->1021 1022 x7_MD <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 1021->1022 1033 gini = 0.0 samples = 1 value = [1, 0] 1021->1033 1023 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 1022->1023 1032 gini = 0.0 samples = 1 value = [0, 1] 1022->1032 1024 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 1023->1024 1031 gini = 0.0 samples = 1 value = [1, 0] 1023->1031 1025 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1024->1025 1030 gini = 0.0 samples = 1 value = [1, 0] 1024->1030 1026 log_spend <= 3.004 gini = 0.32 samples = 5 value = [4, 1] 1025->1026 1029 gini = 0.0 samples = 1 value = [1, 0] 1025->1029 1027 gini = 0.0 samples = 3 value = [3, 0] 1026->1027 1028 gini = 0.5 samples = 2 value = [1, 1] 1026->1028 1035 gini = 0.0 samples = 4 value = [4, 0] 1034->1035 1036 gini = 0.5 samples = 2 value = [1, 1] 1034->1036 1041 x14_3 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 1040->1041 1056 gini = 0.0 samples = 1 value = [1, 0] 1040->1056 1042 x14_5 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 1041->1042 1055 gini = 0.0 samples = 1 value = [1, 0] 1041->1055 1043 x7_ID <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 1042->1043 1054 gini = 0.0 samples = 1 value = [1, 0] 1042->1054 1044 x14_8 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 1043->1044 1053 gini = 0.0 samples = 1 value = [1, 0] 1043->1053 1045 log_spend <= 2.243 gini = 0.444 samples = 9 value = [3, 6] 1044->1045 1052 gini = 0.0 samples = 1 value = [1, 0] 1044->1052 1046 x7_WA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 1045->1046 1051 gini = 0.0 samples = 2 value = [2, 0] 1045->1051 1047 log_spend <= 1.6 gini = 0.32 samples = 5 value = [1, 4] 1046->1047 1050 gini = 0.0 samples = 2 value = [0, 2] 1046->1050 1048 gini = 0.0 samples = 1 value = [1, 0] 1047->1048 1049 gini = 0.0 samples = 4 value = [0, 4] 1047->1049 1070 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1069->1070 1075 gini = 0.375 samples = 4 value = [3, 1] 1069->1075 1071 x1_NC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1070->1071 1074 gini = 0.0 samples = 1 value = [1, 0] 1070->1074 1072 gini = 0.444 samples = 3 value = [2, 1] 1071->1072 1073 gini = 0.0 samples = 2 value = [2, 0] 1071->1073 1078 gini = 0.0 samples = 17 value = [17, 0] 1077->1078 1079 gini = 0.0 samples = 1 value = [0, 1] 1077->1079 1083 x12_100000000255 <= 0.5 gini = 0.411 samples = 38 value = [27, 11] 1082->1083 1086 x7_NC <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 1082->1086 1084 gini = 0.0 samples = 27 value = [27, 0] 1083->1084 1085 gini = 0.0 samples = 11 value = [0, 11] 1083->1085 1087 x12_100000000255 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 1086->1087 1090 gini = 0.0 samples = 1 value = [0, 1] 1086->1090 1088 gini = 0.0 samples = 4 value = [4, 0] 1087->1088 1089 gini = 0.0 samples = 7 value = [0, 7] 1087->1089 1092 gini = 0.0 samples = 20 value = [20, 0] 1091->1092 1093 gini = 0.5 samples = 2 value = [1, 1] 1091->1093 1095 x7_MN <= 0.5 gini = 0.469 samples = 149 value = [93, 56] 1094->1095 1142 gini = 0.0 samples = 8 value = [8, 0] 1094->1142 1096 x1_NC <= 0.5 gini = 0.47 samples = 148 value = [92, 56] 1095->1096 1141 gini = 0.0 samples = 1 value = [1, 0] 1095->1141 1097 x8_No <= 0.5 gini = 0.389 samples = 121 value = [89, 32] 1096->1097 1136 x2_NA <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 1096->1136 1098 x7_CA <= 0.5 gini = 0.482 samples = 52 value = [21, 31] 1097->1098 1125 x14_1 <= 0.5 gini = 0.029 samples = 69 value = [68, 1] 1097->1125 1099 x14_11 <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 1098->1099 1112 x1_DC <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 1098->1112 1100 x1_MD <= 0.5 gini = 0.498 samples = 30 value = [14, 16] 1099->1100 1111 gini = 0.0 samples = 4 value = [4, 0] 1099->1111 1101 x1_MA <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 1100->1101 1110 gini = 0.0 samples = 10 value = [10, 0] 1100->1110 1102 x7_OH <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 1101->1102 1109 gini = 0.5 samples = 4 value = [2, 2] 1101->1109 1103 x7_MA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 1102->1103 1108 gini = 0.0 samples = 1 value = [0, 1] 1102->1108 1104 x17_other <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 1103->1104 1107 gini = 0.0 samples = 1 value = [0, 1] 1103->1107 1105 gini = 0.0 samples = 10 value = [0, 10] 1104->1105 1106 gini = 0.5 samples = 4 value = [2, 2] 1104->1106 1113 x15_NA <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 1112->1113 1124 gini = 0.0 samples = 1 value = [0, 1] 1112->1124 1114 gini = 0.0 samples = 1 value = [0, 1] 1113->1114 1115 x14_12 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 1113->1115 1116 x14_5 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 1115->1116 1123 gini = 0.0 samples = 1 value = [1, 0] 1115->1123 1117 x14_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 1116->1117 1122 gini = 0.5 samples = 2 value = [1, 1] 1116->1122 1118 x17_pfizer <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 1117->1118 1121 gini = 0.0 samples = 1 value = [0, 1] 1117->1121 1119 gini = 0.5 samples = 2 value = [1, 1] 1118->1119 1120 gini = 0.0 samples = 10 value = [0, 10] 1118->1120 1126 x1_CT <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 1125->1126 1135 gini = 0.0 samples = 5 value = [5, 0] 1125->1135 1127 x1_MD <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 1126->1127 1134 gini = 0.0 samples = 10 value = [10, 0] 1126->1134 1128 x14_2 <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 1127->1128 1133 gini = 0.0 samples = 5 value = [5, 0] 1127->1133 1129 x7_WA <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 1128->1129 1132 gini = 0.0 samples = 4 value = [4, 0] 1128->1132 1130 gini = 0.0 samples = 43 value = [43, 0] 1129->1130 1131 gini = 0.5 samples = 2 value = [1, 1] 1129->1131 1137 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1136->1137 1140 gini = 0.0 samples = 22 value = [0, 22] 1136->1140 1138 gini = 0.375 samples = 4 value = [3, 1] 1137->1138 1139 gini = 0.0 samples = 1 value = [0, 1] 1137->1139 1146 x7_IN <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 1145->1146 1153 gini = 0.0 samples = 1 value = [1, 0] 1145->1153 1147 x14_9 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 1146->1147 1152 gini = 0.0 samples = 4 value = [4, 0] 1146->1152 1148 x2_NA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 1147->1148 1151 gini = 0.0 samples = 2 value = [2, 0] 1147->1151 1149 gini = 0.0 samples = 9 value = [9, 0] 1148->1149 1150 gini = 0.0 samples = 1 value = [0, 1] 1148->1150 1155 x7_MI <= 0.5 gini = 0.41 samples = 299 value = [213, 86] 1154->1155 1284 gini = 0.0 samples = 1 value = [1, 0] 1154->1284 1156 x7_SC <= 0.5 gini = 0.398 samples = 288 value = [209, 79] 1155->1156 1277 x2_NA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 1155->1277 1157 x12_100000000263 <= 0.5 gini = 0.396 samples = 283 value = [206, 77] 1156->1157 1274 x12_100000005449 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1156->1274 1158 x1_IN <= 0.5 gini = 0.29 samples = 250 value = [206, 44] 1157->1158 1273 gini = 0.0 samples = 33 value = [0, 33] 1157->1273 1159 x7_MA <= 0.5 gini = 0.279 samples = 245 value = [204, 41] 1158->1159 1270 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1158->1270 1160 x13_6 <= 0.5 gini = 0.284 samples = 239 value = [198, 41] 1159->1160 1269 gini = 0.0 samples = 6 value = [6, 0] 1159->1269 1161 x5_NA <= 0.5 gini = 0.287 samples = 236 value = [195, 41] 1160->1161 1268 gini = 0.0 samples = 3 value = [3, 0] 1160->1268 1162 x7_AZ <= 0.5 gini = 0.491 samples = 23 value = [13, 10] 1161->1162 1177 x12_100000000286 <= 0.5 gini = 0.249 samples = 213 value = [182, 31] 1161->1177 1163 x17_janssen <= 0.5 gini = 0.499 samples = 21 value = [11, 10] 1162->1163 1176 gini = 0.0 samples = 2 value = [2, 0] 1162->1176 1164 x17_other <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 1163->1164 1175 gini = 0.0 samples = 1 value = [1, 0] 1163->1175 1165 x7_NC <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 1164->1165 1174 gini = 0.0 samples = 6 value = [6, 0] 1164->1174 1166 x7_CA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 1165->1166 1173 gini = 0.0 samples = 1 value = [0, 1] 1165->1173 1167 x7_IL <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 1166->1167 1172 gini = 0.5 samples = 2 value = [1, 1] 1166->1172 1168 log_spend <= 3.206 gini = 0.42 samples = 10 value = [3, 7] 1167->1168 1171 gini = 0.0 samples = 1 value = [0, 1] 1167->1171 1169 gini = 0.375 samples = 4 value = [3, 1] 1168->1169 1170 gini = 0.0 samples = 6 value = [0, 6] 1168->1170 1178 x12_100000000146 <= 0.5 gini = 0.236 samples = 205 value = [177, 28] 1177->1178 1265 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 1177->1265 1179 x7_OH <= 0.5 gini = 0.251 samples = 190 value = [162, 28] 1178->1179 1264 gini = 0.0 samples = 15 value = [15, 0] 1178->1264 1180 x13_3 <= 0.5 gini = 0.243 samples = 184 value = [158, 26] 1179->1180 1259 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1179->1259 1181 x12_100000000108 <= 0.5 gini = 0.23 samples = 136 value = [118, 18] 1180->1181 1240 x7_AL <= 0.5 gini = 0.278 samples = 48 value = [40, 8] 1180->1240 1182 x7_ID <= 0.5 gini = 0.312 samples = 93 value = [75, 18] 1181->1182 1239 gini = 0.0 samples = 43 value = [43, 0] 1181->1239 1183 x8_Yes <= 0.5 gini = 0.29 samples = 91 value = [75, 16] 1182->1183 1238 gini = 0.0 samples = 2 value = [0, 2] 1182->1238 1184 x7_AL <= 0.5 gini = 0.19 samples = 66 value = [59, 7] 1183->1184 1213 x7_KS <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 1183->1213 1185 x13_1 <= 0.5 gini = 0.192 samples = 65 value = [58, 7] 1184->1185 1212 gini = 0.0 samples = 1 value = [1, 0] 1184->1212 1186 x1_OH <= 0.5 gini = 0.219 samples = 48 value = [42, 6] 1185->1186 1207 x7_VA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 1185->1207 1187 x7_KY <= 0.5 gini = 0.231 samples = 45 value = [39, 6] 1186->1187 1206 gini = 0.0 samples = 3 value = [3, 0] 1186->1206 1188 x13_0 <= 0.5 gini = 0.176 samples = 41 value = [37, 4] 1187->1188 1205 gini = 0.5 samples = 4 value = [2, 2] 1187->1205 1189 x1_PA <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 1188->1189 1196 x7_NY <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 1188->1196 1190 x12_100000000203 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 1189->1190 1195 gini = 0.0 samples = 6 value = [6, 0] 1189->1195 1191 x7_AZ <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 1190->1191 1194 gini = 0.0 samples = 3 value = [3, 0] 1190->1194 1192 gini = 0.0 samples = 21 value = [21, 0] 1191->1192 1193 gini = 0.5 samples = 2 value = [1, 1] 1191->1193 1197 x7_NJ <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 1196->1197 1204 gini = 0.0 samples = 1 value = [1, 0] 1196->1204 1198 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1197->1198 1203 gini = 0.0 samples = 1 value = [1, 0] 1197->1203 1199 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1198->1199 1202 gini = 0.0 samples = 2 value = [2, 0] 1198->1202 1200 gini = 0.5 samples = 4 value = [2, 2] 1199->1200 1201 gini = 0.0 samples = 1 value = [0, 1] 1199->1201 1208 x1_MA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 1207->1208 1211 gini = 0.0 samples = 1 value = [1, 0] 1207->1211 1209 gini = 0.0 samples = 14 value = [14, 0] 1208->1209 1210 gini = 0.5 samples = 2 value = [1, 1] 1208->1210 1214 x1_CA <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 1213->1214 1237 gini = 0.0 samples = 1 value = [1, 0] 1213->1237 1215 x13_4 <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 1214->1215 1232 x7_NC <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1214->1232 1216 x7_IN <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 1215->1216 1225 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 1215->1225 1217 x12_100000000234 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 1216->1217 1224 gini = 0.0 samples = 1 value = [1, 0] 1216->1224 1218 x7_IL <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 1217->1218 1223 gini = 0.0 samples = 2 value = [2, 0] 1217->1223 1219 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1218->1219 1222 gini = 0.0 samples = 1 value = [0, 1] 1218->1222 1220 gini = 0.444 samples = 3 value = [2, 1] 1219->1220 1221 gini = 0.5 samples = 4 value = [2, 2] 1219->1221 1226 x7_TX <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 1225->1226 1231 gini = 0.0 samples = 1 value = [0, 1] 1225->1231 1227 log_spend <= 2.376 gini = 0.48 samples = 5 value = [2, 3] 1226->1227 1230 gini = 0.0 samples = 1 value = [1, 0] 1226->1230 1228 gini = 0.0 samples = 3 value = [0, 3] 1227->1228 1229 gini = 0.0 samples = 2 value = [2, 0] 1227->1229 1233 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1232->1233 1236 gini = 0.0 samples = 1 value = [1, 0] 1232->1236 1234 gini = 0.375 samples = 4 value = [3, 1] 1233->1234 1235 gini = 0.0 samples = 1 value = [1, 0] 1233->1235 1241 x1_NC <= 0.5 gini = 0.287 samples = 46 value = [38, 8] 1240->1241 1258 gini = 0.0 samples = 2 value = [2, 0] 1240->1258 1242 x1_MN <= 0.5 gini = 0.308 samples = 42 value = [34, 8] 1241->1242 1257 gini = 0.0 samples = 4 value = [4, 0] 1241->1257 1243 x12_100000000255 <= 0.5 gini = 0.314 samples = 41 value = [33, 8] 1242->1243 1256 gini = 0.0 samples = 1 value = [1, 0] 1242->1256 1244 x17_other <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 1243->1244 1255 gini = 0.0 samples = 6 value = [0, 6] 1243->1255 1245 gini = 0.0 samples = 1 value = [1, 0] 1244->1245 1246 x15_Other <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 1244->1246 1247 x4_Cash or cash equivalent <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 1246->1247 1254 gini = 0.0 samples = 2 value = [2, 0] 1246->1254 1248 gini = 0.0 samples = 25 value = [25, 0] 1247->1248 1249 x2_NA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 1247->1249 1250 gini = 0.5 samples = 2 value = [1, 1] 1249->1250 1251 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1249->1251 1252 gini = 0.375 samples = 4 value = [3, 1] 1251->1252 1253 gini = 0.0 samples = 1 value = [1, 0] 1251->1253 1260 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1259->1260 1263 gini = 0.0 samples = 1 value = [0, 1] 1259->1263 1261 gini = 0.375 samples = 4 value = [3, 1] 1260->1261 1262 gini = 0.0 samples = 1 value = [1, 0] 1260->1262 1266 gini = 0.0 samples = 3 value = [0, 3] 1265->1266 1267 gini = 0.0 samples = 5 value = [5, 0] 1265->1267 1271 gini = 0.5 samples = 4 value = [2, 2] 1270->1271 1272 gini = 0.0 samples = 1 value = [0, 1] 1270->1272 1275 gini = 0.5 samples = 4 value = [2, 2] 1274->1275 1276 gini = 0.0 samples = 1 value = [1, 0] 1274->1276 1278 x12_100000000108 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 1277->1278 1283 gini = 0.375 samples = 4 value = [1, 3] 1277->1283 1279 log_spend <= 2.885 gini = 0.32 samples = 5 value = [1, 4] 1278->1279 1282 gini = 0.0 samples = 2 value = [2, 0] 1278->1282 1280 gini = 0.5 samples = 2 value = [1, 1] 1279->1280 1281 gini = 0.0 samples = 3 value = [0, 3] 1279->1281 1286 x7_KY <= 0.5 gini = 0.382 samples = 148 value = [110, 38] 1285->1286 1377 gini = 0.5 samples = 4 value = [2, 2] 1285->1377 1287 x14_8 <= 0.5 gini = 0.385 samples = 146 value = [108, 38] 1286->1287 1376 gini = 0.0 samples = 2 value = [2, 0] 1286->1376 1288 x7_UT <= 0.5 gini = 0.402 samples = 129 value = [93, 36] 1287->1288 1371 x13_1 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 1287->1371 1289 x7_SC <= 0.5 gini = 0.399 samples = 127 value = [92, 35] 1288->1289 1370 gini = 0.5 samples = 2 value = [1, 1] 1288->1370 1290 x7_VA <= 0.5 gini = 0.389 samples = 125 value = [92, 33] 1289->1290 1369 gini = 0.0 samples = 2 value = [0, 2] 1289->1369 1291 x7_NY <= 0.5 gini = 0.393 samples = 123 value = [90, 33] 1290->1291 1368 gini = 0.0 samples = 2 value = [2, 0] 1290->1368 1292 x13_3 <= 0.5 gini = 0.402 samples = 115 value = [83, 32] 1291->1292 1359 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 1291->1359 1293 x4_Cash or cash equivalent <= 0.5 gini = 0.43 samples = 96 value = [66, 30] 1292->1293 1340 x8_Yes <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 1292->1340 1294 x7_WA <= 0.5 gini = 0.26 samples = 78 value = [66, 12] 1293->1294 1339 gini = 0.0 samples = 18 value = [0, 18] 1293->1339 1295 x14_11 <= 0.5 gini = 0.245 samples = 77 value = [66, 11] 1294->1295 1338 gini = 0.0 samples = 1 value = [0, 1] 1294->1338 1296 x14_7 <= 0.5 gini = 0.198 samples = 72 value = [64, 8] 1295->1296 1335 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1295->1335 1297 x14_5 <= 0.5 gini = 0.238 samples = 58 value = [50, 8] 1296->1297 1334 gini = 0.0 samples = 14 value = [14, 0] 1296->1334 1298 x7_OH <= 0.5 gini = 0.229 samples = 53 value = [46, 7] 1297->1298 1331 x8_Yes <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1297->1331 1299 x7_IN <= 0.5 gini = 0.208 samples = 51 value = [45, 6] 1298->1299 1330 gini = 0.5 samples = 2 value = [1, 1] 1298->1330 1300 x14_4 <= 0.5 gini = 0.211 samples = 50 value = [44, 6] 1299->1300 1329 gini = 0.0 samples = 1 value = [1, 0] 1299->1329 1301 x7_PA <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 1300->1301 1328 gini = 0.375 samples = 4 value = [3, 1] 1300->1328 1302 x7_NM <= 0.5 gini = 0.21 samples = 42 value = [37, 5] 1301->1302 1327 gini = 0.0 samples = 4 value = [4, 0] 1301->1327 1303 x7_TN <= 0.5 gini = 0.214 samples = 41 value = [36, 5] 1302->1303 1326 gini = 0.0 samples = 1 value = [1, 0] 1302->1326 1304 x8_No <= 0.5 gini = 0.198 samples = 36 value = [32, 4] 1303->1304 1323 x13_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1303->1323 1305 gini = 0.375 samples = 4 value = [1, 3] 1304->1305 1306 x14_1 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 1304->1306 1307 x7_MS <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 1306->1307 1322 gini = 0.0 samples = 2 value = [2, 0] 1306->1322 1308 x14_6 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 1307->1308 1321 gini = 0.0 samples = 1 value = [1, 0] 1307->1321 1309 x7_ID <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 1308->1309 1320 gini = 0.0 samples = 7 value = [7, 0] 1308->1320 1310 x7_MI <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 1309->1310 1319 gini = 0.0 samples = 1 value = [1, 0] 1309->1319 1311 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 1310->1311 1318 gini = 0.0 samples = 1 value = [1, 0] 1310->1318 1312 x7_AL <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 1311->1312 1317 gini = 0.0 samples = 5 value = [5, 0] 1311->1317 1313 x13_4 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 1312->1313 1316 gini = 0.0 samples = 1 value = [1, 0] 1312->1316 1314 gini = 0.0 samples = 11 value = [11, 0] 1313->1314 1315 gini = 0.444 samples = 3 value = [2, 1] 1313->1315 1324 gini = 0.0 samples = 4 value = [4, 0] 1323->1324 1325 gini = 0.0 samples = 1 value = [0, 1] 1323->1325 1332 gini = 0.0 samples = 2 value = [2, 0] 1331->1332 1333 gini = 0.444 samples = 3 value = [2, 1] 1331->1333 1336 gini = 0.375 samples = 4 value = [1, 3] 1335->1336 1337 gini = 0.0 samples = 1 value = [1, 0] 1335->1337 1341 x7_CT <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 1340->1341 1358 gini = 0.5 samples = 2 value = [1, 1] 1340->1358 1342 x14_12 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 1341->1342 1357 gini = 0.0 samples = 1 value = [1, 0] 1341->1357 1343 x7_OH <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 1342->1343 1356 gini = 0.0 samples = 2 value = [2, 0] 1342->1356 1344 x7_MA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 1343->1344 1355 gini = 0.0 samples = 2 value = [2, 0] 1343->1355 1345 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 1344->1345 1354 gini = 0.0 samples = 2 value = [2, 0] 1344->1354 1346 x14_1 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 1345->1346 1353 gini = 0.0 samples = 1 value = [1, 0] 1345->1353 1347 x7_DC <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1346->1347 1352 gini = 0.0 samples = 3 value = [3, 0] 1346->1352 1348 log_spend <= 2.105 gini = 0.32 samples = 5 value = [4, 1] 1347->1348 1351 gini = 0.0 samples = 1 value = [1, 0] 1347->1351 1349 gini = 0.0 samples = 2 value = [2, 0] 1348->1349 1350 gini = 0.444 samples = 3 value = [2, 1] 1348->1350 1360 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 1359->1360 1367 gini = 0.0 samples = 1 value = [1, 0] 1359->1367 1361 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1360->1361 1366 gini = 0.0 samples = 1 value = [1, 0] 1360->1366 1362 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1361->1362 1365 gini = 0.0 samples = 1 value = [1, 0] 1361->1365 1363 gini = 0.375 samples = 4 value = [3, 1] 1362->1363 1364 gini = 0.0 samples = 1 value = [1, 0] 1362->1364 1372 x13_4 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 1371->1372 1375 gini = 0.444 samples = 3 value = [2, 1] 1371->1375 1373 gini = 0.0 samples = 10 value = [10, 0] 1372->1373 1374 gini = 0.375 samples = 4 value = [3, 1] 1372->1374 1379 x5_NA <= 0.5 gini = 0.198 samples = 423 value = [47, 376] 1378->1379 1460 x16_immun <= 0.5 gini = 0.305 samples = 1324 value = [1075, 249] 1378->1460 1380 x7_OH <= 0.5 gini = 0.006 samples = 330 value = [1, 329] 1379->1380 1387 x12_100000000067 <= 0.5 gini = 0.5 samples = 93 value = [46, 47] 1379->1387 1381 x17_other <= 0.5 gini = 0.007 samples = 305 value = [1, 304] 1380->1381 1386 gini = 0.0 samples = 25 value = [0, 25] 1380->1386 1382 x12_0 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 1381->1382 1385 gini = 0.0 samples = 292 value = [0, 292] 1381->1385 1383 gini = 0.0 samples = 10 value = [0, 10] 1382->1383 1384 gini = 0.444 samples = 3 value = [1, 2] 1382->1384 1388 x7_NC <= 0.5 gini = 0.5 samples = 91 value = [46, 45] 1387->1388 1459 gini = 0.0 samples = 2 value = [0, 2] 1387->1459 1389 x7_MA <= 0.5 gini = 0.5 samples = 90 value = [46, 44] 1388->1389 1458 gini = 0.0 samples = 1 value = [0, 1] 1388->1458 1390 x2_Non-Covered <= 0.5 gini = 0.5 samples = 88 value = [44, 44] 1389->1390 1457 gini = 0.0 samples = 2 value = [2, 0] 1389->1457 1391 x7_TN <= 0.5 gini = 0.491 samples = 76 value = [43, 33] 1390->1391 1454 x7_CT <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 1390->1454 1392 x7_KY <= 0.5 gini = 0.484 samples = 73 value = [43, 30] 1391->1392 1453 gini = 0.0 samples = 3 value = [0, 3] 1391->1453 1393 x14_5 <= 0.5 gini = 0.481 samples = 72 value = [43, 29] 1392->1393 1452 gini = 0.0 samples = 1 value = [0, 1] 1392->1452 1394 x17_other <= 0.5 gini = 0.481 samples = 62 value = [37, 25] 1393->1394 1445 x7_TX <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 1393->1445 1395 gini = 0.0 samples = 5 value = [0, 5] 1394->1395 1396 x7_GA <= 0.5 gini = 0.456 samples = 57 value = [37, 20] 1394->1396 1397 x14_9 <= 0.5 gini = 0.459 samples = 56 value = [36, 20] 1396->1397 1444 gini = 0.0 samples = 1 value = [1, 0] 1396->1444 1398 x7_WA <= 0.5 gini = 0.452 samples = 55 value = [36, 19] 1397->1398 1443 gini = 0.0 samples = 1 value = [0, 1] 1397->1443 1399 x7_IL <= 0.5 gini = 0.46 samples = 53 value = [34, 19] 1398->1399 1442 gini = 0.0 samples = 2 value = [2, 0] 1398->1442 1400 x14_7 <= 0.5 gini = 0.471 samples = 50 value = [31, 19] 1399->1400 1441 gini = 0.0 samples = 3 value = [3, 0] 1399->1441 1401 x13_1 <= 0.5 gini = 0.475 samples = 49 value = [30, 19] 1400->1401 1440 gini = 0.0 samples = 1 value = [1, 0] 1400->1440 1402 x7_SC <= 0.5 gini = 0.489 samples = 40 value = [23, 17] 1401->1402 1431 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 1401->1431 1403 x14_3 <= 0.5 gini = 0.404 samples = 32 value = [23, 9] 1402->1403 1430 gini = 0.0 samples = 8 value = [0, 8] 1402->1430 1404 x7_OH <= 0.5 gini = 0.436 samples = 28 value = [19, 9] 1403->1404 1429 gini = 0.0 samples = 4 value = [4, 0] 1403->1429 1405 x7_PR <= 0.5 gini = 0.444 samples = 27 value = [18, 9] 1404->1405 1428 gini = 0.0 samples = 1 value = [1, 0] 1404->1428 1406 x13_4 <= 0.5 gini = 0.403 samples = 25 value = [18, 7] 1405->1406 1427 gini = 0.0 samples = 2 value = [0, 2] 1405->1427 1407 x7_WI <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 1406->1407 1420 x14_6 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 1406->1420 1408 x12_0 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 1407->1408 1419 gini = 0.0 samples = 1 value = [1, 0] 1407->1419 1409 gini = 0.0 samples = 2 value = [2, 0] 1408->1409 1410 x14_10 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 1408->1410 1411 x7_NY <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 1410->1411 1418 gini = 0.0 samples = 1 value = [1, 0] 1410->1418 1412 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 1411->1412 1417 gini = 0.0 samples = 3 value = [3, 0] 1411->1417 1413 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1412->1413 1416 gini = 0.0 samples = 1 value = [1, 0] 1412->1416 1414 gini = 0.0 samples = 2 value = [2, 0] 1413->1414 1415 gini = 0.5 samples = 4 value = [2, 2] 1413->1415 1421 x7_TX <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 1420->1421 1426 gini = 0.0 samples = 2 value = [2, 0] 1420->1426 1422 log_spend <= 2.966 gini = 0.48 samples = 5 value = [3, 2] 1421->1422 1425 gini = 0.375 samples = 4 value = [1, 3] 1421->1425 1423 gini = 0.444 samples = 3 value = [1, 2] 1422->1423 1424 gini = 0.0 samples = 2 value = [2, 0] 1422->1424 1432 x14_2 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 1431->1432 1439 gini = 0.0 samples = 1 value = [1, 0] 1431->1439 1433 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1432->1433 1438 gini = 0.0 samples = 2 value = [2, 0] 1432->1438 1434 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1433->1434 1437 gini = 0.0 samples = 1 value = [1, 0] 1433->1437 1435 gini = 0.0 samples = 3 value = [3, 0] 1434->1435 1436 gini = 0.0 samples = 2 value = [0, 2] 1434->1436 1446 x7_OR <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 1445->1446 1451 gini = 0.0 samples = 2 value = [0, 2] 1445->1451 1447 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 1446->1447 1450 gini = 0.0 samples = 1 value = [0, 1] 1446->1450 1448 gini = 0.0 samples = 6 value = [6, 0] 1447->1448 1449 gini = 0.0 samples = 1 value = [0, 1] 1447->1449 1455 gini = 0.0 samples = 11 value = [0, 11] 1454->1455 1456 gini = 0.0 samples = 1 value = [1, 0] 1454->1456 1461 x17_sanofi <= 0.5 gini = 0.306 samples = 1323 value = [1074, 249] 1460->1461 1692 gini = 0.0 samples = 1 value = [1, 0] 1460->1692 1462 x13_4 <= 0.5 gini = 0.113 samples = 1131 value = [1063, 68] 1461->1462 1659 x7_PR <= 0.5 gini = 0.108 samples = 192 value = [11, 181] 1461->1659 1463 x7_TX <= 0.5 gini = 0.102 samples = 969 value = [917, 52] 1462->1463 1608 x7_CT <= 0.5 gini = 0.178 samples = 162 value = [146, 16] 1462->1608 1464 x7_PR <= 0.5 gini = 0.09 samples = 871 value = [830, 41] 1463->1464 1575 x14_2 <= 0.5 gini = 0.199 samples = 98 value = [87, 11] 1463->1575 1465 x7_MI <= 0.5 gini = 0.089 samples = 860 value = [820, 40] 1464->1465 1570 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 1464->1570 1466 x2_NA <= 0.5 gini = 0.092 samples = 832 value = [792, 40] 1465->1466 1569 gini = 0.0 samples = 28 value = [28, 0] 1465->1569 1467 x14_9 <= 0.5 gini = 0.363 samples = 164 value = [125, 39] 1466->1467 1554 x12_100000000053 <= 0.5 gini = 0.003 samples = 668 value = [667, 1] 1466->1554 1468 x14_11 <= 0.5 gini = 0.346 samples = 153 value = [119, 34] 1467->1468 1545 x7_IL <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 1467->1545 1469 x11_3 <= 0.5 gini = 0.366 samples = 137 value = [104, 33] 1468->1469 1538 x7_CA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 1468->1538 1470 x7_GA <= 0.5 gini = 0.369 samples = 135 value = [102, 33] 1469->1470 1537 gini = 0.0 samples = 2 value = [2, 0] 1469->1537 1471 x7_CA <= 0.5 gini = 0.363 samples = 130 value = [99, 31] 1470->1471 1534 x12_100000000278 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1470->1534 1472 x14_8 <= 0.5 gini = 0.392 samples = 97 value = [71, 26] 1471->1472 1517 x13_0 <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 1471->1517 1473 x14_6 <= 0.5 gini = 0.35 samples = 84 value = [65, 19] 1472->1473 1506 x7_WA <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 1472->1506 1474 x7_CO <= 0.5 gini = 0.365 samples = 79 value = [60, 19] 1473->1474 1505 gini = 0.0 samples = 5 value = [5, 0] 1473->1505 1475 x7_AZ <= 0.5 gini = 0.344 samples = 77 value = [60, 17] 1474->1475 1504 gini = 0.0 samples = 2 value = [0, 2] 1474->1504 1476 x17_other <= 0.5 gini = 0.351 samples = 75 value = [58, 17] 1475->1476 1503 gini = 0.0 samples = 2 value = [2, 0] 1475->1503 1477 gini = 0.5 samples = 2 value = [1, 1] 1476->1477 1478 x7_NV <= 0.5 gini = 0.342 samples = 73 value = [57, 16] 1476->1478 1479 x12_0 <= 0.5 gini = 0.333 samples = 71 value = [56, 15] 1478->1479 1502 gini = 0.5 samples = 2 value = [1, 1] 1478->1502 1480 gini = 0.0 samples = 40 value = [40, 0] 1479->1480 1481 x7_OH <= 0.5 gini = 0.499 samples = 31 value = [16, 15] 1479->1481 1482 x7_MT <= 0.5 gini = 0.49 samples = 28 value = [16, 12] 1481->1482 1501 gini = 0.0 samples = 3 value = [0, 3] 1481->1501 1483 x5_Drug <= 0.5 gini = 0.483 samples = 27 value = [16, 11] 1482->1483 1500 gini = 0.0 samples = 1 value = [0, 1] 1482->1500 1484 x7_SC <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 1483->1484 1499 gini = 0.0 samples = 8 value = [8, 0] 1483->1499 1485 x14_10 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 1484->1485 1498 gini = 0.0 samples = 1 value = [0, 1] 1484->1498 1486 x7_NY <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 1485->1486 1495 x7_OR <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1485->1495 1487 x7_TN <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 1486->1487 1494 gini = 0.444 samples = 3 value = [2, 1] 1486->1494 1488 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 1487->1488 1493 gini = 0.5 samples = 2 value = [1, 1] 1487->1493 1489 x7_AR <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1488->1489 1492 gini = 0.0 samples = 3 value = [0, 3] 1488->1492 1490 gini = 0.375 samples = 4 value = [1, 3] 1489->1490 1491 gini = 0.0 samples = 1 value = [0, 1] 1489->1491 1496 gini = 0.375 samples = 4 value = [3, 1] 1495->1496 1497 gini = 0.0 samples = 1 value = [1, 0] 1495->1497 1507 x13_2 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 1506->1507 1516 gini = 0.0 samples = 1 value = [0, 1] 1506->1516 1508 log_spend <= 3.366 gini = 0.444 samples = 9 value = [3, 6] 1507->1508 1515 gini = 0.0 samples = 3 value = [3, 0] 1507->1515 1509 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 1508->1509 1514 gini = 0.0 samples = 1 value = [1, 0] 1508->1514 1510 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1509->1510 1513 gini = 0.0 samples = 3 value = [0, 3] 1509->1513 1511 gini = 0.444 samples = 3 value = [1, 2] 1510->1511 1512 gini = 0.5 samples = 2 value = [1, 1] 1510->1512 1518 x12_0 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 1517->1518 1527 x5_Biological <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 1517->1527 1519 gini = 0.0 samples = 18 value = [18, 0] 1518->1519 1520 x17_janssen <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1518->1520 1521 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 1520->1521 1526 gini = 0.0 samples = 1 value = [1, 0] 1520->1526 1522 x5_Drug <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1521->1522 1525 gini = 0.0 samples = 1 value = [0, 1] 1521->1525 1523 gini = 0.5 samples = 2 value = [1, 1] 1522->1523 1524 gini = 0.444 samples = 3 value = [2, 1] 1522->1524 1528 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1527->1528 1533 gini = 0.0 samples = 2 value = [2, 0] 1527->1533 1529 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1528->1529 1532 gini = 0.0 samples = 1 value = [1, 0] 1528->1532 1530 gini = 0.375 samples = 4 value = [3, 1] 1529->1530 1531 gini = 0.0 samples = 1 value = [0, 1] 1529->1531 1535 gini = 0.5 samples = 4 value = [2, 2] 1534->1535 1536 gini = 0.0 samples = 1 value = [1, 0] 1534->1536 1539 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 1538->1539 1544 gini = 0.0 samples = 3 value = [3, 0] 1538->1544 1540 x5_Biological <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 1539->1540 1543 gini = 0.0 samples = 5 value = [5, 0] 1539->1543 1541 gini = 0.0 samples = 5 value = [5, 0] 1540->1541 1542 gini = 0.444 samples = 3 value = [2, 1] 1540->1542 1546 x13_1 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 1545->1546 1553 gini = 0.0 samples = 1 value = [0, 1] 1545->1553 1547 x7_MD <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1546->1547 1552 gini = 0.444 samples = 3 value = [2, 1] 1546->1552 1548 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 1547->1548 1551 gini = 0.0 samples = 1 value = [1, 0] 1547->1551 1549 gini = 0.444 samples = 3 value = [1, 2] 1548->1549 1550 gini = 0.444 samples = 3 value = [2, 1] 1548->1550 1555 x12_100000000228 <= 0.5 gini = 0.004 samples = 526 value = [525, 1] 1554->1555 1568 gini = 0.0 samples = 142 value = [142, 0] 1554->1568 1556 x7_NY <= 0.5 gini = 0.004 samples = 518 value = [517, 1] 1555->1556 1567 gini = 0.0 samples = 8 value = [8, 0] 1555->1567 1557 x14_4 <= 0.5 gini = 0.004 samples = 467 value = [466, 1] 1556->1557 1566 gini = 0.0 samples = 51 value = [51, 0] 1556->1566 1558 x12_0 <= 0.5 gini = 0.005 samples = 425 value = [424, 1] 1557->1558 1565 gini = 0.0 samples = 42 value = [42, 0] 1557->1565 1559 gini = 0.0 samples = 228 value = [228, 0] 1558->1559 1560 log_spend <= 1.698 gini = 0.01 samples = 197 value = [196, 1] 1558->1560 1561 log_spend <= 1.655 gini = 0.037 samples = 53 value = [52, 1] 1560->1561 1564 gini = 0.0 samples = 144 value = [144, 0] 1560->1564 1562 gini = 0.0 samples = 51 value = [51, 0] 1561->1562 1563 gini = 0.5 samples = 2 value = [1, 1] 1561->1563 1571 x17_merck <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 1570->1571 1574 gini = 0.0 samples = 1 value = [1, 0] 1570->1574 1572 gini = 0.5 samples = 2 value = [1, 1] 1571->1572 1573 gini = 0.0 samples = 8 value = [8, 0] 1571->1573 1576 x12_100000000228 <= 0.5 gini = 0.148 samples = 87 value = [80, 7] 1575->1576 1601 x17_merck <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 1575->1601 1577 x12_100000000144 <= 0.5 gini = 0.15 samples = 86 value = [79, 7] 1576->1577 1600 gini = 0.0 samples = 1 value = [1, 0] 1576->1600 1578 x17_janssen <= 0.5 gini = 0.226 samples = 54 value = [47, 7] 1577->1578 1599 gini = 0.0 samples = 32 value = [32, 0] 1577->1599 1579 x14_1 <= 0.5 gini = 0.241 samples = 50 value = [43, 7] 1578->1579 1598 gini = 0.0 samples = 4 value = [4, 0] 1578->1598 1580 x14_12 <= 0.5 gini = 0.231 samples = 45 value = [39, 6] 1579->1580 1595 x12_100000000278 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1579->1595 1581 x8_Yes <= 0.5 gini = 0.24 samples = 43 value = [37, 6] 1580->1581 1594 gini = 0.0 samples = 2 value = [2, 0] 1580->1594 1582 gini = 0.0 samples = 25 value = [25, 0] 1581->1582 1583 x14_3 <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 1581->1583 1584 x11_0 <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 1583->1584 1593 gini = 0.0 samples = 2 value = [2, 0] 1583->1593 1585 gini = 0.0 samples = 2 value = [2, 0] 1584->1585 1586 x14_11 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 1584->1586 1587 x14_5 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 1586->1587 1592 gini = 0.0 samples = 3 value = [0, 3] 1586->1592 1588 x12_0 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1587->1588 1591 gini = 0.0 samples = 4 value = [4, 0] 1587->1591 1589 gini = 0.0 samples = 4 value = [4, 0] 1588->1589 1590 gini = 0.0 samples = 3 value = [0, 3] 1588->1590 1596 gini = 0.444 samples = 3 value = [2, 1] 1595->1596 1597 gini = 0.0 samples = 2 value = [2, 0] 1595->1597 1602 x13_1 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 1601->1602 1607 gini = 0.0 samples = 2 value = [2, 0] 1601->1607 1603 log_spend <= 2.289 gini = 0.5 samples = 6 value = [3, 3] 1602->1603 1606 gini = 0.444 samples = 3 value = [2, 1] 1602->1606 1604 gini = 0.0 samples = 3 value = [0, 3] 1603->1604 1605 gini = 0.0 samples = 3 value = [3, 0] 1603->1605 1609 x7_WI <= 0.5 gini = 0.185 samples = 155 value = [139, 16] 1608->1609 1658 gini = 0.0 samples = 7 value = [7, 0] 1608->1658 1610 x12_100000000278 <= 0.5 gini = 0.168 samples = 151 value = [137, 14] 1609->1610 1657 gini = 0.5 samples = 4 value = [2, 2] 1609->1657 1611 x7_TX <= 0.5 gini = 0.196 samples = 127 value = [113, 14] 1610->1611 1656 gini = 0.0 samples = 24 value = [24, 0] 1610->1656 1612 x14_5 <= 0.5 gini = 0.199 samples = 107 value = [95, 12] 1611->1612 1649 x14_10 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 1611->1649 1613 x7_NJ <= 0.5 gini = 0.204 samples = 104 value = [92, 12] 1612->1613 1648 gini = 0.0 samples = 3 value = [3, 0] 1612->1648 1614 x5_Biological <= 0.5 gini = 0.209 samples = 101 value = [89, 12] 1613->1614 1647 gini = 0.0 samples = 3 value = [3, 0] 1613->1647 1615 x14_11 <= 0.5 gini = 0.182 samples = 99 value = [89, 10] 1614->1615 1646 gini = 0.0 samples = 2 value = [0, 2] 1614->1646 1616 x12_100000000053 <= 0.5 gini = 0.175 samples = 93 value = [84, 9] 1615->1616 1641 x17_merck <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1615->1641 1617 x7_NC <= 0.5 gini = 0.216 samples = 73 value = [64, 9] 1616->1617 1640 gini = 0.0 samples = 20 value = [20, 0] 1616->1640 1618 x7_WA <= 0.5 gini = 0.21 samples = 67 value = [59, 8] 1617->1618 1637 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 1617->1637 1619 x12_0 <= 0.5 gini = 0.213 samples = 66 value = [58, 8] 1618->1619 1636 gini = 0.0 samples = 1 value = [1, 0] 1618->1636 1620 gini = 0.0 samples = 31 value = [31, 0] 1619->1620 1621 x5_NA <= 0.5 gini = 0.353 samples = 35 value = [27, 8] 1619->1621 1622 gini = 0.0 samples = 2 value = [2, 0] 1621->1622 1623 x7_HI <= 0.5 gini = 0.367 samples = 33 value = [25, 8] 1621->1623 1624 x2_Non-Covered <= 0.5 gini = 0.375 samples = 32 value = [24, 8] 1623->1624 1635 gini = 0.0 samples = 1 value = [1, 0] 1623->1635 1625 gini = 0.0 samples = 20 value = [20, 0] 1624->1625 1626 x14_10 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 1624->1626 1627 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 1626->1627 1634 gini = 0.444 samples = 3 value = [2, 1] 1626->1634 1628 x14_9 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 1627->1628 1633 gini = 0.0 samples = 3 value = [0, 3] 1627->1633 1629 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1628->1629 1632 gini = 0.0 samples = 1 value = [1, 0] 1628->1632 1630 gini = 0.0 samples = 1 value = [1, 0] 1629->1630 1631 gini = 0.0 samples = 4 value = [0, 4] 1629->1631 1638 gini = 0.375 samples = 4 value = [3, 1] 1637->1638 1639 gini = 0.0 samples = 2 value = [2, 0] 1637->1639 1642 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1641->1642 1645 gini = 0.0 samples = 1 value = [1, 0] 1641->1645 1643 gini = 0.444 samples = 3 value = [2, 1] 1642->1643 1644 gini = 0.0 samples = 2 value = [2, 0] 1642->1644 1650 x17_novo <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 1649->1650 1655 gini = 0.0 samples = 1 value = [1, 0] 1649->1655 1651 x14_3 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 1650->1651 1654 gini = 0.0 samples = 4 value = [4, 0] 1650->1654 1652 gini = 0.0 samples = 12 value = [12, 0] 1651->1652 1653 gini = 0.444 samples = 3 value = [1, 2] 1651->1653 1660 x7_OR <= 0.5 gini = 0.099 samples = 191 value = [10, 181] 1659->1660 1691 gini = 0.0 samples = 1 value = [1, 0] 1659->1691 1661 x8_Yes <= 0.5 gini = 0.102 samples = 186 value = [10, 176] 1660->1661 1690 gini = 0.0 samples = 5 value = [0, 5] 1660->1690 1662 gini = 0.0 samples = 20 value = [0, 20] 1661->1662 1663 x7_WA <= 0.5 gini = 0.113 samples = 166 value = [10, 156] 1661->1663 1664 x12_0 <= 0.5 gini = 0.115 samples = 163 value = [10, 153] 1663->1664 1689 gini = 0.0 samples = 3 value = [0, 3] 1663->1689 1665 x14_5 <= 0.5 gini = 0.013 samples = 154 value = [1, 153] 1664->1665 1688 gini = 0.0 samples = 9 value = [9, 0] 1664->1688 1666 x14_1 <= 0.5 gini = 0.013 samples = 148 value = [1, 147] 1665->1666 1687 gini = 0.0 samples = 6 value = [0, 6] 1665->1687 1667 x7_MD <= 0.5 gini = 0.016 samples = 123 value = [1, 122] 1666->1667 1686 gini = 0.0 samples = 25 value = [0, 25] 1666->1686 1668 x7_VA <= 0.5 gini = 0.017 samples = 119 value = [1, 118] 1667->1668 1685 gini = 0.0 samples = 4 value = [0, 4] 1667->1685 1669 x14_2 <= 0.5 gini = 0.017 samples = 118 value = [1, 117] 1668->1669 1684 gini = 0.0 samples = 1 value = [0, 1] 1668->1684 1670 x7_CA <= 0.5 gini = 0.019 samples = 103 value = [1, 102] 1669->1670 1683 gini = 0.0 samples = 15 value = [0, 15] 1669->1683 1671 x7_UT <= 0.5 gini = 0.025 samples = 79 value = [1, 78] 1670->1671 1682 gini = 0.0 samples = 24 value = [0, 24] 1670->1682 1672 x13_1 <= 0.5 gini = 0.026 samples = 77 value = [1, 76] 1671->1672 1681 gini = 0.0 samples = 2 value = [0, 2] 1671->1681 1673 gini = 0.0 samples = 58 value = [0, 58] 1672->1673 1674 x7_MA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 1672->1674 1675 log_spend <= 2.862 gini = 0.105 samples = 18 value = [1, 17] 1674->1675 1680 gini = 0.0 samples = 1 value = [0, 1] 1674->1680 1676 gini = 0.0 samples = 13 value = [0, 13] 1675->1676 1677 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1675->1677 1678 gini = 0.375 samples = 4 value = [1, 3] 1677->1678 1679 gini = 0.0 samples = 1 value = [0, 1] 1677->1679 1694 x1_MA <= 0.5 gini = 0.472 samples = 717 value = [274, 443] 1693->1694 1955 gini = 0.0 samples = 8 value = [8, 0] 1693->1955 1695 x0_Germany <= 0.5 gini = 0.471 samples = 667 value = [253, 414] 1694->1695 1928 x5_Biological <= 0.5 gini = 0.487 samples = 50 value = [21, 29] 1694->1928 1696 x1_DE <= 0.5 gini = 0.481 samples = 628 value = [253, 375] 1695->1696 1927 gini = 0.0 samples = 39 value = [0, 39] 1695->1927 1697 x1_CA <= 0.5 gini = 0.496 samples = 454 value = [246, 208] 1696->1697 1920 x12_100000000146 <= 0.5 gini = 0.077 samples = 174 value = [7, 167] 1696->1920 1698 x13_4 <= 0.5 gini = 0.491 samples = 350 value = [152, 198] 1697->1698 1897 x14_6 <= 0.5 gini = 0.174 samples = 104 value = [94, 10] 1697->1897 1699 x5_NA <= 0.5 gini = 0.5 samples = 273 value = [135, 138] 1698->1699 1852 x12_100000000204 <= 0.5 gini = 0.344 samples = 77 value = [17, 60] 1698->1852 1700 x12_0 <= 0.5 gini = 0.225 samples = 93 value = [12, 81] 1699->1700 1725 x17_novo <= 0.5 gini = 0.433 samples = 180 value = [123, 57] 1699->1725 1701 x12_100000000067 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 1700->1701 1704 x13_1 <= 0.5 gini = 0.21 samples = 84 value = [10, 74] 1700->1704 1702 gini = 0.444 samples = 3 value = [2, 1] 1701->1702 1703 gini = 0.0 samples = 6 value = [0, 6] 1701->1703 1705 x17_other <= 0.5 gini = 0.178 samples = 71 value = [7, 64] 1704->1705 1716 x15_dermatology <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 1704->1716 1706 x15_NA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 1705->1706 1711 x4_Cash or cash equivalent <= 0.5 gini = 0.097 samples = 59 value = [3, 56] 1705->1711 1707 gini = 0.5 samples = 4 value = [2, 2] 1706->1707 1708 x5_Drug <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 1706->1708 1709 gini = 0.0 samples = 2 value = [2, 0] 1708->1709 1710 gini = 0.0 samples = 6 value = [0, 6] 1708->1710 1712 gini = 0.375 samples = 4 value = [1, 3] 1711->1712 1713 x1_NJ <= 0.5 gini = 0.07 samples = 55 value = [2, 53] 1711->1713 1714 gini = 0.444 samples = 3 value = [2, 1] 1713->1714 1715 gini = 0.0 samples = 52 value = [0, 52] 1713->1715 1717 x14_1 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 1716->1717 1724 gini = 0.0 samples = 1 value = [1, 0] 1716->1724 1718 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 1717->1718 1723 gini = 0.0 samples = 2 value = [0, 2] 1717->1723 1719 gini = 0.0 samples = 1 value = [1, 0] 1718->1719 1720 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 1718->1720 1721 gini = 0.0 samples = 8 value = [0, 8] 1720->1721 1722 gini = 0.0 samples = 1 value = [1, 0] 1720->1722 1726 x1_WI <= 0.5 gini = 0.451 samples = 166 value = [109, 57] 1725->1726 1851 gini = 0.0 samples = 14 value = [14, 0] 1725->1851 1727 x17_other <= 0.5 gini = 0.455 samples = 163 value = [106, 57] 1726->1727 1850 gini = 0.0 samples = 3 value = [3, 0] 1726->1850 1728 x1_NJ <= 0.5 gini = 0.499 samples = 59 value = [28, 31] 1727->1728 1775 x1_GA <= 0.5 gini = 0.375 samples = 104 value = [78, 26] 1727->1775 1729 x12_100000000286 <= 0.5 gini = 0.399 samples = 40 value = [11, 29] 1728->1729 1762 x14_6 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 1728->1762 1730 x14_1 <= 0.5 gini = 0.413 samples = 24 value = [7, 17] 1729->1730 1747 x14_1 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 1729->1747 1731 x2_Non-Covered <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 1730->1731 1744 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1730->1744 1732 x0_Great Britain (Uk) <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 1731->1732 1737 log_spend <= 2.524 gini = 0.49 samples = 7 value = [3, 4] 1731->1737 1733 x14_11 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 1732->1733 1736 gini = 0.0 samples = 5 value = [0, 5] 1732->1736 1734 gini = 0.375 samples = 4 value = [3, 1] 1733->1734 1735 gini = 0.0 samples = 3 value = [0, 3] 1733->1735 1738 gini = 0.0 samples = 1 value = [0, 1] 1737->1738 1739 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 1737->1739 1740 x12_100000000234 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1739->1740 1743 gini = 0.0 samples = 1 value = [0, 1] 1739->1743 1741 gini = 0.0 samples = 2 value = [0, 2] 1740->1741 1742 gini = 0.0 samples = 3 value = [3, 0] 1740->1742 1745 gini = 0.0 samples = 4 value = [0, 4] 1744->1745 1746 gini = 0.0 samples = 1 value = [1, 0] 1744->1746 1748 x14_8 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 1747->1748 1761 gini = 0.0 samples = 1 value = [0, 1] 1747->1761 1749 x4_In-kind items and services <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 1748->1749 1760 gini = 0.0 samples = 4 value = [0, 4] 1748->1760 1750 gini = 0.0 samples = 2 value = [0, 2] 1749->1750 1751 x2_NA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 1749->1751 1752 x14_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 1751->1752 1759 gini = 0.0 samples = 1 value = [1, 0] 1751->1759 1753 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 1752->1753 1758 gini = 0.0 samples = 1 value = [1, 0] 1752->1758 1754 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1753->1754 1757 gini = 0.0 samples = 2 value = [0, 2] 1753->1757 1755 gini = 0.444 samples = 3 value = [2, 1] 1754->1755 1756 gini = 0.0 samples = 2 value = [0, 2] 1754->1756 1763 x12_100000000232 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 1762->1763 1774 gini = 0.0 samples = 3 value = [3, 0] 1762->1774 1764 x14_2 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 1763->1764 1773 gini = 0.0 samples = 4 value = [4, 0] 1763->1773 1765 log_spend <= 3.103 gini = 0.32 samples = 10 value = [8, 2] 1764->1765 1772 gini = 0.0 samples = 2 value = [2, 0] 1764->1772 1766 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 1765->1766 1771 gini = 0.5 samples = 2 value = [1, 1] 1765->1771 1767 x17_merck <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 1766->1767 1770 gini = 0.0 samples = 1 value = [1, 0] 1766->1770 1768 gini = 0.0 samples = 1 value = [0, 1] 1767->1768 1769 gini = 0.0 samples = 6 value = [6, 0] 1767->1769 1776 x14_5 <= 0.5 gini = 0.387 samples = 99 value = [73, 26] 1775->1776 1849 gini = 0.0 samples = 5 value = [5, 0] 1775->1849 1777 x8_No <= 0.5 gini = 0.378 samples = 91 value = [68, 23] 1776->1777 1842 log_spend <= 1.918 gini = 0.469 samples = 8 value = [5, 3] 1776->1842 1778 x1_MD <= 0.5 gini = 0.5 samples = 35 value = [18, 17] 1777->1778 1807 x1_NC <= 0.5 gini = 0.191 samples = 56 value = [50, 6] 1777->1807 1779 x14_9 <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 1778->1779 1806 gini = 0.0 samples = 1 value = [0, 1] 1778->1806 1780 x14_1 <= 0.5 gini = 0.5 samples = 32 value = [16, 16] 1779->1780 1805 gini = 0.0 samples = 2 value = [2, 0] 1779->1805 1781 x1_TX <= 0.5 gini = 0.5 samples = 26 value = [13, 13] 1780->1781 1802 log_spend <= 2.433 gini = 0.5 samples = 6 value = [3, 3] 1780->1802 1782 x14_6 <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 1781->1782 1801 gini = 0.0 samples = 4 value = [4, 0] 1781->1801 1783 x13_0 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 1782->1783 1800 gini = 0.0 samples = 1 value = [0, 1] 1782->1800 1784 x12_100000000278 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 1783->1784 1797 x1_NJ <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1783->1797 1785 x14_4 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 1784->1785 1796 gini = 0.0 samples = 3 value = [3, 0] 1784->1796 1786 x13_3 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 1785->1786 1795 gini = 0.5 samples = 4 value = [2, 2] 1785->1795 1787 x1_IN <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 1786->1787 1794 gini = 0.0 samples = 2 value = [0, 2] 1786->1794 1788 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 1787->1788 1793 gini = 0.0 samples = 1 value = [1, 0] 1787->1793 1789 gini = 0.0 samples = 1 value = [0, 1] 1788->1789 1790 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1788->1790 1791 gini = 0.375 samples = 4 value = [1, 3] 1790->1791 1792 gini = 0.0 samples = 1 value = [0, 1] 1790->1792 1798 gini = 0.0 samples = 1 value = [0, 1] 1797->1798 1799 gini = 0.5 samples = 4 value = [2, 2] 1797->1799 1803 gini = 0.0 samples = 2 value = [0, 2] 1802->1803 1804 gini = 0.375 samples = 4 value = [3, 1] 1802->1804 1808 x4_In-kind items and services <= 0.5 gini = 0.133 samples = 42 value = [39, 3] 1807->1808 1831 x14_8 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 1807->1831 1809 x1_UT <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 1808->1809 1830 gini = 0.0 samples = 23 value = [23, 0] 1808->1830 1810 x1_AZ <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 1809->1810 1829 gini = 0.0 samples = 1 value = [1, 0] 1809->1829 1811 x1_PA <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 1810->1811 1828 gini = 0.0 samples = 1 value = [1, 0] 1810->1828 1812 x14_1 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 1811->1812 1827 gini = 0.0 samples = 2 value = [2, 0] 1811->1827 1813 x14_10 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 1812->1813 1826 gini = 0.0 samples = 2 value = [2, 0] 1812->1826 1814 x13_3 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 1813->1814 1825 gini = 0.0 samples = 1 value = [1, 0] 1813->1825 1815 x1_MD <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 1814->1815 1824 gini = 0.0 samples = 3 value = [3, 0] 1814->1824 1816 x1_OH <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 1815->1816 1823 gini = 0.0 samples = 1 value = [1, 0] 1815->1823 1817 x14_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1816->1817 1822 gini = 0.0 samples = 1 value = [1, 0] 1816->1822 1818 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1817->1818 1821 gini = 0.0 samples = 2 value = [0, 2] 1817->1821 1819 gini = 0.444 samples = 3 value = [2, 1] 1818->1819 1820 gini = 0.0 samples = 2 value = [2, 0] 1818->1820 1832 x14_4 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 1831->1832 1841 gini = 0.0 samples = 1 value = [1, 0] 1831->1841 1833 x13_2 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 1832->1833 1840 gini = 0.0 samples = 2 value = [2, 0] 1832->1840 1834 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1833->1834 1837 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1833->1837 1835 gini = 0.444 samples = 3 value = [2, 1] 1834->1835 1836 gini = 0.444 samples = 3 value = [2, 1] 1834->1836 1838 gini = 0.0 samples = 2 value = [2, 0] 1837->1838 1839 gini = 0.444 samples = 3 value = [2, 1] 1837->1839 1843 gini = 0.0 samples = 1 value = [0, 1] 1842->1843 1844 x2_NA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 1842->1844 1845 gini = 0.0 samples = 2 value = [2, 0] 1844->1845 1846 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1844->1846 1847 gini = 0.0 samples = 3 value = [3, 0] 1846->1847 1848 gini = 0.0 samples = 2 value = [0, 2] 1846->1848 1853 x12_100000000067 <= 0.5 gini = 0.351 samples = 75 value = [17, 58] 1852->1853 1896 gini = 0.0 samples = 2 value = [0, 2] 1852->1896 1854 x5_NA <= 0.5 gini = 0.368 samples = 70 value = [17, 53] 1853->1854 1895 gini = 0.0 samples = 5 value = [0, 5] 1853->1895 1855 x14_3 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 1854->1855 1860 x1_NY <= 0.5 gini = 0.49 samples = 35 value = [15, 20] 1854->1860 1856 x4_In-kind items and services <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 1855->1856 1859 gini = 0.0 samples = 18 value = [0, 18] 1855->1859 1857 gini = 0.0 samples = 14 value = [0, 14] 1856->1857 1858 gini = 0.444 samples = 3 value = [2, 1] 1856->1858 1861 x2_Non-Covered <= 0.5 gini = 0.493 samples = 34 value = [15, 19] 1860->1861 1894 gini = 0.0 samples = 1 value = [0, 1] 1860->1894 1862 x1_MN <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 1861->1862 1883 x14_3 <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 1861->1883 1863 x14_3 <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 1862->1863 1882 gini = 0.0 samples = 1 value = [1, 0] 1862->1882 1864 x1_NC <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 1863->1864 1881 gini = 0.0 samples = 1 value = [0, 1] 1863->1881 1865 x14_1 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 1864->1865 1880 gini = 0.0 samples = 2 value = [2, 0] 1864->1880 1866 x17_merck <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 1865->1866 1879 gini = 0.444 samples = 3 value = [2, 1] 1865->1879 1867 x1_IL <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 1866->1867 1878 gini = 0.0 samples = 1 value = [1, 0] 1866->1878 1868 x14_10 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 1867->1868 1877 gini = 0.0 samples = 1 value = [0, 1] 1867->1877 1869 x17_boehringer <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 1868->1869 1876 gini = 0.0 samples = 1 value = [1, 0] 1868->1876 1870 x1_WI <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 1869->1870 1875 gini = 0.0 samples = 1 value = [0, 1] 1869->1875 1871 x1_IN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1870->1871 1874 gini = 0.0 samples = 2 value = [2, 0] 1870->1874 1872 gini = 0.444 samples = 3 value = [1, 2] 1871->1872 1873 gini = 0.0 samples = 2 value = [0, 2] 1871->1873 1884 x1_NJ <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 1883->1884 1893 gini = 0.5 samples = 2 value = [1, 1] 1883->1893 1885 x4_Cash or cash equivalent <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 1884->1885 1888 x14_10 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 1884->1888 1886 gini = 0.444 samples = 3 value = [1, 2] 1885->1886 1887 gini = 0.0 samples = 4 value = [0, 4] 1885->1887 1889 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1888->1889 1892 gini = 0.0 samples = 2 value = [0, 2] 1888->1892 1890 gini = 0.444 samples = 3 value = [2, 1] 1889->1890 1891 gini = 0.5 samples = 2 value = [1, 1] 1889->1891 1898 x8_Yes <= 0.5 gini = 0.151 samples = 97 value = [89, 8] 1897->1898 1915 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 1897->1915 1899 x14_1 <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 1898->1899 1910 x12_100000000108 <= 0.5 gini = 0.081 samples = 71 value = [68, 3] 1898->1910 1900 x14_4 <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 1899->1900 1909 gini = 0.0 samples = 1 value = [1, 0] 1899->1909 1901 x4_Cash or cash equivalent <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 1900->1901 1908 gini = 0.0 samples = 4 value = [4, 0] 1900->1908 1902 x14_11 <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 1901->1902 1907 gini = 0.0 samples = 5 value = [5, 0] 1901->1907 1903 x14_12 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 1902->1903 1906 gini = 0.0 samples = 2 value = [0, 2] 1902->1906 1904 gini = 0.0 samples = 11 value = [11, 0] 1903->1904 1905 gini = 0.0 samples = 3 value = [0, 3] 1903->1905 1911 x15_Other <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 1910->1911 1914 gini = 0.0 samples = 65 value = [65, 0] 1910->1914 1912 gini = 0.375 samples = 4 value = [1, 3] 1911->1912 1913 gini = 0.0 samples = 2 value = [2, 0] 1911->1913 1916 x12_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1915->1916 1919 gini = 0.0 samples = 1 value = [1, 0] 1915->1919 1917 gini = 0.0 samples = 4 value = [4, 0] 1916->1917 1918 gini = 0.0 samples = 2 value = [0, 2] 1916->1918 1921 gini = 0.0 samples = 165 value = [0, 165] 1920->1921 1922 log_spend <= 1.532 gini = 0.346 samples = 9 value = [7, 2] 1920->1922 1923 gini = 0.0 samples = 1 value = [0, 1] 1922->1923 1924 x13_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 1922->1924 1925 gini = 0.0 samples = 7 value = [7, 0] 1924->1925 1926 gini = 0.0 samples = 1 value = [0, 1] 1924->1926 1929 x4_In-kind items and services <= 0.5 gini = 0.474 samples = 44 value = [17, 27] 1928->1929 1950 x16_immun <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 1928->1950 1930 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 1929->1930 1933 x15_cns <= 0.5 gini = 0.484 samples = 39 value = [16, 23] 1929->1933 1931 gini = 0.375 samples = 4 value = [1, 3] 1930->1931 1932 gini = 0.0 samples = 1 value = [0, 1] 1930->1932 1934 x14_3 <= 0.5 gini = 0.491 samples = 37 value = [16, 21] 1933->1934 1949 gini = 0.0 samples = 2 value = [0, 2] 1933->1949 1935 x17_other <= 0.5 gini = 0.489 samples = 33 value = [14, 19] 1934->1935 1948 gini = 0.5 samples = 4 value = [2, 2] 1934->1948 1936 gini = 0.0 samples = 3 value = [3, 0] 1935->1936 1937 x13_1 <= 0.5 gini = 0.464 samples = 30 value = [11, 19] 1935->1937 1938 x13_3 <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 1937->1938 1945 x8_No <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 1937->1945 1939 x12_100000000255 <= 0.5 gini = 0.42 samples = 20 value = [6, 14] 1938->1939 1942 x8_No <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 1938->1942 1940 gini = 0.0 samples = 6 value = [6, 0] 1939->1940 1941 gini = 0.0 samples = 14 value = [0, 14] 1939->1941 1943 gini = 0.0 samples = 2 value = [0, 2] 1942->1943 1944 gini = 0.0 samples = 3 value = [3, 0] 1942->1944 1946 gini = 0.0 samples = 3 value = [0, 3] 1945->1946 1947 gini = 0.0 samples = 2 value = [2, 0] 1945->1947 1951 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 1950->1951 1954 gini = 0.0 samples = 1 value = [0, 1] 1950->1954 1952 gini = 0.375 samples = 4 value = [3, 1] 1951->1952 1953 gini = 0.0 samples = 1 value = [1, 0] 1951->1953 1957 x15_Other <= 0.5 gini = 0.105 samples = 76022 value = [71801, 4221] 1956->1957 8284 x1_GA <= 0.5 gini = 0.036 samples = 4931 value = [4841, 90] 1956->8284 1958 x10_140 <= 0.5 gini = 0.164 samples = 40821 value = [37149, 3672] 1957->1958 5223 x12_100000000286 <= 0.5 gini = 0.031 samples = 35201 value = [34652, 549] 1957->5223 1959 x12_100000010579 <= 0.5 gini = 0.169 samples = 39447 value = [35775, 3672] 1958->1959 5222 gini = 0.0 samples = 1374 value = [1374, 0] 1958->5222 1960 x1_NJ <= 0.5 gini = 0.161 samples = 39247 value = [35773, 3474] 1959->1960 5205 x7_NC <= 0.5 gini = 0.02 samples = 200 value = [2, 198] 1959->5205 1961 x7_MA <= 0.5 gini = 0.215 samples = 23120 value = [20294, 2826] 1960->1961 3858 x5_Biological <= 0.5 gini = 0.077 samples = 16127 value = [15479, 648] 1960->3858 1962 x10_4060 <= 0.5 gini = 0.207 samples = 22698 value = [20036, 2662] 1961->1962 3771 x4_In-kind items and services <= 0.5 gini = 0.475 samples = 422 value = [258, 164] 1961->3771 1963 x16_other <= 0.5 gini = 0.211 samples = 22192 value = [19530, 2662] 1962->1963 3770 gini = 0.0 samples = 506 value = [506, 0] 1962->3770 1964 x17_boehringer <= 0.5 gini = 0.113 samples = 12278 value = [11537, 741] 1963->1964 2841 x10_6 <= 0.5 gini = 0.312 samples = 9914 value = [7993, 1921] 1963->2841 1965 x1_IL <= 0.5 gini = 0.072 samples = 10360 value = [9974, 386] 1964->1965 2698 x14_8 <= 0.5 gini = 0.302 samples = 1918 value = [1563, 355] 1964->2698 1966 x14_5 <= 0.5 gini = 0.078 samples = 9119 value = [8747, 372] 1965->1966 2577 x4_Cash or cash equivalent <= 0.5 gini = 0.022 samples = 1241 value = [1227, 14] 1965->2577 1967 x12_100000000146 <= 0.5 gini = 0.084 samples = 8265 value = [7902, 363] 1966->1967 2520 x12_100000000089 <= 0.5 gini = 0.021 samples = 854 value = [845, 9] 1966->2520 1968 x16_resp <= 0.5 gini = 0.056 samples = 6507 value = [6320, 187] 1967->1968 2473 x14_12 <= 0.5 gini = 0.18 samples = 1758 value = [1582, 176] 1967->2473 1969 x11_1 <= 0.5 gini = 0.077 samples = 4303 value = [4131, 172] 1968->1969 2448 x14_2 <= 0.5 gini = 0.014 samples = 2204 value = [2189, 15] 1968->2448 1970 x0_Great Britain (Uk) <= 0.5 gini = 0.1 samples = 2752 value = [2606, 146] 1969->1970 2329 x0_Great Britain (Uk) <= 0.5 gini = 0.033 samples = 1551 value = [1525, 26] 1969->2329 1971 x16_gastro <= 0.5 gini = 0.097 samples = 2746 value = [2605, 141] 1970->1971 2326 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 1970->2326 1972 x16_cardio <= 0.5 gini = 0.114 samples = 2330 value = [2189, 141] 1971->1972 2325 gini = 0.0 samples = 416 value = [416, 0] 1971->2325 1973 x12_0 <= 0.5 gini = 0.157 samples = 1361 value = [1244, 117] 1972->1973 2178 x13_0 <= 0.5 gini = 0.048 samples = 969 value = [945, 24] 1972->2178 1974 x7_MI <= 0.5 gini = 0.458 samples = 172 value = [111, 61] 1973->1974 2089 x11_90 <= 0.5 gini = 0.09 samples = 1189 value = [1133, 56] 1973->2089 1975 x11_20 <= 0.5 gini = 0.451 samples = 169 value = [111, 58] 1974->1975 2088 gini = 0.0 samples = 3 value = [0, 3] 1974->2088 1976 x5_Biological <= 0.5 gini = 0.463 samples = 159 value = [101, 58] 1975->1976 2087 gini = 0.0 samples = 10 value = [10, 0] 1975->2087 1977 x7_IL <= 0.5 gini = 0.462 samples = 155 value = [99, 56] 1976->1977 2086 gini = 0.5 samples = 4 value = [2, 2] 1976->2086 1978 x7_TN <= 0.5 gini = 0.463 samples = 151 value = [96, 55] 1977->1978 2085 gini = 0.375 samples = 4 value = [3, 1] 1977->2085 1979 x14_2 <= 0.5 gini = 0.461 samples = 144 value = [92, 52] 1978->1979 2082 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 1978->2082 1980 x7_MS <= 0.5 gini = 0.471 samples = 137 value = [85, 52] 1979->1980 2081 gini = 0.0 samples = 7 value = [7, 0] 1979->2081 1981 x7_TX <= 0.5 gini = 0.474 samples = 135 value = [83, 52] 1980->1981 2080 gini = 0.0 samples = 2 value = [2, 0] 1980->2080 1982 x7_AL <= 0.5 gini = 0.467 samples = 116 value = [73, 43] 1981->1982 2063 x14_1 <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 1981->2063 1983 x13_4 <= 0.5 gini = 0.475 samples = 111 value = [68, 43] 1982->1983 2062 gini = 0.0 samples = 5 value = [5, 0] 1982->2062 1984 x4_Cash or cash equivalent <= 0.5 gini = 0.462 samples = 91 value = [58, 33] 1983->1984 2041 x7_MT <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 1983->2041 1985 x7_NC <= 0.5 gini = 0.454 samples = 89 value = [58, 31] 1984->1985 2040 gini = 0.0 samples = 2 value = [0, 2] 1984->2040 1986 x7_MO <= 0.5 gini = 0.466 samples = 84 value = [53, 31] 1985->1986 2039 gini = 0.0 samples = 5 value = [5, 0] 1985->2039 1987 x13_1 <= 0.5 gini = 0.47 samples = 82 value = [51, 31] 1986->1987 2038 gini = 0.0 samples = 2 value = [2, 0] 1986->2038 1988 x14_4 <= 0.5 gini = 0.468 samples = 67 value = [42, 25] 1987->1988 2023 x14_12 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 1987->2023 1989 x7_WV <= 0.5 gini = 0.451 samples = 61 value = [40, 21] 1988->1989 2020 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 1988->2020 1990 x13_0 <= 0.5 gini = 0.444 samples = 60 value = [40, 20] 1989->1990 2019 gini = 0.0 samples = 1 value = [0, 1] 1989->2019 1991 log_spend <= 2.695 gini = 0.355 samples = 39 value = [30, 9] 1990->1991 2006 x7_GA <= 0.5 gini = 0.499 samples = 21 value = [10, 11] 1990->2006 1992 gini = 0.0 samples = 22 value = [22, 0] 1991->1992 1993 x7_NJ <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 1991->1993 1994 x9_0 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 1993->1994 2005 gini = 0.0 samples = 1 value = [1, 0] 1993->2005 1995 x13_2 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 1994->1995 2004 gini = 0.0 samples = 3 value = [3, 0] 1994->2004 1996 gini = 0.5 samples = 2 value = [1, 1] 1995->1996 1997 x14_6 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 1995->1997 1998 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 1997->1998 2003 gini = 0.444 samples = 3 value = [2, 1] 1997->2003 1999 log_spend <= 2.724 gini = 0.278 samples = 6 value = [1, 5] 1998->1999 2002 gini = 0.0 samples = 2 value = [0, 2] 1998->2002 2000 gini = 0.0 samples = 4 value = [0, 4] 1999->2000 2001 gini = 0.5 samples = 2 value = [1, 1] 1999->2001 2007 x7_CA <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 2006->2007 2018 gini = 0.0 samples = 1 value = [1, 0] 2006->2018 2008 x7_OR <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 2007->2008 2017 gini = 0.0 samples = 1 value = [0, 1] 2007->2017 2009 log_spend <= 2.704 gini = 0.492 samples = 16 value = [9, 7] 2008->2009 2016 gini = 0.0 samples = 3 value = [0, 3] 2008->2016 2010 gini = 0.0 samples = 8 value = [8, 0] 2009->2010 2011 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 2009->2011 2012 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 2011->2012 2015 gini = 0.0 samples = 1 value = [0, 1] 2011->2015 2013 gini = 0.0 samples = 3 value = [0, 3] 2012->2013 2014 gini = 0.375 samples = 4 value = [1, 3] 2012->2014 2021 gini = 0.5 samples = 4 value = [2, 2] 2020->2021 2022 gini = 0.0 samples = 2 value = [0, 2] 2020->2022 2024 x14_6 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 2023->2024 2037 gini = 0.0 samples = 1 value = [1, 0] 2023->2037 2025 x7_OK <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 2024->2025 2036 gini = 0.5 samples = 2 value = [1, 1] 2024->2036 2026 x7_CO <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 2025->2026 2035 gini = 0.0 samples = 1 value = [1, 0] 2025->2035 2027 x7_CA <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 2026->2027 2034 gini = 0.0 samples = 1 value = [1, 0] 2026->2034 2028 x14_8 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 2027->2028 2033 gini = 0.5 samples = 2 value = [1, 1] 2027->2033 2029 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 2028->2029 2032 gini = 0.444 samples = 3 value = [2, 1] 2028->2032 2030 gini = 0.5 samples = 2 value = [1, 1] 2029->2030 2031 gini = 0.444 samples = 3 value = [1, 2] 2029->2031 2042 x7_KS <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 2041->2042 2061 gini = 0.0 samples = 1 value = [1, 0] 2041->2061 2043 x9_69 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 2042->2043 2060 gini = 0.0 samples = 1 value = [1, 0] 2042->2060 2044 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 2043->2044 2049 x14_9 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 2043->2049 2045 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 2044->2045 2048 gini = 0.0 samples = 1 value = [0, 1] 2044->2048 2046 gini = 0.0 samples = 3 value = [0, 3] 2045->2046 2047 gini = 0.5 samples = 2 value = [1, 1] 2045->2047 2050 x7_AZ <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 2049->2050 2059 gini = 0.5 samples = 2 value = [1, 1] 2049->2059 2051 x7_DC <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 2050->2051 2058 gini = 0.0 samples = 1 value = [1, 0] 2050->2058 2052 x14_12 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 2051->2052 2057 gini = 0.0 samples = 1 value = [0, 1] 2051->2057 2053 x14_6 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 2052->2053 2056 gini = 0.0 samples = 1 value = [1, 0] 2052->2056 2054 gini = 0.5 samples = 4 value = [2, 2] 2053->2054 2055 gini = 0.444 samples = 3 value = [2, 1] 2053->2055 2064 x14_12 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 2063->2064 2079 gini = 0.0 samples = 1 value = [1, 0] 2063->2079 2065 x14_10 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 2064->2065 2078 gini = 0.5 samples = 2 value = [1, 1] 2064->2078 2066 x14_4 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 2065->2066 2077 gini = 0.444 samples = 3 value = [2, 1] 2065->2077 2067 x14_6 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 2066->2067 2076 gini = 0.0 samples = 2 value = [0, 2] 2066->2076 2068 x13_4 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 2067->2068 2075 gini = 0.0 samples = 2 value = [0, 2] 2067->2075 2069 x14_9 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 2068->2069 2074 gini = 0.0 samples = 1 value = [1, 0] 2068->2074 2070 x14_7 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 2069->2070 2073 gini = 0.444 samples = 3 value = [2, 1] 2069->2073 2071 gini = 0.444 samples = 3 value = [2, 1] 2070->2071 2072 gini = 0.5 samples = 2 value = [1, 1] 2070->2072 2083 gini = 0.375 samples = 4 value = [1, 3] 2082->2083 2084 gini = 0.0 samples = 3 value = [3, 0] 2082->2084 2090 x7_TN <= 0.5 gini = 0.023 samples = 1119 value = [1106, 13] 2089->2090 2169 x14_1 <= 0.5 gini = 0.474 samples = 70 value = [27, 43] 2089->2169 2091 x5_Device <= 0.5 gini = 0.024 samples = 1080 value = [1067, 13] 2090->2091 2168 gini = 0.0 samples = 39 value = [39, 0] 2090->2168 2092 x15_oncology <= 0.5 gini = 0.025 samples = 1035 value = [1022, 13] 2091->2092 2167 gini = 0.0 samples = 45 value = [45, 0] 2091->2167 2093 x4_In-kind items and services <= 0.5 gini = 0.042 samples = 421 value = [412, 9] 2092->2093 2150 x7_CA <= 0.5 gini = 0.013 samples = 614 value = [610, 4] 2092->2150 2094 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2093->2094 2097 x16_oncol <= 0.5 gini = 0.038 samples = 416 value = [408, 8] 2093->2097 2095 gini = 0.0 samples = 4 value = [4, 0] 2094->2095 2096 gini = 0.0 samples = 1 value = [0, 1] 2094->2096 2098 x14_2 <= 0.5 gini = 0.045 samples = 351 value = [343, 8] 2097->2098 2149 gini = 0.0 samples = 65 value = [65, 0] 2097->2149 2099 x7_NE <= 0.5 gini = 0.048 samples = 322 value = [314, 8] 2098->2099 2148 gini = 0.0 samples = 29 value = [29, 0] 2098->2148 2100 x0_United States <= 0.5 gini = 0.049 samples = 318 value = [310, 8] 2099->2100 2147 gini = 0.0 samples = 4 value = [4, 0] 2099->2147 2101 gini = 0.0 samples = 1 value = [0, 1] 2100->2101 2102 x7_OR <= 0.5 gini = 0.043 samples = 317 value = [310, 7] 2100->2102 2103 x7_MN <= 0.5 gini = 0.037 samples = 316 value = [310, 6] 2102->2103 2146 gini = 0.0 samples = 1 value = [0, 1] 2102->2146 2104 x14_10 <= 0.5 gini = 0.037 samples = 314 value = [308, 6] 2103->2104 2145 gini = 0.0 samples = 2 value = [2, 0] 2103->2145 2105 x13_2 <= 0.5 gini = 0.043 samples = 273 value = [267, 6] 2104->2105 2144 gini = 0.0 samples = 41 value = [41, 0] 2104->2144 2106 x7_IL <= 0.5 gini = 0.047 samples = 207 value = [202, 5] 2105->2106 2135 x10_0 <= 0.5 gini = 0.03 samples = 66 value = [65, 1] 2105->2135 2107 x7_PR <= 0.5 gini = 0.049 samples = 197 value = [192, 5] 2106->2107 2134 gini = 0.0 samples = 10 value = [10, 0] 2106->2134 2108 x7_VA <= 0.5 gini = 0.04 samples = 196 value = [192, 4] 2107->2108 2133 gini = 0.0 samples = 1 value = [0, 1] 2107->2133 2109 x10_710 <= 0.5 gini = 0.042 samples = 187 value = [183, 4] 2108->2109 2132 gini = 0.0 samples = 9 value = [9, 0] 2108->2132 2110 x14_11 <= 0.5 gini = 0.079 samples = 97 value = [93, 4] 2109->2110 2131 gini = 0.0 samples = 90 value = [90, 0] 2109->2131 2111 x14_12 <= 0.5 gini = 0.092 samples = 83 value = [79, 4] 2110->2111 2130 gini = 0.0 samples = 14 value = [14, 0] 2110->2130 2112 x7_NM <= 0.5 gini = 0.101 samples = 75 value = [71, 4] 2111->2112 2129 gini = 0.0 samples = 8 value = [8, 0] 2111->2129 2113 x5_Drug <= 0.5 gini = 0.102 samples = 74 value = [70, 4] 2112->2113 2128 gini = 0.0 samples = 1 value = [1, 0] 2112->2128 2114 gini = 0.0 samples = 34 value = [34, 0] 2113->2114 2115 x7_KY <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 2113->2115 2116 x7_LA <= 0.5 gini = 0.149 samples = 37 value = [34, 3] 2115->2116 2127 gini = 0.444 samples = 3 value = [2, 1] 2115->2127 2117 log_spend <= 2.823 gini = 0.157 samples = 35 value = [32, 3] 2116->2117 2126 gini = 0.0 samples = 2 value = [2, 0] 2116->2126 2118 gini = 0.0 samples = 26 value = [26, 0] 2117->2118 2119 x7_CO <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 2117->2119 2120 x13_1 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 2119->2120 2125 gini = 0.0 samples = 1 value = [1, 0] 2119->2125 2121 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2120->2121 2124 gini = 0.444 samples = 3 value = [1, 2] 2120->2124 2122 gini = 0.444 samples = 3 value = [2, 1] 2121->2122 2123 gini = 0.0 samples = 2 value = [2, 0] 2121->2123 2136 gini = 0.0 samples = 32 value = [32, 0] 2135->2136 2137 x14_3 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 2135->2137 2138 gini = 0.0 samples = 27 value = [27, 0] 2137->2138 2139 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2137->2139 2140 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2139->2140 2143 gini = 0.0 samples = 2 value = [2, 0] 2139->2143 2141 gini = 0.0 samples = 4 value = [4, 0] 2140->2141 2142 gini = 0.0 samples = 1 value = [0, 1] 2140->2142 2151 x1_PA <= 0.5 gini = 0.011 samples = 550 value = [547, 3] 2150->2151 2162 x1_PA <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 2150->2162 2152 x4_In-kind items and services <= 0.5 gini = 0.019 samples = 314 value = [311, 3] 2151->2152 2161 gini = 0.0 samples = 236 value = [236, 0] 2151->2161 2153 x14_6 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 2152->2153 2160 gini = 0.0 samples = 302 value = [302, 0] 2152->2160 2154 x13_1 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 2153->2154 2159 gini = 0.0 samples = 1 value = [1, 0] 2153->2159 2155 x5_Biological <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 2154->2155 2158 gini = 0.375 samples = 4 value = [3, 1] 2154->2158 2156 gini = 0.444 samples = 3 value = [1, 2] 2155->2156 2157 gini = 0.0 samples = 4 value = [4, 0] 2155->2157 2163 x1_CO <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 2162->2163 2166 gini = 0.0 samples = 16 value = [16, 0] 2162->2166 2164 gini = 0.0 samples = 45 value = [45, 0] 2163->2164 2165 gini = 0.444 samples = 3 value = [2, 1] 2163->2165 2170 x14_2 <= 0.5 gini = 0.495 samples = 60 value = [27, 33] 2169->2170 2177 gini = 0.0 samples = 10 value = [0, 10] 2169->2177 2171 x7_FL <= 0.5 gini = 0.498 samples = 51 value = [27, 24] 2170->2171 2176 gini = 0.0 samples = 9 value = [0, 9] 2170->2176 2172 x4_Cash or cash equivalent <= 0.5 gini = 0.497 samples = 48 value = [26, 22] 2171->2172 2175 gini = 0.444 samples = 3 value = [1, 2] 2171->2175 2173 gini = 0.0 samples = 26 value = [26, 0] 2172->2173 2174 gini = 0.0 samples = 22 value = [0, 22] 2172->2174 2179 x15_cardiology/vascular diseases <= 0.5 gini = 0.051 samples = 799 value = [778, 21] 2178->2179 2286 x14_4 <= 0.5 gini = 0.035 samples = 170 value = [167, 3] 2178->2286 2180 x13_6 <= 0.5 gini = 0.067 samples = 433 value = [418, 15] 2179->2180 2231 x7_NC <= 0.5 gini = 0.032 samples = 366 value = [360, 6] 2179->2231 2181 x7_AL <= 0.5 gini = 0.063 samples = 431 value = [417, 14] 2180->2181 2230 gini = 0.5 samples = 2 value = [1, 1] 2180->2230 2182 x5_Device <= 0.5 gini = 0.065 samples = 419 value = [405, 14] 2181->2182 2229 gini = 0.0 samples = 12 value = [12, 0] 2181->2229 2183 x7_IN <= 0.5 gini = 0.067 samples = 404 value = [390, 14] 2182->2183 2228 gini = 0.0 samples = 15 value = [15, 0] 2182->2228 2184 x17_other <= 0.5 gini = 0.064 samples = 394 value = [381, 13] 2183->2184 2221 x14_12 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 2183->2221 2185 x11_3 <= 0.5 gini = 0.361 samples = 38 value = [29, 9] 2184->2185 2188 x7_OR <= 0.5 gini = 0.022 samples = 356 value = [352, 4] 2184->2188 2186 gini = 0.0 samples = 29 value = [29, 0] 2185->2186 2187 gini = 0.0 samples = 9 value = [0, 9] 2185->2187 2189 x13_2 <= 0.5 gini = 0.022 samples = 355 value = [351, 4] 2188->2189 2220 gini = 0.0 samples = 1 value = [1, 0] 2188->2220 2190 x7_NC <= 0.5 gini = 0.007 samples = 267 value = [266, 1] 2189->2190 2195 x14_6 <= 0.5 gini = 0.066 samples = 88 value = [85, 3] 2189->2195 2191 gini = 0.0 samples = 262 value = [262, 0] 2190->2191 2192 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2190->2192 2193 gini = 0.0 samples = 3 value = [3, 0] 2192->2193 2194 gini = 0.5 samples = 2 value = [1, 1] 2192->2194 2196 x7_IL <= 0.5 gini = 0.07 samples = 83 value = [80, 3] 2195->2196 2219 gini = 0.0 samples = 5 value = [5, 0] 2195->2219 2197 x15_cardiovascular and metabolism <= 0.5 gini = 0.05 samples = 78 value = [76, 2] 2196->2197 2216 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2196->2216 2198 gini = 0.0 samples = 52 value = [52, 0] 2197->2198 2199 x7_NC <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 2197->2199 2200 x7_GA <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 2199->2200 2215 gini = 0.5 samples = 2 value = [1, 1] 2199->2215 2201 x7_TX <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 2200->2201 2214 gini = 0.0 samples = 2 value = [2, 0] 2200->2214 2202 x7_CO <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 2201->2202 2213 gini = 0.0 samples = 2 value = [2, 0] 2201->2213 2203 x14_12 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 2202->2203 2212 gini = 0.0 samples = 1 value = [1, 0] 2202->2212 2204 x7_MO <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 2203->2204 2211 gini = 0.0 samples = 2 value = [2, 0] 2203->2211 2205 x14_3 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 2204->2205 2210 gini = 0.0 samples = 1 value = [1, 0] 2204->2210 2206 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 2205->2206 2209 gini = 0.0 samples = 5 value = [5, 0] 2205->2209 2207 gini = 0.0 samples = 10 value = [10, 0] 2206->2207 2208 gini = 0.0 samples = 1 value = [0, 1] 2206->2208 2217 gini = 0.0 samples = 4 value = [4, 0] 2216->2217 2218 gini = 0.0 samples = 1 value = [0, 1] 2216->2218 2222 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 2221->2222 2227 gini = 0.0 samples = 1 value = [1, 0] 2221->2227 2223 x12_100000000286 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2222->2223 2226 gini = 0.0 samples = 1 value = [1, 0] 2222->2226 2224 gini = 0.0 samples = 7 value = [7, 0] 2223->2224 2225 gini = 0.0 samples = 1 value = [0, 1] 2223->2225 2232 x5_Drug <= 0.5 gini = 0.028 samples = 358 value = [353, 5] 2231->2232 2281 x11_30 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2231->2281 2233 x1_MA <= 0.5 gini = 0.055 samples = 178 value = [173, 5] 2232->2233 2280 gini = 0.0 samples = 180 value = [180, 0] 2232->2280 2234 gini = 0.0 samples = 21 value = [21, 0] 2233->2234 2235 x7_WA <= 0.5 gini = 0.062 samples = 157 value = [152, 5] 2233->2235 2236 x13_6 <= 0.5 gini = 0.063 samples = 154 value = [149, 5] 2235->2236 2279 gini = 0.0 samples = 3 value = [3, 0] 2235->2279 2237 x7_MN <= 0.5 gini = 0.064 samples = 152 value = [147, 5] 2236->2237 2278 gini = 0.0 samples = 2 value = [2, 0] 2236->2278 2238 x14_8 <= 0.5 gini = 0.064 samples = 151 value = [146, 5] 2237->2238 2277 gini = 0.0 samples = 1 value = [1, 0] 2237->2277 2239 x4_In-kind items and services <= 0.5 gini = 0.061 samples = 127 value = [123, 4] 2238->2239 2258 x7_IN <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 2238->2258 2240 gini = 0.0 samples = 76 value = [76, 0] 2239->2240 2241 log_spend <= 3.42 gini = 0.145 samples = 51 value = [47, 4] 2239->2241 2242 x7_PA <= 0.5 gini = 0.117 samples = 48 value = [45, 3] 2241->2242 2257 gini = 0.444 samples = 3 value = [2, 1] 2241->2257 2243 x7_NJ <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 2242->2243 2256 gini = 0.0 samples = 3 value = [3, 0] 2242->2256 2244 x7_TX <= 0.5 gini = 0.139 samples = 40 value = [37, 3] 2243->2244 2255 gini = 0.0 samples = 5 value = [5, 0] 2243->2255 2245 gini = 0.0 samples = 30 value = [30, 0] 2244->2245 2246 x13_3 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 2244->2246 2247 x14_3 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 2246->2247 2254 gini = 0.0 samples = 2 value = [2, 0] 2246->2254 2248 x14_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 2247->2248 2253 gini = 0.0 samples = 1 value = [1, 0] 2247->2253 2249 x13_1 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 2248->2249 2252 gini = 0.0 samples = 1 value = [1, 0] 2248->2252 2250 gini = 0.444 samples = 3 value = [1, 2] 2249->2250 2251 gini = 0.444 samples = 3 value = [2, 1] 2249->2251 2259 x7_MS <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 2258->2259 2276 gini = 0.0 samples = 1 value = [1, 0] 2258->2276 2260 x7_HI <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 2259->2260 2275 gini = 0.0 samples = 1 value = [1, 0] 2259->2275 2261 x13_3 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 2260->2261 2274 gini = 0.0 samples = 1 value = [1, 0] 2260->2274 2262 x7_NJ <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 2261->2262 2273 gini = 0.0 samples = 8 value = [8, 0] 2261->2273 2263 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 2262->2263 2272 gini = 0.0 samples = 1 value = [1, 0] 2262->2272 2264 x7_TN <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 2263->2264 2271 gini = 0.0 samples = 1 value = [1, 0] 2263->2271 2265 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 2264->2265 2270 gini = 0.0 samples = 1 value = [1, 0] 2264->2270 2266 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2265->2266 2269 gini = 0.0 samples = 4 value = [4, 0] 2265->2269 2267 gini = 0.375 samples = 4 value = [3, 1] 2266->2267 2268 gini = 0.0 samples = 2 value = [2, 0] 2266->2268 2282 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2281->2282 2285 gini = 0.0 samples = 2 value = [2, 0] 2281->2285 2283 gini = 0.444 samples = 3 value = [2, 1] 2282->2283 2284 gini = 0.0 samples = 3 value = [3, 0] 2282->2284 2287 x7_AZ <= 0.5 gini = 0.036 samples = 165 value = [162, 3] 2286->2287 2324 gini = 0.0 samples = 5 value = [5, 0] 2286->2324 2288 x15_cardiovascular <= 0.5 gini = 0.036 samples = 163 value = [160, 3] 2287->2288 2323 gini = 0.0 samples = 2 value = [2, 0] 2287->2323 2289 x14_2 <= 0.5 gini = 0.053 samples = 111 value = [108, 3] 2288->2289 2322 gini = 0.0 samples = 52 value = [52, 0] 2288->2322 2290 x14_8 <= 0.5 gini = 0.04 samples = 99 value = [97, 2] 2289->2290 2319 x7_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 2289->2319 2291 x7_CA <= 0.5 gini = 0.046 samples = 84 value = [82, 2] 2290->2291 2318 gini = 0.0 samples = 15 value = [15, 0] 2290->2318 2292 x7_WI <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 2291->2292 2313 x5_Device <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 2291->2313 2293 x15_cardiovascular and metabolism <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 2292->2293 2312 gini = 0.0 samples = 2 value = [2, 0] 2292->2312 2294 gini = 0.0 samples = 43 value = [43, 0] 2293->2294 2295 x1_NY <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 2293->2295 2296 gini = 0.0 samples = 10 value = [10, 0] 2295->2296 2297 x7_PA <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 2295->2297 2298 x14_10 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 2297->2298 2311 gini = 0.0 samples = 2 value = [2, 0] 2297->2311 2299 x7_KS <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 2298->2299 2310 gini = 0.0 samples = 4 value = [4, 0] 2298->2310 2300 x14_11 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 2299->2300 2309 gini = 0.0 samples = 1 value = [1, 0] 2299->2309 2301 x7_OK <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 2300->2301 2308 gini = 0.0 samples = 2 value = [2, 0] 2300->2308 2302 x7_NJ <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 2301->2302 2307 gini = 0.0 samples = 1 value = [1, 0] 2301->2307 2303 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 2302->2303 2306 gini = 0.0 samples = 1 value = [1, 0] 2302->2306 2304 gini = 0.0 samples = 8 value = [8, 0] 2303->2304 2305 gini = 0.0 samples = 1 value = [0, 1] 2303->2305 2314 x9_0 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2313->2314 2317 gini = 0.0 samples = 1 value = [1, 0] 2313->2317 2315 gini = 0.444 samples = 3 value = [2, 1] 2314->2315 2316 gini = 0.0 samples = 5 value = [5, 0] 2314->2316 2320 gini = 0.0 samples = 10 value = [10, 0] 2319->2320 2321 gini = 0.5 samples = 2 value = [1, 1] 2319->2321 2327 gini = 0.0 samples = 5 value = [0, 5] 2326->2327 2328 gini = 0.0 samples = 1 value = [1, 0] 2326->2328 2330 x4_Cash or cash equivalent <= 0.5 gini = 0.028 samples = 1547 value = [1525, 22] 2329->2330 2447 gini = 0.0 samples = 4 value = [0, 4] 2329->2447 2331 x16_immun <= 0.5 gini = 0.012 samples = 1516 value = [1507, 9] 2330->2331 2424 x15_immunology <= 0.5 gini = 0.487 samples = 31 value = [18, 13] 2330->2424 2332 x7_AL <= 0.5 gini = 0.03 samples = 593 value = [584, 9] 2331->2332 2423 gini = 0.0 samples = 923 value = [923, 0] 2331->2423 2333 x7_NY <= 0.5 gini = 0.028 samples = 573 value = [565, 8] 2332->2333 2414 x13_4 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 2332->2414 2334 x7_PR <= 0.5 gini = 0.025 samples = 543 value = [536, 7] 2333->2334 2409 x13_0 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 2333->2409 2335 x14_8 <= 0.5 gini = 0.026 samples = 531 value = [524, 7] 2334->2335 2408 gini = 0.0 samples = 12 value = [12, 0] 2334->2408 2336 x1_MA <= 0.5 gini = 0.021 samples = 478 value = [473, 5] 2335->2336 2393 x13_0 <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 2335->2393 2337 x7_PA <= 0.5 gini = 0.023 samples = 437 value = [432, 5] 2336->2337 2392 gini = 0.0 samples = 41 value = [41, 0] 2336->2392 2338 x16_oncol <= 0.5 gini = 0.025 samples = 403 value = [398, 5] 2337->2338 2391 gini = 0.0 samples = 34 value = [34, 0] 2337->2391 2339 gini = 0.0 samples = 4 value = [4, 0] 2338->2339 2340 x7_IL <= 0.5 gini = 0.025 samples = 399 value = [394, 5] 2338->2340 2341 x7_OR <= 0.5 gini = 0.026 samples = 373 value = [368, 5] 2340->2341 2390 gini = 0.0 samples = 26 value = [26, 0] 2340->2390 2342 x7_TX <= 0.5 gini = 0.021 samples = 370 value = [366, 4] 2341->2342 2389 gini = 0.444 samples = 3 value = [2, 1] 2341->2389 2343 x7_MS <= 0.5 gini = 0.023 samples = 346 value = [342, 4] 2342->2343 2388 gini = 0.0 samples = 24 value = [24, 0] 2342->2388 2344 x13_3 <= 0.5 gini = 0.024 samples = 327 value = [323, 4] 2343->2344 2387 gini = 0.0 samples = 19 value = [19, 0] 2343->2387 2345 x7_CT <= 0.5 gini = 0.031 samples = 252 value = [248, 4] 2344->2345 2386 gini = 0.0 samples = 75 value = [75, 0] 2344->2386 2346 x14_11 <= 0.5 gini = 0.032 samples = 247 value = [243, 4] 2345->2346 2385 gini = 0.0 samples = 5 value = [5, 0] 2345->2385 2347 x14_1 <= 0.5 gini = 0.035 samples = 223 value = [219, 4] 2346->2347 2384 gini = 0.0 samples = 24 value = [24, 0] 2346->2384 2348 x1_IN <= 0.5 gini = 0.031 samples = 193 value = [190, 3] 2347->2348 2377 x17_other <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 2347->2377 2349 x7_MD <= 0.5 gini = 0.012 samples = 168 value = [167, 1] 2348->2349 2362 x13_0 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 2348->2362 2350 x15_biooncology <= 0.5 gini = 0.012 samples = 162 value = [161, 1] 2349->2350 2361 gini = 0.0 samples = 6 value = [6, 0] 2349->2361 2351 x7_KY <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 2350->2351 2360 gini = 0.0 samples = 102 value = [102, 0] 2350->2360 2352 x13_1 <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 2351->2352 2359 gini = 0.0 samples = 6 value = [6, 0] 2351->2359 2353 gini = 0.0 samples = 46 value = [46, 0] 2352->2353 2354 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2352->2354 2355 x12_100000000286 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2354->2355 2358 gini = 0.0 samples = 1 value = [1, 0] 2354->2358 2356 gini = 0.444 samples = 3 value = [2, 1] 2355->2356 2357 gini = 0.0 samples = 4 value = [4, 0] 2355->2357 2363 x14_12 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 2362->2363 2372 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2362->2372 2364 x7_SC <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 2363->2364 2371 gini = 0.0 samples = 2 value = [2, 0] 2363->2371 2365 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 2364->2365 2370 gini = 0.0 samples = 1 value = [1, 0] 2364->2370 2366 gini = 0.0 samples = 11 value = [11, 0] 2365->2366 2367 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2365->2367 2368 gini = 0.0 samples = 4 value = [4, 0] 2367->2368 2369 gini = 0.0 samples = 1 value = [0, 1] 2367->2369 2373 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2372->2373 2376 gini = 0.0 samples = 1 value = [1, 0] 2372->2376 2374 gini = 0.0 samples = 3 value = [3, 0] 2373->2374 2375 gini = 0.5 samples = 2 value = [1, 1] 2373->2375 2378 gini = 0.0 samples = 3 value = [3, 0] 2377->2378 2379 x12_100000000203 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 2377->2379 2380 gini = 0.0 samples = 22 value = [22, 0] 2379->2380 2381 log_spend <= 3.092 gini = 0.32 samples = 5 value = [4, 1] 2379->2381 2382 gini = 0.0 samples = 3 value = [3, 0] 2381->2382 2383 gini = 0.5 samples = 2 value = [1, 1] 2381->2383 2394 x7_MI <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 2393->2394 2405 log_spend <= 3.208 gini = 0.153 samples = 12 value = [11, 1] 2393->2405 2395 x7_GA <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 2394->2395 2404 gini = 0.0 samples = 2 value = [2, 0] 2394->2404 2396 x7_IL <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 2395->2396 2403 gini = 0.0 samples = 5 value = [5, 0] 2395->2403 2397 x13_1 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 2396->2397 2402 gini = 0.0 samples = 1 value = [1, 0] 2396->2402 2398 gini = 0.0 samples = 23 value = [23, 0] 2397->2398 2399 x1_CA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 2397->2399 2400 gini = 0.375 samples = 4 value = [3, 1] 2399->2400 2401 gini = 0.0 samples = 6 value = [6, 0] 2399->2401 2406 gini = 0.0 samples = 11 value = [11, 0] 2405->2406 2407 gini = 0.0 samples = 1 value = [0, 1] 2405->2407 2410 x14_3 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 2409->2410 2413 gini = 0.0 samples = 4 value = [4, 0] 2409->2413 2411 gini = 0.0 samples = 23 value = [23, 0] 2410->2411 2412 gini = 0.444 samples = 3 value = [2, 1] 2410->2412 2415 x13_1 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 2414->2415 2422 gini = 0.0 samples = 3 value = [3, 0] 2414->2422 2416 x12_100000000203 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 2415->2416 2421 gini = 0.0 samples = 4 value = [4, 0] 2415->2421 2417 gini = 0.0 samples = 7 value = [7, 0] 2416->2417 2418 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2416->2418 2419 gini = 0.0 samples = 4 value = [4, 0] 2418->2419 2420 gini = 0.5 samples = 2 value = [1, 1] 2418->2420 2425 x12_100000000286 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 2424->2425 2432 x1_NC <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 2424->2432 2426 x1_IN <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 2425->2426 2431 gini = 0.0 samples = 5 value = [0, 5] 2425->2431 2427 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 2426->2427 2430 gini = 0.0 samples = 6 value = [6, 0] 2426->2430 2428 gini = 0.444 samples = 3 value = [2, 1] 2427->2428 2429 gini = 0.0 samples = 2 value = [0, 2] 2427->2429 2433 x7_DC <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 2432->2433 2446 gini = 0.0 samples = 1 value = [0, 1] 2432->2446 2434 log_spend <= 2.692 gini = 0.426 samples = 13 value = [9, 4] 2433->2434 2445 gini = 0.0 samples = 1 value = [1, 0] 2433->2445 2435 gini = 0.0 samples = 3 value = [3, 0] 2434->2435 2436 x14_4 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 2434->2436 2437 x14_8 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 2436->2437 2444 gini = 0.0 samples = 2 value = [0, 2] 2436->2444 2438 x7_IL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 2437->2438 2443 gini = 0.0 samples = 1 value = [1, 0] 2437->2443 2439 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 2438->2439 2442 gini = 0.0 samples = 1 value = [1, 0] 2438->2442 2440 gini = 0.0 samples = 4 value = [4, 0] 2439->2440 2441 gini = 0.0 samples = 2 value = [0, 2] 2439->2441 2449 x7_NM <= 0.5 gini = 0.015 samples = 1979 value = [1964, 15] 2448->2449 2472 gini = 0.0 samples = 225 value = [225, 0] 2448->2472 2450 x7_MN <= 0.5 gini = 0.015 samples = 1970 value = [1955, 15] 2449->2450 2471 gini = 0.0 samples = 9 value = [9, 0] 2449->2471 2451 x7_GA <= 0.5 gini = 0.014 samples = 1967 value = [1953, 14] 2450->2451 2470 gini = 0.444 samples = 3 value = [2, 1] 2450->2470 2452 x7_CA <= 0.5 gini = 0.015 samples = 1915 value = [1901, 14] 2451->2452 2469 gini = 0.0 samples = 52 value = [52, 0] 2451->2469 2453 x14_1 <= 0.5 gini = 0.016 samples = 1765 value = [1751, 14] 2452->2453 2468 gini = 0.0 samples = 150 value = [150, 0] 2452->2468 2454 x14_12 <= 0.5 gini = 0.018 samples = 1583 value = [1569, 14] 2453->2454 2467 gini = 0.0 samples = 182 value = [182, 0] 2453->2467 2455 x4_In-kind items and services <= 0.5 gini = 0.012 samples = 1469 value = [1460, 9] 2454->2455 2462 x13_1 <= 0.5 gini = 0.084 samples = 114 value = [109, 5] 2454->2462 2456 x14_10 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 2455->2456 2461 gini = 0.0 samples = 1456 value = [1456, 0] 2455->2461 2457 log_spend <= 2.912 gini = 0.18 samples = 10 value = [1, 9] 2456->2457 2460 gini = 0.0 samples = 3 value = [3, 0] 2456->2460 2458 gini = 0.0 samples = 1 value = [1, 0] 2457->2458 2459 gini = 0.0 samples = 9 value = [0, 9] 2457->2459 2463 x4_Cash or cash equivalent <= 0.5 gini = 0.108 samples = 87 value = [82, 5] 2462->2463 2466 gini = 0.0 samples = 27 value = [27, 0] 2462->2466 2464 gini = 0.0 samples = 82 value = [82, 0] 2463->2464 2465 gini = 0.0 samples = 5 value = [0, 5] 2463->2465 2474 log_spend <= 1.601 gini = 0.007 samples = 1488 value = [1483, 5] 2473->2474 2489 x15_cardiovascular and metabolism <= 0.5 gini = 0.464 samples = 270 value = [99, 171] 2473->2489 2475 x13_2 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 2474->2475 2484 x7_IL <= 0.5 gini = 0.004 samples = 1478 value = [1475, 3] 2474->2484 2476 x14_9 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 2475->2476 2483 gini = 0.0 samples = 1 value = [1, 0] 2475->2483 2477 x7_NE <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 2476->2477 2482 gini = 0.0 samples = 1 value = [1, 0] 2476->2482 2478 log_spend <= 1.316 gini = 0.245 samples = 7 value = [6, 1] 2477->2478 2481 gini = 0.0 samples = 1 value = [0, 1] 2477->2481 2479 gini = 0.0 samples = 6 value = [6, 0] 2478->2479 2480 gini = 0.0 samples = 1 value = [0, 1] 2478->2480 2485 x4_In-kind items and services <= 0.5 gini = 0.004 samples = 1400 value = [1397, 3] 2484->2485 2488 gini = 0.0 samples = 78 value = [78, 0] 2484->2488 2486 gini = 0.0 samples = 3 value = [0, 3] 2485->2486 2487 gini = 0.0 samples = 1397 value = [1397, 0] 2485->2487 2490 x7_NC <= 0.5 gini = 0.224 samples = 78 value = [68, 10] 2489->2490 2503 x13_0 <= 0.5 gini = 0.271 samples = 192 value = [31, 161] 2489->2503 2491 x7_NV <= 0.5 gini = 0.211 samples = 75 value = [66, 9] 2490->2491 2502 gini = 0.444 samples = 3 value = [2, 1] 2490->2502 2492 x13_3 <= 0.5 gini = 0.214 samples = 74 value = [65, 9] 2491->2492 2501 gini = 0.0 samples = 1 value = [1, 0] 2491->2501 2493 x7_PA <= 0.5 gini = 0.245 samples = 63 value = [54, 9] 2492->2493 2500 gini = 0.0 samples = 11 value = [11, 0] 2492->2500 2494 x7_TX <= 0.5 gini = 0.255 samples = 60 value = [51, 9] 2493->2494 2499 gini = 0.0 samples = 3 value = [3, 0] 2493->2499 2495 x13_6 <= 0.5 gini = 0.241 samples = 57 value = [49, 8] 2494->2495 2498 gini = 0.444 samples = 3 value = [2, 1] 2494->2498 2496 gini = 0.0 samples = 49 value = [49, 0] 2495->2496 2497 gini = 0.0 samples = 8 value = [0, 8] 2495->2497 2504 x13_3 <= 0.5 gini = 0.252 samples = 189 value = [28, 161] 2503->2504 2519 gini = 0.0 samples = 3 value = [3, 0] 2503->2519 2505 x7_KY <= 0.5 gini = 0.204 samples = 182 value = [21, 161] 2504->2505 2518 gini = 0.0 samples = 7 value = [7, 0] 2504->2518 2506 x7_CT <= 0.5 gini = 0.205 samples = 181 value = [21, 160] 2505->2506 2517 gini = 0.0 samples = 1 value = [0, 1] 2505->2517 2507 x7_MN <= 0.5 gini = 0.191 samples = 178 value = [19, 159] 2506->2507 2516 gini = 0.444 samples = 3 value = [2, 1] 2506->2516 2508 x7_WA <= 0.5 gini = 0.194 samples = 175 value = [19, 156] 2507->2508 2515 gini = 0.0 samples = 3 value = [0, 3] 2507->2515 2509 x7_NV <= 0.5 gini = 0.196 samples = 173 value = [19, 154] 2508->2509 2514 gini = 0.0 samples = 2 value = [0, 2] 2508->2514 2510 x13_6 <= 0.5 gini = 0.197 samples = 172 value = [19, 153] 2509->2510 2513 gini = 0.0 samples = 1 value = [0, 1] 2509->2513 2511 gini = 0.0 samples = 19 value = [19, 0] 2510->2511 2512 gini = 0.0 samples = 153 value = [0, 153] 2510->2512 2521 x17_other <= 0.5 gini = 0.019 samples = 851 value = [843, 8] 2520->2521 2576 gini = 0.444 samples = 3 value = [2, 1] 2520->2576 2522 x7_GA <= 0.5 gini = 0.046 samples = 253 value = [247, 6] 2521->2522 2553 x16_oncol <= 0.5 gini = 0.007 samples = 598 value = [596, 2] 2521->2553 2523 x12_100000000146 <= 0.5 gini = 0.041 samples = 239 value = [234, 5] 2522->2523 2550 x17_pfizer <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 2522->2550 2524 x7_OR <= 0.5 gini = 0.108 samples = 87 value = [82, 5] 2523->2524 2549 gini = 0.0 samples = 152 value = [152, 0] 2523->2549 2525 x15_oncology <= 0.5 gini = 0.11 samples = 86 value = [81, 5] 2524->2525 2548 gini = 0.0 samples = 1 value = [1, 0] 2524->2548 2526 gini = 0.0 samples = 40 value = [40, 0] 2525->2526 2527 x7_PA <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 2525->2527 2528 x9_0 <= 0.5 gini = 0.201 samples = 44 value = [39, 5] 2527->2528 2547 gini = 0.0 samples = 2 value = [2, 0] 2527->2547 2529 x7_FL <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 2528->2529 2546 gini = 0.0 samples = 26 value = [26, 0] 2528->2546 2530 x7_IN <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 2529->2530 2545 gini = 0.0 samples = 2 value = [2, 0] 2529->2545 2531 x13_3 <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 2530->2531 2544 gini = 0.0 samples = 1 value = [1, 0] 2530->2544 2532 x17_sanofi <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 2531->2532 2543 gini = 0.0 samples = 2 value = [2, 0] 2531->2543 2533 x13_0 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 2532->2533 2542 gini = 0.0 samples = 1 value = [1, 0] 2532->2542 2534 x11_0 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 2533->2534 2541 gini = 0.444 samples = 3 value = [2, 1] 2533->2541 2535 gini = 0.0 samples = 2 value = [2, 0] 2534->2535 2536 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 2534->2536 2537 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 2536->2537 2540 gini = 0.0 samples = 2 value = [0, 2] 2536->2540 2538 gini = 0.444 samples = 3 value = [2, 1] 2537->2538 2539 gini = 0.5 samples = 2 value = [1, 1] 2537->2539 2551 gini = 0.0 samples = 11 value = [11, 0] 2550->2551 2552 gini = 0.444 samples = 3 value = [2, 1] 2550->2552 2554 x13_2 <= 0.5 gini = 0.008 samples = 487 value = [485, 2] 2553->2554 2575 gini = 0.0 samples = 111 value = [111, 0] 2553->2575 2555 x16_cardio <= 0.5 gini = 0.006 samples = 353 value = [352, 1] 2554->2555 2570 x4_Cash or cash equivalent <= 0.5 gini = 0.015 samples = 134 value = [133, 1] 2554->2570 2556 x15_immunology <= 0.5 gini = 0.006 samples = 307 value = [306, 1] 2555->2556 2569 gini = 0.0 samples = 46 value = [46, 0] 2555->2569 2557 gini = 0.0 samples = 218 value = [218, 0] 2556->2557 2558 x1_IN <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 2556->2558 2559 gini = 0.0 samples = 80 value = [80, 0] 2558->2559 2560 x7_NY <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 2558->2560 2561 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2560->2561 2568 gini = 0.0 samples = 1 value = [1, 0] 2560->2568 2562 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2561->2562 2567 gini = 0.0 samples = 1 value = [1, 0] 2561->2567 2563 gini = 0.0 samples = 1 value = [1, 0] 2562->2563 2564 log_spend <= 0.927 gini = 0.278 samples = 6 value = [5, 1] 2562->2564 2565 gini = 0.0 samples = 1 value = [0, 1] 2564->2565 2566 gini = 0.0 samples = 5 value = [5, 0] 2564->2566 2571 gini = 0.0 samples = 127 value = [127, 0] 2570->2571 2572 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2570->2572 2573 gini = 0.0 samples = 4 value = [4, 0] 2572->2573 2574 gini = 0.444 samples = 3 value = [2, 1] 2572->2574 2578 x13_4 <= 0.5 gini = 0.019 samples = 1226 value = [1214, 12] 2577->2578 2695 x12_0 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 2577->2695 2579 x13_1 <= 0.5 gini = 0.013 samples = 1055 value = [1048, 7] 2578->2579 2674 log_spend <= 3.059 gini = 0.057 samples = 171 value = [166, 5] 2578->2674 2580 x14_1 <= 0.5 gini = 0.015 samples = 773 value = [767, 6] 2579->2580 2669 x14_3 <= 0.5 gini = 0.007 samples = 282 value = [281, 1] 2579->2669 2581 x7_NJ <= 0.5 gini = 0.017 samples = 710 value = [704, 6] 2580->2581 2668 gini = 0.0 samples = 63 value = [63, 0] 2580->2668 2582 x16_oncol <= 0.5 gini = 0.017 samples = 689 value = [683, 6] 2581->2582 2667 gini = 0.0 samples = 21 value = [21, 0] 2581->2667 2583 x13_2 <= 0.5 gini = 0.02 samples = 606 value = [600, 6] 2582->2583 2666 gini = 0.0 samples = 83 value = [83, 0] 2582->2666 2584 x7_NM <= 0.5 gini = 0.026 samples = 378 value = [373, 5] 2583->2584 2637 x14_7 <= 0.5 gini = 0.009 samples = 228 value = [227, 1] 2583->2637 2585 x14_7 <= 0.5 gini = 0.026 samples = 373 value = [368, 5] 2584->2585 2636 gini = 0.0 samples = 5 value = [5, 0] 2584->2636 2586 x7_OK <= 0.5 gini = 0.028 samples = 347 value = [342, 5] 2585->2586 2635 gini = 0.0 samples = 26 value = [26, 0] 2585->2635 2587 x13_6 <= 0.5 gini = 0.029 samples = 338 value = [333, 5] 2586->2587 2634 gini = 0.0 samples = 9 value = [9, 0] 2586->2634 2588 x7_WI <= 0.5 gini = 0.029 samples = 335 value = [330, 5] 2587->2588 2633 gini = 0.0 samples = 3 value = [3, 0] 2587->2633 2589 log_spend <= 2.641 gini = 0.03 samples = 333 value = [328, 5] 2588->2589 2632 gini = 0.0 samples = 2 value = [2, 0] 2588->2632 2590 gini = 0.0 samples = 148 value = [148, 0] 2589->2590 2591 x14_2 <= 0.5 gini = 0.053 samples = 185 value = [180, 5] 2589->2591 2592 x7_NC <= 0.5 gini = 0.062 samples = 155 value = [150, 5] 2591->2592 2631 gini = 0.0 samples = 30 value = [30, 0] 2591->2631 2593 x14_11 <= 0.5 gini = 0.064 samples = 150 value = [145, 5] 2592->2593 2630 gini = 0.0 samples = 5 value = [5, 0] 2592->2630 2594 x7_PA <= 0.5 gini = 0.076 samples = 126 value = [121, 5] 2593->2594 2629 gini = 0.0 samples = 24 value = [24, 0] 2593->2629 2595 x14_8 <= 0.5 gini = 0.082 samples = 117 value = [112, 5] 2594->2595 2628 gini = 0.0 samples = 9 value = [9, 0] 2594->2628 2596 x7_OR <= 0.5 gini = 0.088 samples = 109 value = [104, 5] 2595->2596 2627 gini = 0.0 samples = 8 value = [8, 0] 2595->2627 2597 log_spend <= 2.645 gini = 0.088 samples = 108 value = [103, 5] 2596->2597 2626 gini = 0.0 samples = 1 value = [1, 0] 2596->2626 2598 gini = 0.0 samples = 2 value = [0, 2] 2597->2598 2599 x7_KY <= 0.5 gini = 0.055 samples = 106 value = [103, 3] 2597->2599 2600 x14_12 <= 0.5 gini = 0.057 samples = 103 value = [100, 3] 2599->2600 2625 gini = 0.0 samples = 3 value = [3, 0] 2599->2625 2601 x14_3 <= 0.5 gini = 0.043 samples = 90 value = [88, 2] 2600->2601 2620 x13_3 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 2600->2620 2602 gini = 0.0 samples = 73 value = [73, 0] 2601->2602 2603 x7_AZ <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 2601->2603 2604 x7_CT <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 2603->2604 2619 gini = 0.0 samples = 1 value = [1, 0] 2603->2619 2605 x7_FL <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 2604->2605 2618 gini = 0.0 samples = 1 value = [1, 0] 2604->2618 2606 x7_NY <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 2605->2606 2617 gini = 0.0 samples = 6 value = [6, 0] 2605->2617 2607 x7_WV <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 2606->2607 2616 gini = 0.0 samples = 1 value = [1, 0] 2606->2616 2608 x7_PR <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 2607->2608 2615 gini = 0.0 samples = 1 value = [1, 0] 2607->2615 2609 x7_VA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2608->2609 2614 gini = 0.0 samples = 1 value = [0, 1] 2608->2614 2610 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2609->2610 2613 gini = 0.0 samples = 1 value = [1, 0] 2609->2613 2611 gini = 0.5 samples = 2 value = [1, 1] 2610->2611 2612 gini = 0.0 samples = 3 value = [3, 0] 2610->2612 2621 gini = 0.0 samples = 5 value = [5, 0] 2620->2621 2622 x7_MN <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2620->2622 2623 gini = 0.0 samples = 7 value = [7, 0] 2622->2623 2624 gini = 0.0 samples = 1 value = [0, 1] 2622->2624 2638 x14_12 <= 0.5 gini = 0.01 samples = 203 value = [202, 1] 2637->2638 2665 gini = 0.0 samples = 25 value = [25, 0] 2637->2665 2639 x7_PA <= 0.5 gini = 0.011 samples = 189 value = [188, 1] 2638->2639 2664 gini = 0.0 samples = 14 value = [14, 0] 2638->2664 2640 x7_GA <= 0.5 gini = 0.011 samples = 181 value = [180, 1] 2639->2640 2663 gini = 0.0 samples = 8 value = [8, 0] 2639->2663 2641 x14_2 <= 0.5 gini = 0.011 samples = 174 value = [173, 1] 2640->2641 2662 gini = 0.0 samples = 7 value = [7, 0] 2640->2662 2642 x7_SD <= 0.5 gini = 0.013 samples = 153 value = [152, 1] 2641->2642 2661 gini = 0.0 samples = 21 value = [21, 0] 2641->2661 2643 x7_KY <= 0.5 gini = 0.013 samples = 152 value = [151, 1] 2642->2643 2660 gini = 0.0 samples = 1 value = [1, 0] 2642->2660 2644 x7_NY <= 0.5 gini = 0.014 samples = 146 value = [145, 1] 2643->2644 2659 gini = 0.0 samples = 6 value = [6, 0] 2643->2659 2645 x7_FL <= 0.5 gini = 0.015 samples = 132 value = [131, 1] 2644->2645 2658 gini = 0.0 samples = 14 value = [14, 0] 2644->2658 2646 x14_3 <= 0.5 gini = 0.016 samples = 121 value = [120, 1] 2645->2646 2657 gini = 0.0 samples = 11 value = [11, 0] 2645->2657 2647 x7_OH <= 0.5 gini = 0.019 samples = 103 value = [102, 1] 2646->2647 2656 gini = 0.0 samples = 18 value = [18, 0] 2646->2656 2648 x14_4 <= 0.5 gini = 0.02 samples = 100 value = [99, 1] 2647->2648 2655 gini = 0.0 samples = 3 value = [3, 0] 2647->2655 2649 x7_KS <= 0.5 gini = 0.023 samples = 86 value = [85, 1] 2648->2649 2654 gini = 0.0 samples = 14 value = [14, 0] 2648->2654 2650 x7_AZ <= 0.5 gini = 0.024 samples = 82 value = [81, 1] 2649->2650 2653 gini = 0.0 samples = 4 value = [4, 0] 2649->2653 2651 gini = 0.0 samples = 80 value = [80, 0] 2650->2651 2652 gini = 0.5 samples = 2 value = [1, 1] 2650->2652 2670 x7_IA <= 0.5 gini = 0.008 samples = 251 value = [250, 1] 2669->2670 2673 gini = 0.0 samples = 31 value = [31, 0] 2669->2673 2671 gini = 0.0 samples = 249 value = [249, 0] 2670->2671 2672 gini = 0.5 samples = 2 value = [1, 1] 2670->2672 2675 x12_0 <= 0.5 gini = 0.013 samples = 149 value = [148, 1] 2674->2675 2682 x14_10 <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 2674->2682 2676 x7_MI <= 0.5 gini = 0.016 samples = 124 value = [123, 1] 2675->2676 2681 gini = 0.0 samples = 25 value = [25, 0] 2675->2681 2677 gini = 0.0 samples = 117 value = [117, 0] 2676->2677 2678 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2676->2678 2679 gini = 0.0 samples = 6 value = [6, 0] 2678->2679 2680 gini = 0.0 samples = 1 value = [0, 1] 2678->2680 2683 x7_MI <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 2682->2683 2694 gini = 0.0 samples = 4 value = [4, 0] 2682->2694 2684 x14_5 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 2683->2684 2693 gini = 0.5 samples = 2 value = [1, 1] 2683->2693 2685 x12_0 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 2684->2685 2692 gini = 0.0 samples = 2 value = [2, 0] 2684->2692 2686 x14_1 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 2685->2686 2691 gini = 0.0 samples = 3 value = [3, 0] 2685->2691 2687 x14_3 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 2686->2687 2690 gini = 0.0 samples = 1 value = [1, 0] 2686->2690 2688 gini = 0.0 samples = 7 value = [7, 0] 2687->2688 2689 gini = 0.0 samples = 3 value = [0, 3] 2687->2689 2696 gini = 0.0 samples = 2 value = [0, 2] 2695->2696 2697 gini = 0.0 samples = 13 value = [13, 0] 2695->2697 2699 x16_oncol <= 0.5 gini = 0.31 samples = 1762 value = [1424, 338] 2698->2699 2834 x7_GA <= 0.5 gini = 0.194 samples = 156 value = [139, 17] 2698->2834 2700 x15_cardiovascular <= 0.5 gini = 0.145 samples = 1334 value = [1229, 105] 2699->2700 2777 x13_3 <= 0.5 gini = 0.496 samples = 428 value = [195, 233] 2699->2777 2701 gini = 0.0 samples = 1026 value = [1026, 0] 2700->2701 2702 x14_9 <= 0.5 gini = 0.449 samples = 308 value = [203, 105] 2700->2702 2703 x13_2 <= 0.5 gini = 0.439 samples = 280 value = [189, 91] 2702->2703 2760 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 28 value = [14, 14] 2702->2760 2704 x7_OK <= 0.5 gini = 0.456 samples = 230 value = [149, 81] 2703->2704 2745 log_spend <= 3.08 gini = 0.32 samples = 50 value = [40, 10] 2703->2745 2705 x11_60 <= 0.5 gini = 0.458 samples = 228 value = [147, 81] 2704->2705 2744 gini = 0.0 samples = 2 value = [2, 0] 2704->2744 2706 x14_3 <= 0.5 gini = 0.219 samples = 168 value = [147, 21] 2705->2706 2743 gini = 0.0 samples = 60 value = [0, 60] 2705->2743 2707 x7_NC <= 0.5 gini = 0.238 samples = 152 value = [131, 21] 2706->2707 2742 gini = 0.0 samples = 16 value = [16, 0] 2706->2742 2708 x7_HI <= 0.5 gini = 0.232 samples = 149 value = [129, 20] 2707->2708 2741 gini = 0.444 samples = 3 value = [2, 1] 2707->2741 2709 x7_WI <= 0.5 gini = 0.234 samples = 148 value = [128, 20] 2708->2709 2740 gini = 0.0 samples = 1 value = [1, 0] 2708->2740 2710 x7_NJ <= 0.5 gini = 0.235 samples = 147 value = [127, 20] 2709->2710 2739 gini = 0.0 samples = 1 value = [1, 0] 2709->2739 2711 x13_4 <= 0.5 gini = 0.248 samples = 138 value = [118, 20] 2710->2711 2738 gini = 0.0 samples = 9 value = [9, 0] 2710->2738 2712 x14_11 <= 0.5 gini = 0.287 samples = 115 value = [95, 20] 2711->2712 2737 gini = 0.0 samples = 23 value = [23, 0] 2711->2737 2713 log_spend <= 2.336 gini = 0.313 samples = 103 value = [83, 20] 2712->2713 2736 gini = 0.0 samples = 12 value = [12, 0] 2712->2736 2714 x7_OH <= 0.5 gini = 0.495 samples = 31 value = [14, 17] 2713->2714 2727 x7_RI <= 0.5 gini = 0.08 samples = 72 value = [69, 3] 2713->2727 2715 x7_VA <= 0.5 gini = 0.485 samples = 29 value = [12, 17] 2714->2715 2726 gini = 0.0 samples = 2 value = [2, 0] 2714->2726 2716 x14_6 <= 0.5 gini = 0.477 samples = 28 value = [11, 17] 2715->2716 2725 gini = 0.0 samples = 1 value = [1, 0] 2715->2725 2717 x14_1 <= 0.5 gini = 0.435 samples = 25 value = [8, 17] 2716->2717 2724 gini = 0.0 samples = 3 value = [3, 0] 2716->2724 2718 x7_NV <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 2717->2718 2723 gini = 0.0 samples = 6 value = [0, 6] 2717->2723 2719 x0_United States <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 2718->2719 2722 gini = 0.0 samples = 3 value = [0, 3] 2718->2722 2720 gini = 0.0 samples = 8 value = [0, 8] 2719->2720 2721 gini = 0.0 samples = 8 value = [8, 0] 2719->2721 2728 x7_PR <= 0.5 gini = 0.081 samples = 71 value = [68, 3] 2727->2728 2735 gini = 0.0 samples = 1 value = [1, 0] 2727->2735 2729 x7_MD <= 0.5 gini = 0.082 samples = 70 value = [67, 3] 2728->2729 2734 gini = 0.0 samples = 1 value = [1, 0] 2728->2734 2730 x1_CT <= 0.5 gini = 0.083 samples = 69 value = [66, 3] 2729->2730 2733 gini = 0.0 samples = 1 value = [1, 0] 2729->2733 2731 gini = 0.0 samples = 3 value = [0, 3] 2730->2731 2732 gini = 0.0 samples = 66 value = [66, 0] 2730->2732 2746 x14_4 <= 0.5 gini = 0.172 samples = 42 value = [38, 4] 2745->2746 2757 x12_100000000234 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 2745->2757 2747 x14_3 <= 0.5 gini = 0.188 samples = 38 value = [34, 4] 2746->2747 2756 gini = 0.0 samples = 4 value = [4, 0] 2746->2756 2748 log_spend <= 2.449 gini = 0.231 samples = 30 value = [26, 4] 2747->2748 2755 gini = 0.0 samples = 8 value = [8, 0] 2747->2755 2749 x0_Netherlands <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 2748->2749 2752 x1_NA <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 2748->2752 2750 gini = 0.0 samples = 3 value = [3, 0] 2749->2750 2751 gini = 0.0 samples = 2 value = [0, 2] 2749->2751 2753 gini = 0.0 samples = 23 value = [23, 0] 2752->2753 2754 gini = 0.0 samples = 2 value = [0, 2] 2752->2754 2758 gini = 0.0 samples = 6 value = [0, 6] 2757->2758 2759 gini = 0.0 samples = 2 value = [2, 0] 2757->2759 2761 gini = 0.0 samples = 4 value = [0, 4] 2760->2761 2762 x7_CT <= 0.5 gini = 0.486 samples = 24 value = [14, 10] 2760->2762 2763 x13_1 <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 2762->2763 2776 gini = 0.0 samples = 2 value = [2, 0] 2762->2776 2764 x11_0 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 2763->2764 2775 gini = 0.0 samples = 4 value = [4, 0] 2763->2775 2765 gini = 0.0 samples = 5 value = [0, 5] 2764->2765 2766 x7_VA <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 2764->2766 2767 x7_GA <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 2766->2767 2774 gini = 0.0 samples = 1 value = [1, 0] 2766->2774 2768 x7_PA <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 2767->2768 2773 gini = 0.0 samples = 1 value = [1, 0] 2767->2773 2769 log_spend <= 2.953 gini = 0.494 samples = 9 value = [4, 5] 2768->2769 2772 gini = 0.0 samples = 2 value = [2, 0] 2768->2772 2770 gini = 0.0 samples = 4 value = [4, 0] 2769->2770 2771 gini = 0.0 samples = 5 value = [0, 5] 2769->2771 2778 x7_MN <= 0.5 gini = 0.486 samples = 353 value = [147, 206] 2777->2778 2831 x11_0 <= 0.5 gini = 0.461 samples = 75 value = [48, 27] 2777->2831 2779 x7_WA <= 0.5 gini = 0.494 samples = 330 value = [147, 183] 2778->2779 2830 gini = 0.0 samples = 23 value = [0, 23] 2778->2830 2780 x13_2 <= 0.5 gini = 0.496 samples = 321 value = [147, 174] 2779->2780 2829 gini = 0.0 samples = 9 value = [0, 9] 2779->2829 2781 x0_Germany <= 0.5 gini = 0.473 samples = 256 value = [98, 158] 2780->2781 2812 x14_12 <= 0.5 gini = 0.371 samples = 65 value = [49, 16] 2780->2812 2782 x13_0 <= 0.5 gini = 0.428 samples = 142 value = [98, 44] 2781->2782 2811 gini = 0.0 samples = 114 value = [0, 114] 2781->2811 2783 x7_MS <= 0.5 gini = 0.465 samples = 117 value = [74, 43] 2782->2783 2806 x14_6 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 2782->2806 2784 x7_WI <= 0.5 gini = 0.467 samples = 116 value = [73, 43] 2783->2784 2805 gini = 0.0 samples = 1 value = [1, 0] 2783->2805 2785 x7_SC <= 0.5 gini = 0.468 samples = 115 value = [72, 43] 2784->2785 2804 gini = 0.0 samples = 1 value = [1, 0] 2784->2804 2786 x14_3 <= 0.5 gini = 0.451 samples = 105 value = [69, 36] 2785->2786 2801 x11_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 2785->2801 2787 x12_0 <= 0.5 gini = 0.429 samples = 90 value = [62, 28] 2786->2787 2790 x7_CA <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 2786->2790 2788 gini = 0.0 samples = 62 value = [62, 0] 2787->2788 2789 gini = 0.0 samples = 28 value = [0, 28] 2787->2789 2791 x7_AZ <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 2790->2791 2800 gini = 0.0 samples = 2 value = [2, 0] 2790->2800 2792 x13_4 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 2791->2792 2799 gini = 0.0 samples = 1 value = [1, 0] 2791->2799 2793 gini = 0.444 samples = 3 value = [2, 1] 2792->2793 2794 x7_FL <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 2792->2794 2795 log_spend <= 3.069 gini = 0.375 samples = 8 value = [2, 6] 2794->2795 2798 gini = 0.0 samples = 1 value = [0, 1] 2794->2798 2796 gini = 0.0 samples = 2 value = [2, 0] 2795->2796 2797 gini = 0.0 samples = 6 value = [0, 6] 2795->2797 2802 gini = 0.0 samples = 7 value = [0, 7] 2801->2802 2803 gini = 0.0 samples = 3 value = [3, 0] 2801->2803 2807 x12_100000000234 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 2806->2807 2810 gini = 0.0 samples = 3 value = [3, 0] 2806->2810 2808 gini = 0.0 samples = 1 value = [0, 1] 2807->2808 2809 gini = 0.0 samples = 21 value = [21, 0] 2807->2809 2813 x7_CO <= 0.5 gini = 0.375 samples = 64 value = [48, 16] 2812->2813 2828 gini = 0.0 samples = 1 value = [1, 0] 2812->2828 2814 x14_6 <= 0.5 gini = 0.363 samples = 63 value = [48, 15] 2813->2814 2827 gini = 0.0 samples = 1 value = [0, 1] 2813->2827 2815 x14_5 <= 0.5 gini = 0.392 samples = 56 value = [41, 15] 2814->2815 2826 gini = 0.0 samples = 7 value = [7, 0] 2814->2826 2816 x0_Germany <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 2815->2816 2819 x7_MD <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 2815->2819 2817 gini = 0.0 samples = 32 value = [32, 0] 2816->2817 2818 gini = 0.0 samples = 1 value = [0, 1] 2816->2818 2820 x7_AL <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 2819->2820 2825 gini = 0.375 samples = 4 value = [1, 3] 2819->2825 2821 x12_100000000234 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 2820->2821 2824 gini = 0.0 samples = 1 value = [0, 1] 2820->2824 2822 gini = 0.0 samples = 10 value = [0, 10] 2821->2822 2823 gini = 0.0 samples = 8 value = [8, 0] 2821->2823 2832 gini = 0.0 samples = 27 value = [0, 27] 2831->2832 2833 gini = 0.0 samples = 48 value = [48, 0] 2831->2833 2835 x7_NE <= 0.5 gini = 0.202 samples = 149 value = [132, 17] 2834->2835 2840 gini = 0.0 samples = 7 value = [7, 0] 2834->2840 2836 x12_100000000234 <= 0.5 gini = 0.194 samples = 147 value = [131, 16] 2835->2836 2839 gini = 0.5 samples = 2 value = [1, 1] 2835->2839 2837 gini = 0.0 samples = 16 value = [0, 16] 2836->2837 2838 gini = 0.0 samples = 131 value = [131, 0] 2836->2838 2842 x1_MA <= 0.5 gini = 0.142 samples = 8507 value = [7855, 652] 2841->2842 3701 x4_In-kind items and services <= 0.5 gini = 0.177 samples = 1407 value = [138, 1269] 2841->3701 2843 log_spend <= 3.219 gini = 0.02 samples = 5770 value = [5712, 58] 2842->2843 3310 x5_Drug <= 0.5 gini = 0.34 samples = 2737 value = [2143, 594] 2842->3310 2844 x11_2 <= 0.5 gini = 0.015 samples = 5497 value = [5455, 42] 2843->2844 3235 x15_ophthalmology <= 0.5 gini = 0.11 samples = 273 value = [257, 16] 2843->3235 2845 x4_In-kind items and services <= 0.5 gini = 0.011 samples = 5365 value = [5335, 30] 2844->2845 3170 x7_OR <= 0.5 gini = 0.165 samples = 132 value = [120, 12] 2844->3170 2846 x7_KS <= 0.5 gini = 0.035 samples = 506 value = [497, 9] 2845->2846 2931 x12_0 <= 0.5 gini = 0.009 samples = 4859 value = [4838, 21] 2845->2931 2847 x7_AL <= 0.5 gini = 0.035 samples = 500 value = [491, 9] 2846->2847 2930 gini = 0.0 samples = 6 value = [6, 0] 2846->2930 2848 x13_4 <= 0.5 gini = 0.036 samples = 493 value = [484, 9] 2847->2848 2929 gini = 0.0 samples = 7 value = [7, 0] 2847->2929 2849 x1_TX <= 0.5 gini = 0.042 samples = 423 value = [414, 9] 2848->2849 2928 gini = 0.0 samples = 70 value = [70, 0] 2848->2928 2850 x7_CO <= 0.5 gini = 0.037 samples = 419 value = [411, 8] 2849->2850 2927 gini = 0.375 samples = 4 value = [3, 1] 2849->2927 2851 x11_60 <= 0.5 gini = 0.038 samples = 413 value = [405, 8] 2850->2851 2926 gini = 0.0 samples = 6 value = [6, 0] 2850->2926 2852 x5_Device <= 0.5 gini = 0.035 samples = 393 value = [386, 7] 2851->2852 2921 x13_2 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 2851->2921 2853 x13_3 <= 0.5 gini = 0.039 samples = 354 value = [347, 7] 2852->2853 2920 gini = 0.0 samples = 39 value = [39, 0] 2852->2920 2854 x12_100000000286 <= 0.5 gini = 0.045 samples = 261 value = [255, 6] 2853->2854 2905 x11_0 <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 2853->2905 2855 x14_10 <= 0.5 gini = 0.03 samples = 259 value = [255, 4] 2854->2855 2904 gini = 0.0 samples = 2 value = [0, 2] 2854->2904 2856 x7_FL <= 0.5 gini = 0.032 samples = 246 value = [242, 4] 2855->2856 2903 gini = 0.0 samples = 13 value = [13, 0] 2855->2903 2857 x14_4 <= 0.5 gini = 0.035 samples = 224 value = [220, 4] 2856->2857 2902 gini = 0.0 samples = 22 value = [22, 0] 2856->2902 2858 x7_NJ <= 0.5 gini = 0.04 samples = 198 value = [194, 4] 2857->2858 2901 gini = 0.0 samples = 26 value = [26, 0] 2857->2901 2859 x14_12 <= 0.5 gini = 0.042 samples = 188 value = [184, 4] 2858->2859 2900 gini = 0.0 samples = 10 value = [10, 0] 2858->2900 2860 x7_NY <= 0.5 gini = 0.033 samples = 180 value = [177, 3] 2859->2860 2891 x15_dermatology <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 2859->2891 2861 x7_NM <= 0.5 gini = 0.038 samples = 154 value = [151, 3] 2860->2861 2890 gini = 0.0 samples = 26 value = [26, 0] 2860->2890 2862 x12_0 <= 0.5 gini = 0.026 samples = 153 value = [151, 2] 2861->2862 2889 gini = 0.0 samples = 1 value = [0, 1] 2861->2889 2863 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2862->2863 2866 x14_11 <= 0.5 gini = 0.013 samples = 148 value = [147, 1] 2862->2866 2864 gini = 0.375 samples = 4 value = [3, 1] 2863->2864 2865 gini = 0.0 samples = 1 value = [1, 0] 2863->2865 2867 x13_1 <= 0.5 gini = 0.014 samples = 140 value = [139, 1] 2866->2867 2888 gini = 0.0 samples = 8 value = [8, 0] 2866->2888 2868 x1_IL <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 2867->2868 2887 gini = 0.0 samples = 51 value = [51, 0] 2867->2887 2869 x11_1 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 2868->2869 2886 gini = 0.0 samples = 38 value = [38, 0] 2868->2886 2870 x7_MO <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 2869->2870 2885 gini = 0.0 samples = 15 value = [15, 0] 2869->2885 2871 x11_15 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 2870->2871 2884 gini = 0.0 samples = 2 value = [2, 0] 2870->2884 2872 x7_SC <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 2871->2872 2883 gini = 0.0 samples = 7 value = [7, 0] 2871->2883 2873 x11_30 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 2872->2873 2882 gini = 0.0 samples = 2 value = [2, 0] 2872->2882 2874 x14_2 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 2873->2874 2881 gini = 0.0 samples = 3 value = [3, 0] 2873->2881 2875 x13_2 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 2874->2875 2880 gini = 0.0 samples = 3 value = [3, 0] 2874->2880 2876 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2875->2876 2879 gini = 0.0 samples = 13 value = [13, 0] 2875->2879 2877 gini = 0.0 samples = 4 value = [4, 0] 2876->2877 2878 gini = 0.5 samples = 2 value = [1, 1] 2876->2878 2892 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 2891->2892 2899 gini = 0.0 samples = 1 value = [1, 0] 2891->2899 2893 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2892->2893 2898 gini = 0.0 samples = 1 value = [1, 0] 2892->2898 2894 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2893->2894 2897 gini = 0.0 samples = 1 value = [1, 0] 2893->2897 2895 gini = 0.5 samples = 2 value = [1, 1] 2894->2895 2896 gini = 0.0 samples = 3 value = [3, 0] 2894->2896 2906 x1_IN <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 2905->2906 2919 gini = 0.0 samples = 50 value = [50, 0] 2905->2919 2907 x7_FL <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 2906->2907 2918 gini = 0.0 samples = 2 value = [2, 0] 2906->2918 2908 x14_8 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 2907->2908 2917 gini = 0.0 samples = 2 value = [2, 0] 2907->2917 2909 x14_1 <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 2908->2909 2916 gini = 0.0 samples = 3 value = [3, 0] 2908->2916 2910 x7_VA <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 2909->2910 2915 gini = 0.0 samples = 2 value = [2, 0] 2909->2915 2911 x12_0 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 2910->2911 2914 gini = 0.0 samples = 2 value = [2, 0] 2910->2914 2912 gini = 0.0 samples = 1 value = [0, 1] 2911->2912 2913 gini = 0.0 samples = 31 value = [31, 0] 2911->2913 2922 gini = 0.0 samples = 15 value = [15, 0] 2921->2922 2923 x1_NA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2921->2923 2924 gini = 0.0 samples = 4 value = [4, 0] 2923->2924 2925 gini = 0.0 samples = 1 value = [0, 1] 2923->2925 2932 x14_4 <= 0.5 gini = 0.002 samples = 3064 value = [3061, 3] 2931->2932 2965 x7_DC <= 0.5 gini = 0.02 samples = 1795 value = [1777, 18] 2931->2965 2933 x14_6 <= 0.5 gini = 0.002 samples = 2770 value = [2767, 3] 2932->2933 2964 gini = 0.0 samples = 294 value = [294, 0] 2932->2964 2934 x7_OH <= 0.5 gini = 0.002 samples = 2473 value = [2470, 3] 2933->2934 2963 gini = 0.0 samples = 297 value = [297, 0] 2933->2963 2935 x14_11 <= 0.5 gini = 0.003 samples = 2368 value = [2365, 3] 2934->2935 2962 gini = 0.0 samples = 105 value = [105, 0] 2934->2962 2936 x7_AZ <= 0.5 gini = 0.003 samples = 2133 value = [2130, 3] 2935->2936 2961 gini = 0.0 samples = 235 value = [235, 0] 2935->2961 2937 x7_GA <= 0.5 gini = 0.002 samples = 2069 value = [2067, 2] 2936->2937 2952 x1_NY <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 2936->2952 2938 gini = 0.0 samples = 1985 value = [1985, 0] 2937->2938 2939 x11_0 <= 0.5 gini = 0.046 samples = 84 value = [82, 2] 2937->2939 2940 x14_3 <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 2939->2940 2951 gini = 0.0 samples = 31 value = [31, 0] 2939->2951 2941 x13_2 <= 0.5 gini = 0.078 samples = 49 value = [47, 2] 2940->2941 2950 gini = 0.0 samples = 4 value = [4, 0] 2940->2950 2942 log_spend <= 3.157 gini = 0.097 samples = 39 value = [37, 2] 2941->2942 2949 gini = 0.0 samples = 10 value = [10, 0] 2941->2949 2943 x13_1 <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 2942->2943 2948 gini = 0.0 samples = 1 value = [0, 1] 2942->2948 2944 x11_1 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 2943->2944 2947 gini = 0.0 samples = 12 value = [12, 0] 2943->2947 2945 gini = 0.5 samples = 2 value = [1, 1] 2944->2945 2946 gini = 0.0 samples = 24 value = [24, 0] 2944->2946 2953 x13_3 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 2952->2953 2960 gini = 0.0 samples = 13 value = [13, 0] 2952->2960 2954 gini = 0.0 samples = 42 value = [42, 0] 2953->2954 2955 x17_other <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 2953->2955 2956 gini = 0.0 samples = 3 value = [3, 0] 2955->2956 2957 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 2955->2957 2958 gini = 0.0 samples = 4 value = [4, 0] 2957->2958 2959 gini = 0.5 samples = 2 value = [1, 1] 2957->2959 2966 x7_MN <= 0.5 gini = 0.02 samples = 1788 value = [1770, 18] 2965->2966 3169 gini = 0.0 samples = 7 value = [7, 0] 2965->3169 2967 x13_3 <= 0.5 gini = 0.019 samples = 1777 value = [1760, 17] 2966->2967 3160 x1_IL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 2966->3160 2968 x7_PA <= 0.5 gini = 0.02 samples = 1380 value = [1366, 14] 2967->2968 3131 x1_TX <= 0.5 gini = 0.015 samples = 397 value = [394, 3] 2967->3131 2969 x7_KS <= 0.5 gini = 0.021 samples = 1324 value = [1310, 14] 2968->2969 3130 gini = 0.0 samples = 56 value = [56, 0] 2968->3130 2970 x13_1 <= 0.5 gini = 0.018 samples = 1308 value = [1296, 12] 2969->2970 3115 x1_CA <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 2969->3115 2971 x15_hiv <= 0.5 gini = 0.024 samples = 921 value = [910, 11] 2970->2971 3082 x14_2 <= 0.5 gini = 0.005 samples = 387 value = [386, 1] 2970->3082 2972 x5_Drug <= 0.5 gini = 0.025 samples = 859 value = [848, 11] 2971->2972 3081 gini = 0.0 samples = 62 value = [62, 0] 2971->3081 2973 x14_12 <= 0.5 gini = 0.013 samples = 454 value = [451, 3] 2972->2973 3030 x14_8 <= 0.5 gini = 0.039 samples = 405 value = [397, 8] 2972->3030 2974 x7_VA <= 0.5 gini = 0.014 samples = 422 value = [419, 3] 2973->2974 3029 gini = 0.0 samples = 32 value = [32, 0] 2973->3029 2975 x14_11 <= 0.5 gini = 0.014 samples = 415 value = [412, 3] 2974->2975 3028 gini = 0.0 samples = 7 value = [7, 0] 2974->3028 2976 x14_5 <= 0.5 gini = 0.016 samples = 368 value = [365, 3] 2975->2976 3027 gini = 0.0 samples = 47 value = [47, 0] 2975->3027 2977 x7_CA <= 0.5 gini = 0.006 samples = 313 value = [312, 1] 2976->2977 3010 x1_TX <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 2976->3010 2978 x14_8 <= 0.5 gini = 0.007 samples = 277 value = [276, 1] 2977->2978 3009 gini = 0.0 samples = 36 value = [36, 0] 2977->3009 2979 x14_10 <= 0.5 gini = 0.008 samples = 247 value = [246, 1] 2978->2979 3008 gini = 0.0 samples = 30 value = [30, 0] 2978->3008 2980 x14_4 <= 0.5 gini = 0.01 samples = 206 value = [205, 1] 2979->2980 3007 gini = 0.0 samples = 41 value = [41, 0] 2979->3007 2981 x7_NJ <= 0.5 gini = 0.012 samples = 168 value = [167, 1] 2980->2981 3006 gini = 0.0 samples = 38 value = [38, 0] 2980->3006 2982 x7_MD <= 0.5 gini = 0.012 samples = 161 value = [160, 1] 2981->2982 3005 gini = 0.0 samples = 7 value = [7, 0] 2981->3005 2983 x1_CA <= 0.5 gini = 0.013 samples = 158 value = [157, 1] 2982->2983 3004 gini = 0.0 samples = 3 value = [3, 0] 2982->3004 2984 x7_TN <= 0.5 gini = 0.013 samples = 153 value = [152, 1] 2983->2984 3003 gini = 0.0 samples = 5 value = [5, 0] 2983->3003 2985 x14_6 <= 0.5 gini = 0.013 samples = 150 value = [149, 1] 2984->2985 3002 gini = 0.0 samples = 3 value = [3, 0] 2984->3002 2986 gini = 0.0 samples = 122 value = [122, 0] 2985->2986 2987 x7_GA <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 2985->2987 2988 x7_NY <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 2987->2988 3001 gini = 0.0 samples = 1 value = [1, 0] 2987->3001 2989 x7_MI <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 2988->2989 3000 gini = 0.0 samples = 3 value = [3, 0] 2988->3000 2990 x7_IL <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 2989->2990 2999 gini = 0.0 samples = 1 value = [1, 0] 2989->2999 2991 x7_LA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 2990->2991 2998 gini = 0.0 samples = 1 value = [1, 0] 2990->2998 2992 log_spend <= 2.352 gini = 0.095 samples = 20 value = [19, 1] 2991->2992 2997 gini = 0.0 samples = 2 value = [2, 0] 2991->2997 2993 x15_ophthalmology <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 2992->2993 2996 gini = 0.0 samples = 15 value = [15, 0] 2992->2996 2994 gini = 0.0 samples = 3 value = [3, 0] 2993->2994 2995 gini = 0.5 samples = 2 value = [1, 1] 2993->2995 3011 gini = 0.0 samples = 34 value = [34, 0] 3010->3011 3012 x7_NY <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 3010->3012 3013 x13_5 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 3012->3013 3026 gini = 0.0 samples = 2 value = [2, 0] 3012->3026 3014 x7_OK <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 3013->3014 3025 gini = 0.0 samples = 1 value = [1, 0] 3013->3025 3015 x7_NJ <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 3014->3015 3024 gini = 0.0 samples = 1 value = [1, 0] 3014->3024 3016 x7_MD <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 3015->3016 3023 gini = 0.0 samples = 1 value = [1, 0] 3015->3023 3017 log_spend <= 2.323 gini = 0.231 samples = 15 value = [13, 2] 3016->3017 3022 gini = 0.0 samples = 1 value = [1, 0] 3016->3022 3018 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 3017->3018 3021 gini = 0.0 samples = 10 value = [10, 0] 3017->3021 3019 gini = 0.5 samples = 4 value = [2, 2] 3018->3019 3020 gini = 0.0 samples = 1 value = [1, 0] 3018->3020 3031 x1_CA <= 0.5 gini = 0.041 samples = 378 value = [370, 8] 3030->3031 3080 gini = 0.0 samples = 27 value = [27, 0] 3030->3080 3032 x7_OH <= 0.5 gini = 0.016 samples = 242 value = [240, 2] 3031->3032 3063 log_spend <= 2.686 gini = 0.084 samples = 136 value = [130, 6] 3031->3063 3033 x1_IL <= 0.5 gini = 0.009 samples = 232 value = [231, 1] 3032->3033 3054 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 3032->3054 3034 x1_PA <= 0.5 gini = 0.01 samples = 204 value = [203, 1] 3033->3034 3053 gini = 0.0 samples = 28 value = [28, 0] 3033->3053 3035 x13_4 <= 0.5 gini = 0.01 samples = 200 value = [199, 1] 3034->3035 3052 gini = 0.0 samples = 4 value = [4, 0] 3034->3052 3036 x7_GA <= 0.5 gini = 0.013 samples = 149 value = [148, 1] 3035->3036 3051 gini = 0.0 samples = 51 value = [51, 0] 3035->3051 3037 x1_NC <= 0.5 gini = 0.014 samples = 139 value = [138, 1] 3036->3037 3050 gini = 0.0 samples = 10 value = [10, 0] 3036->3050 3038 x7_AL <= 0.5 gini = 0.018 samples = 109 value = [108, 1] 3037->3038 3049 gini = 0.0 samples = 30 value = [30, 0] 3037->3049 3039 x14_2 <= 0.5 gini = 0.019 samples = 104 value = [103, 1] 3038->3039 3048 gini = 0.0 samples = 5 value = [5, 0] 3038->3048 3040 x14_10 <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 3039->3040 3047 gini = 0.0 samples = 11 value = [11, 0] 3039->3047 3041 gini = 0.0 samples = 81 value = [81, 0] 3040->3041 3042 x15_neuroscience <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 3040->3042 3043 log_spend <= 3.052 gini = 0.165 samples = 11 value = [10, 1] 3042->3043 3046 gini = 0.0 samples = 1 value = [1, 0] 3042->3046 3044 gini = 0.0 samples = 9 value = [9, 0] 3043->3044 3045 gini = 0.5 samples = 2 value = [1, 1] 3043->3045 3055 x1_RI <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3054->3055 3062 gini = 0.0 samples = 2 value = [2, 0] 3054->3062 3056 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3055->3056 3061 gini = 0.0 samples = 1 value = [1, 0] 3055->3061 3057 x1_GA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3056->3057 3060 gini = 0.0 samples = 2 value = [2, 0] 3056->3060 3058 gini = 0.375 samples = 4 value = [3, 1] 3057->3058 3059 gini = 0.0 samples = 1 value = [1, 0] 3057->3059 3064 x13_0 <= 0.5 gini = 0.168 samples = 65 value = [59, 6] 3063->3064 3079 gini = 0.0 samples = 71 value = [71, 0] 3063->3079 3065 x7_MO <= 0.5 gini = 0.284 samples = 35 value = [29, 6] 3064->3065 3078 gini = 0.0 samples = 30 value = [30, 0] 3064->3078 3066 x13_2 <= 0.5 gini = 0.291 samples = 34 value = [28, 6] 3065->3066 3077 gini = 0.0 samples = 1 value = [1, 0] 3065->3077 3067 x15_endocrinology <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 3066->3067 3076 gini = 0.0 samples = 16 value = [16, 0] 3066->3076 3068 x7_FL <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 3067->3068 3075 gini = 0.0 samples = 3 value = [3, 0] 3067->3075 3069 x7_NE <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 3068->3069 3074 gini = 0.444 samples = 3 value = [1, 2] 3068->3074 3070 log_spend <= 2.67 gini = 0.397 samples = 11 value = [8, 3] 3069->3070 3073 gini = 0.0 samples = 1 value = [0, 1] 3069->3073 3071 gini = 0.0 samples = 8 value = [8, 0] 3070->3071 3072 gini = 0.0 samples = 3 value = [0, 3] 3070->3072 3083 x5_Drug <= 0.5 gini = 0.006 samples = 359 value = [358, 1] 3082->3083 3114 gini = 0.0 samples = 28 value = [28, 0] 3082->3114 3084 x7_OR <= 0.5 gini = 0.012 samples = 169 value = [168, 1] 3083->3084 3113 gini = 0.0 samples = 190 value = [190, 0] 3083->3113 3085 x7_TX <= 0.5 gini = 0.012 samples = 167 value = [166, 1] 3084->3085 3112 gini = 0.0 samples = 2 value = [2, 0] 3084->3112 3086 x7_NJ <= 0.5 gini = 0.014 samples = 140 value = [139, 1] 3085->3086 3111 gini = 0.0 samples = 27 value = [27, 0] 3085->3111 3087 x14_8 <= 0.5 gini = 0.015 samples = 133 value = [132, 1] 3086->3087 3110 gini = 0.0 samples = 7 value = [7, 0] 3086->3110 3088 x7_FL <= 0.5 gini = 0.017 samples = 120 value = [119, 1] 3087->3088 3109 gini = 0.0 samples = 13 value = [13, 0] 3087->3109 3089 x7_OH <= 0.5 gini = 0.018 samples = 110 value = [109, 1] 3088->3089 3108 gini = 0.0 samples = 10 value = [10, 0] 3088->3108 3090 x5_Biological <= 0.5 gini = 0.019 samples = 103 value = [102, 1] 3089->3090 3107 gini = 0.0 samples = 7 value = [7, 0] 3089->3107 3091 x7_AZ <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 3090->3091 3106 gini = 0.0 samples = 6 value = [6, 0] 3090->3106 3092 x14_12 <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 3091->3092 3105 gini = 0.0 samples = 4 value = [4, 0] 3091->3105 3093 x14_6 <= 0.5 gini = 0.025 samples = 78 value = [77, 1] 3092->3093 3104 gini = 0.0 samples = 15 value = [15, 0] 3092->3104 3094 gini = 0.0 samples = 68 value = [68, 0] 3093->3094 3095 x7_TN <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 3093->3095 3096 x1_TX <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 3095->3096 3103 gini = 0.0 samples = 1 value = [1, 0] 3095->3103 3097 gini = 0.0 samples = 2 value = [2, 0] 3096->3097 3098 x7_CO <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3096->3098 3099 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3098->3099 3102 gini = 0.0 samples = 2 value = [2, 0] 3098->3102 3100 gini = 0.0 samples = 3 value = [3, 0] 3099->3100 3101 gini = 0.5 samples = 2 value = [1, 1] 3099->3101 3116 x13_5 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 3115->3116 3129 gini = 0.0 samples = 3 value = [3, 0] 3115->3129 3117 x1_KY <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 3116->3117 3128 gini = 0.0 samples = 1 value = [1, 0] 3116->3128 3118 x14_11 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 3117->3118 3127 gini = 0.0 samples = 2 value = [2, 0] 3117->3127 3119 x5_Device <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 3118->3119 3126 gini = 0.0 samples = 1 value = [1, 0] 3118->3126 3120 gini = 0.0 samples = 2 value = [2, 0] 3119->3120 3121 x1_IL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 3119->3121 3122 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 3121->3122 3125 gini = 0.0 samples = 2 value = [2, 0] 3121->3125 3123 gini = 0.5 samples = 2 value = [1, 1] 3122->3123 3124 gini = 0.444 samples = 3 value = [2, 1] 3122->3124 3132 gini = 0.0 samples = 331 value = [331, 0] 3131->3132 3133 x7_AZ <= 0.5 gini = 0.087 samples = 66 value = [63, 3] 3131->3133 3134 x7_IL <= 0.5 gini = 0.088 samples = 65 value = [62, 3] 3133->3134 3159 gini = 0.0 samples = 1 value = [1, 0] 3133->3159 3135 x14_8 <= 0.5 gini = 0.1 samples = 57 value = [54, 3] 3134->3135 3158 gini = 0.0 samples = 8 value = [8, 0] 3134->3158 3136 x14_3 <= 0.5 gini = 0.107 samples = 53 value = [50, 3] 3135->3136 3157 gini = 0.0 samples = 4 value = [4, 0] 3135->3157 3137 x14_6 <= 0.5 gini = 0.12 samples = 47 value = [44, 3] 3136->3137 3156 gini = 0.0 samples = 6 value = [6, 0] 3136->3156 3138 x14_9 <= 0.5 gini = 0.089 samples = 43 value = [41, 2] 3137->3138 3155 gini = 0.375 samples = 4 value = [3, 1] 3137->3155 3139 x7_PA <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 3138->3139 3146 x7_RI <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 3138->3146 3140 x7_IA <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 3139->3140 3145 gini = 0.0 samples = 1 value = [1, 0] 3139->3145 3141 x7_MI <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 3140->3141 3144 gini = 0.0 samples = 2 value = [2, 0] 3140->3144 3142 gini = 0.0 samples = 28 value = [28, 0] 3141->3142 3143 gini = 0.0 samples = 1 value = [0, 1] 3141->3143 3147 x7_NC <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 3146->3147 3154 gini = 0.0 samples = 1 value = [1, 0] 3146->3154 3148 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3147->3148 3153 gini = 0.0 samples = 2 value = [2, 0] 3147->3153 3149 x7_MO <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3148->3149 3152 gini = 0.0 samples = 1 value = [1, 0] 3148->3152 3150 gini = 0.0 samples = 6 value = [6, 0] 3149->3150 3151 gini = 0.0 samples = 1 value = [0, 1] 3149->3151 3161 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3160->3161 3168 gini = 0.0 samples = 3 value = [3, 0] 3160->3168 3162 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3161->3162 3167 gini = 0.0 samples = 2 value = [2, 0] 3161->3167 3163 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3162->3163 3166 gini = 0.0 samples = 1 value = [1, 0] 3162->3166 3164 gini = 0.375 samples = 4 value = [3, 1] 3163->3164 3165 gini = 0.0 samples = 1 value = [1, 0] 3163->3165 3171 x7_IL <= 0.5 gini = 0.168 samples = 130 value = [118, 12] 3170->3171 3234 gini = 0.0 samples = 2 value = [2, 0] 3170->3234 3172 x7_MO <= 0.5 gini = 0.184 samples = 117 value = [105, 12] 3171->3172 3233 gini = 0.0 samples = 13 value = [13, 0] 3171->3233 3173 x14_8 <= 0.5 gini = 0.149 samples = 111 value = [102, 9] 3172->3173 3230 x15_dermatology <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 3172->3230 3174 log_spend <= 3.102 gini = 0.137 samples = 95 value = [88, 7] 3173->3174 3219 x7_KS <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 3173->3219 3175 x7_NJ <= 0.5 gini = 0.12 samples = 94 value = [88, 6] 3174->3175 3218 gini = 0.0 samples = 1 value = [0, 1] 3174->3218 3176 x7_CT <= 0.5 gini = 0.121 samples = 93 value = [87, 6] 3175->3176 3217 gini = 0.0 samples = 1 value = [1, 0] 3175->3217 3177 x1_GA <= 0.5 gini = 0.126 samples = 89 value = [83, 6] 3176->3177 3216 gini = 0.0 samples = 4 value = [4, 0] 3176->3216 3178 x1_NY <= 0.5 gini = 0.14 samples = 79 value = [73, 6] 3177->3178 3215 gini = 0.0 samples = 10 value = [10, 0] 3177->3215 3179 x14_5 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 3178->3179 3188 x7_OH <= 0.5 gini = 0.183 samples = 49 value = [44, 5] 3178->3188 3180 x7_AL <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 3179->3180 3187 gini = 0.0 samples = 3 value = [3, 0] 3179->3187 3181 x13_1 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 3180->3181 3186 gini = 0.0 samples = 1 value = [1, 0] 3180->3186 3182 x1_TX <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 3181->3182 3185 gini = 0.0 samples = 3 value = [3, 0] 3181->3185 3183 gini = 0.0 samples = 22 value = [22, 0] 3182->3183 3184 gini = 0.0 samples = 1 value = [0, 1] 3182->3184 3189 log_spend <= 2.817 gini = 0.19 samples = 47 value = [42, 5] 3188->3189 3214 gini = 0.0 samples = 2 value = [2, 0] 3188->3214 3190 x7_KY <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 3189->3190 3207 x15_dermatology <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 3189->3207 3191 x7_WI <= 0.5 gini = 0.121 samples = 31 value = [29, 2] 3190->3191 3206 gini = 0.0 samples = 4 value = [4, 0] 3190->3206 3192 x14_1 <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 3191->3192 3205 gini = 0.0 samples = 1 value = [1, 0] 3191->3205 3193 x14_2 <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 3192->3193 3204 gini = 0.0 samples = 2 value = [2, 0] 3192->3204 3194 x5_Drug <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 3193->3194 3203 gini = 0.0 samples = 1 value = [1, 0] 3193->3203 3195 x13_0 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 3194->3195 3202 gini = 0.0 samples = 14 value = [14, 0] 3194->3202 3196 x14_12 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 3195->3196 3201 gini = 0.0 samples = 2 value = [2, 0] 3195->3201 3197 x7_TX <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 3196->3197 3200 gini = 0.0 samples = 2 value = [2, 0] 3196->3200 3198 gini = 0.0 samples = 7 value = [7, 0] 3197->3198 3199 gini = 0.0 samples = 2 value = [0, 2] 3197->3199 3208 x14_7 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 3207->3208 3213 gini = 0.0 samples = 2 value = [2, 0] 3207->3213 3209 log_spend <= 2.848 gini = 0.219 samples = 8 value = [7, 1] 3208->3209 3212 gini = 0.0 samples = 2 value = [0, 2] 3208->3212 3210 gini = 0.5 samples = 2 value = [1, 1] 3209->3210 3211 gini = 0.0 samples = 6 value = [6, 0] 3209->3211 3220 x15_ophthalmology <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 3219->3220 3229 gini = 0.0 samples = 1 value = [1, 0] 3219->3229 3221 gini = 0.0 samples = 7 value = [7, 0] 3220->3221 3222 x7_WI <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 3220->3222 3223 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 3222->3223 3228 gini = 0.0 samples = 1 value = [1, 0] 3222->3228 3224 log_spend <= 2.674 gini = 0.32 samples = 5 value = [4, 1] 3223->3224 3227 gini = 0.5 samples = 2 value = [1, 1] 3223->3227 3225 gini = 0.0 samples = 1 value = [0, 1] 3224->3225 3226 gini = 0.0 samples = 4 value = [4, 0] 3224->3226 3231 gini = 0.375 samples = 4 value = [1, 3] 3230->3231 3232 gini = 0.0 samples = 2 value = [2, 0] 3230->3232 3236 x4_In-kind items and services <= 0.5 gini = 0.086 samples = 221 value = [211, 10] 3235->3236 3287 x5_Biological <= 0.5 gini = 0.204 samples = 52 value = [46, 6] 3235->3287 3237 x7_OH <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 3236->3237 3248 x15_neurology <= 0.5 gini = 0.02 samples = 203 value = [201, 2] 3236->3248 3238 x15_cardiac arrhythmias and heart failure <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 3237->3238 3247 gini = 0.0 samples = 2 value = [2, 0] 3237->3247 3239 x15_dermatology <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 3238->3239 3246 gini = 0.5 samples = 4 value = [2, 2] 3238->3246 3240 x7_WA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 3239->3240 3245 gini = 0.375 samples = 4 value = [3, 1] 3239->3245 3241 x12_0 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 3240->3241 3244 gini = 0.0 samples = 1 value = [0, 1] 3240->3244 3242 gini = 0.0 samples = 4 value = [0, 4] 3241->3242 3243 gini = 0.0 samples = 3 value = [3, 0] 3241->3243 3249 x15_dermatology <= 0.5 gini = 0.024 samples = 168 value = [166, 2] 3248->3249 3286 gini = 0.0 samples = 35 value = [35, 0] 3248->3286 3250 x13_0 <= 0.5 gini = 0.027 samples = 145 value = [143, 2] 3249->3250 3285 gini = 0.0 samples = 23 value = [23, 0] 3249->3285 3251 x13_1 <= 0.5 gini = 0.016 samples = 128 value = [127, 1] 3250->3251 3272 x1_IL <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 3250->3272 3252 x14_8 <= 0.5 gini = 0.022 samples = 90 value = [89, 1] 3251->3252 3271 gini = 0.0 samples = 38 value = [38, 0] 3251->3271 3253 x14_7 <= 0.5 gini = 0.023 samples = 85 value = [84, 1] 3252->3253 3270 gini = 0.0 samples = 5 value = [5, 0] 3252->3270 3254 x14_2 <= 0.5 gini = 0.026 samples = 77 value = [76, 1] 3253->3254 3269 gini = 0.0 samples = 8 value = [8, 0] 3253->3269 3255 x14_1 <= 0.5 gini = 0.029 samples = 69 value = [68, 1] 3254->3255 3268 gini = 0.0 samples = 8 value = [8, 0] 3254->3268 3256 x14_12 <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 3255->3256 3267 gini = 0.0 samples = 4 value = [4, 0] 3255->3267 3257 x5_Drug <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 3256->3257 3266 gini = 0.0 samples = 13 value = [13, 0] 3256->3266 3258 x5_Biological <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 3257->3258 3265 gini = 0.0 samples = 6 value = [6, 0] 3257->3265 3259 gini = 0.0 samples = 23 value = [23, 0] 3258->3259 3260 x14_11 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 3258->3260 3261 x14_5 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 3260->3261 3264 gini = 0.0 samples = 4 value = [4, 0] 3260->3264 3262 gini = 0.0 samples = 18 value = [18, 0] 3261->3262 3263 gini = 0.0 samples = 1 value = [0, 1] 3261->3263 3273 gini = 0.0 samples = 7 value = [7, 0] 3272->3273 3274 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 3272->3274 3275 x7_TN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 3274->3275 3284 gini = 0.0 samples = 1 value = [1, 0] 3274->3284 3276 x7_MO <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3275->3276 3283 gini = 0.0 samples = 1 value = [1, 0] 3275->3283 3277 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3276->3277 3282 gini = 0.0 samples = 1 value = [1, 0] 3276->3282 3278 x15_endocrinology <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3277->3278 3281 gini = 0.0 samples = 1 value = [1, 0] 3277->3281 3279 gini = 0.0 samples = 4 value = [4, 0] 3278->3279 3280 gini = 0.5 samples = 2 value = [1, 1] 3278->3280 3288 log_spend <= 3.271 gini = 0.245 samples = 42 value = [36, 6] 3287->3288 3309 gini = 0.0 samples = 10 value = [10, 0] 3287->3309 3289 x7_OH <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 3288->3289 3302 x13_0 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 3288->3302 3290 x4_Cash or cash equivalent <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 3289->3290 3301 gini = 0.0 samples = 3 value = [3, 0] 3289->3301 3291 x13_0 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 3290->3291 3300 gini = 0.0 samples = 1 value = [1, 0] 3290->3300 3292 x11_0 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 3291->3292 3299 gini = 0.0 samples = 1 value = [1, 0] 3291->3299 3293 gini = 0.0 samples = 1 value = [0, 1] 3292->3293 3294 x14_11 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 3292->3294 3295 x14_10 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 3294->3295 3298 gini = 0.0 samples = 1 value = [1, 0] 3294->3298 3296 gini = 0.0 samples = 3 value = [0, 3] 3295->3296 3297 gini = 0.375 samples = 4 value = [3, 1] 3295->3297 3303 gini = 0.0 samples = 19 value = [19, 0] 3302->3303 3304 x1_TX <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 3302->3304 3305 gini = 0.0 samples = 3 value = [3, 0] 3304->3305 3306 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3304->3306 3307 gini = 0.0 samples = 3 value = [3, 0] 3306->3307 3308 gini = 0.444 samples = 3 value = [2, 1] 3306->3308 3311 x13_4 <= 0.5 gini = 0.498 samples = 974 value = [457, 517] 3310->3311 3466 x7_GA <= 0.5 gini = 0.084 samples = 1763 value = [1686, 77] 3310->3466 3312 x14_9 <= 0.5 gini = 0.492 samples = 907 value = [396, 511] 3311->3312 3451 x14_9 <= 0.5 gini = 0.163 samples = 67 value = [61, 6] 3311->3451 3313 x11_1 <= 0.5 gini = 0.488 samples = 880 value = [371, 509] 3312->3313 3434 x7_TN <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 3312->3434 3314 gini = 0.0 samples = 48 value = [48, 0] 3313->3314 3315 log_spend <= 1.952 gini = 0.475 samples = 832 value = [323, 509] 3313->3315 3316 x7_CT <= 0.5 gini = 0.275 samples = 589 value = [97, 492] 3315->3316 3385 x7_PA <= 0.5 gini = 0.13 samples = 243 value = [226, 17] 3315->3385 3317 x13_1 <= 0.5 gini = 0.271 samples = 587 value = [95, 492] 3316->3317 3384 gini = 0.0 samples = 2 value = [2, 0] 3316->3384 3318 x7_NC <= 0.5 gini = 0.221 samples = 515 value = [65, 450] 3317->3318 3379 x4_Cash or cash equivalent <= 0.5 gini = 0.486 samples = 72 value = [30, 42] 3317->3379 3319 x7_FL <= 0.5 gini = 0.239 samples = 468 value = [65, 403] 3318->3319 3378 gini = 0.0 samples = 47 value = [0, 47] 3318->3378 3320 x14_4 <= 0.5 gini = 0.228 samples = 464 value = [61, 403] 3319->3320 3377 gini = 0.0 samples = 4 value = [4, 0] 3319->3377 3321 x7_PA <= 0.5 gini = 0.202 samples = 455 value = [52, 403] 3320->3321 3376 gini = 0.0 samples = 9 value = [9, 0] 3320->3376 3322 x7_MN <= 0.5 gini = 0.198 samples = 450 value = [50, 400] 3321->3322 3373 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 3321->3373 3323 x14_11 <= 0.5 gini = 0.201 samples = 440 value = [50, 390] 3322->3323 3372 gini = 0.0 samples = 10 value = [0, 10] 3322->3372 3324 x7_UT <= 0.5 gini = 0.18 samples = 431 value = [43, 388] 3323->3324 3369 x13_5 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 3323->3369 3325 log_spend <= 1.608 gini = 0.182 samples = 426 value = [43, 383] 3324->3325 3368 gini = 0.0 samples = 5 value = [0, 5] 3324->3368 3326 gini = 0.0 samples = 30 value = [30, 0] 3325->3326 3327 x14_6 <= 0.5 gini = 0.064 samples = 396 value = [13, 383] 3325->3327 3328 x13_0 <= 0.5 gini = 0.061 samples = 384 value = [12, 372] 3327->3328 3365 x12_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 3327->3365 3329 x7_IL <= 0.5 gini = 0.061 samples = 378 value = [12, 366] 3328->3329 3364 gini = 0.0 samples = 6 value = [0, 6] 3328->3364 3330 x7_CA <= 0.5 gini = 0.059 samples = 363 value = [11, 352] 3329->3330 3361 x4_Cash or cash equivalent <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 3329->3361 3331 x14_8 <= 0.5 gini = 0.063 samples = 338 value = [11, 327] 3330->3331 3360 gini = 0.0 samples = 25 value = [0, 25] 3330->3360 3332 x7_NH <= 0.5 gini = 0.085 samples = 246 value = [11, 235] 3331->3332 3359 gini = 0.0 samples = 92 value = [0, 92] 3331->3359 3333 x7_MI <= 0.5 gini = 0.096 samples = 217 value = [11, 206] 3332->3333 3358 gini = 0.0 samples = 29 value = [0, 29] 3332->3358 3334 x13_3 <= 0.5 gini = 0.072 samples = 214 value = [8, 206] 3333->3334 3357 gini = 0.0 samples = 3 value = [3, 0] 3333->3357 3335 x7_IN <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 3334->3335 3350 x4_In-kind items and services <= 0.5 gini = 0.058 samples = 167 value = [5, 162] 3334->3350 3336 x4_Cash or cash equivalent <= 0.5 gini = 0.124 samples = 45 value = [3, 42] 3335->3336 3349 gini = 0.0 samples = 2 value = [0, 2] 3335->3349 3337 gini = 0.0 samples = 2 value = [2, 0] 3336->3337 3338 x7_NY <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 3336->3338 3339 x7_WI <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 3338->3339 3348 gini = 0.0 samples = 30 value = [0, 30] 3338->3348 3340 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 3339->3340 3347 gini = 0.0 samples = 5 value = [0, 5] 3339->3347 3341 x7_MT <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 3340->3341 3346 gini = 0.0 samples = 1 value = [0, 1] 3340->3346 3342 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 3341->3342 3345 gini = 0.0 samples = 1 value = [0, 1] 3341->3345 3343 gini = 0.0 samples = 5 value = [0, 5] 3342->3343 3344 gini = 0.0 samples = 1 value = [1, 0] 3342->3344 3351 x7_IN <= 0.5 gini = 0.047 samples = 166 value = [4, 162] 3350->3351 3356 gini = 0.0 samples = 1 value = [1, 0] 3350->3356 3352 x12_100000000193 <= 0.5 gini = 0.048 samples = 163 value = [4, 159] 3351->3352 3355 gini = 0.0 samples = 3 value = [0, 3] 3351->3355 3353 gini = 0.0 samples = 4 value = [4, 0] 3352->3353 3354 gini = 0.0 samples = 159 value = [0, 159] 3352->3354 3362 gini = 0.0 samples = 1 value = [1, 0] 3361->3362 3363 gini = 0.0 samples = 14 value = [0, 14] 3361->3363 3366 gini = 0.0 samples = 11 value = [0, 11] 3365->3366 3367 gini = 0.0 samples = 1 value = [1, 0] 3365->3367 3370 gini = 0.0 samples = 7 value = [7, 0] 3369->3370 3371 gini = 0.0 samples = 2 value = [0, 2] 3369->3371 3374 gini = 0.375 samples = 4 value = [1, 3] 3373->3374 3375 gini = 0.0 samples = 1 value = [1, 0] 3373->3375 3380 gini = 0.0 samples = 20 value = [20, 0] 3379->3380 3381 log_spend <= 1.54 gini = 0.311 samples = 52 value = [10, 42] 3379->3381 3382 gini = 0.0 samples = 10 value = [10, 0] 3381->3382 3383 gini = 0.0 samples = 42 value = [0, 42] 3381->3383 3386 x7_CO <= 0.5 gini = 0.115 samples = 229 value = [215, 14] 3385->3386 3427 x4_Cash or cash equivalent <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 3385->3427 3387 x7_IL <= 0.5 gini = 0.101 samples = 224 value = [212, 12] 3386->3387 3424 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 3386->3424 3388 x7_KS <= 0.5 gini = 0.056 samples = 209 value = [203, 6] 3387->3388 3415 x14_3 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 3387->3415 3389 x12_0 <= 0.5 gini = 0.057 samples = 205 value = [199, 6] 3388->3389 3414 gini = 0.0 samples = 4 value = [4, 0] 3388->3414 3390 x7_NY <= 0.5 gini = 0.093 samples = 123 value = [117, 6] 3389->3390 3413 gini = 0.0 samples = 82 value = [82, 0] 3389->3413 3391 x7_NJ <= 0.5 gini = 0.101 samples = 113 value = [107, 6] 3390->3391 3412 gini = 0.0 samples = 10 value = [10, 0] 3390->3412 3392 x13_2 <= 0.5 gini = 0.109 samples = 104 value = [98, 6] 3391->3392 3411 gini = 0.0 samples = 9 value = [9, 0] 3391->3411 3393 x7_UT <= 0.5 gini = 0.12 samples = 78 value = [73, 5] 3392->3393 3408 x14_4 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 3392->3408 3394 x13_1 <= 0.5 gini = 0.1 samples = 76 value = [72, 4] 3393->3394 3407 gini = 0.5 samples = 2 value = [1, 1] 3393->3407 3395 x4_In-kind items and services <= 0.5 gini = 0.122 samples = 46 value = [43, 3] 3394->3395 3402 x14_3 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 3394->3402 3396 x7_OH <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 3395->3396 3401 gini = 0.0 samples = 39 value = [39, 0] 3395->3401 3397 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 3396->3397 3400 gini = 0.0 samples = 1 value = [0, 1] 3396->3400 3398 gini = 0.375 samples = 4 value = [3, 1] 3397->3398 3399 gini = 0.5 samples = 2 value = [1, 1] 3397->3399 3403 x4_In-kind items and services <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 3402->3403 3406 gini = 0.0 samples = 4 value = [4, 0] 3402->3406 3404 gini = 0.0 samples = 1 value = [0, 1] 3403->3404 3405 gini = 0.0 samples = 25 value = [25, 0] 3403->3405 3409 gini = 0.0 samples = 22 value = [22, 0] 3408->3409 3410 gini = 0.375 samples = 4 value = [3, 1] 3408->3410 3416 x12_0 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 3415->3416 3423 gini = 0.0 samples = 1 value = [0, 1] 3415->3423 3417 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 3416->3417 3422 gini = 0.0 samples = 7 value = [7, 0] 3416->3422 3418 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 3417->3418 3421 gini = 0.0 samples = 1 value = [0, 1] 3417->3421 3419 gini = 0.375 samples = 4 value = [1, 3] 3418->3419 3420 gini = 0.5 samples = 2 value = [1, 1] 3418->3420 3425 gini = 0.375 samples = 4 value = [3, 1] 3424->3425 3426 gini = 0.0 samples = 1 value = [0, 1] 3424->3426 3428 gini = 0.0 samples = 8 value = [8, 0] 3427->3428 3429 x14_10 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 3427->3429 3430 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 3429->3430 3433 gini = 0.0 samples = 1 value = [1, 0] 3429->3433 3431 gini = 0.0 samples = 3 value = [0, 3] 3430->3431 3432 gini = 0.0 samples = 2 value = [2, 0] 3430->3432 3435 x7_OH <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 3434->3435 3450 gini = 0.0 samples = 2 value = [2, 0] 3434->3450 3436 x11_1 <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 3435->3436 3449 gini = 0.0 samples = 1 value = [1, 0] 3435->3449 3437 gini = 0.0 samples = 3 value = [3, 0] 3436->3437 3438 x7_SC <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 3436->3438 3439 x12_100000000193 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 3438->3439 3448 gini = 0.0 samples = 2 value = [2, 0] 3438->3448 3440 gini = 0.0 samples = 5 value = [5, 0] 3439->3440 3441 x7_TX <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 3439->3441 3442 x7_MI <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 3441->3442 3447 gini = 0.0 samples = 1 value = [1, 0] 3441->3447 3443 log_spend <= 1.61 gini = 0.278 samples = 12 value = [10, 2] 3442->3443 3446 gini = 0.0 samples = 1 value = [1, 0] 3442->3446 3444 gini = 0.444 samples = 3 value = [1, 2] 3443->3444 3445 gini = 0.0 samples = 9 value = [9, 0] 3443->3445 3452 x12_0 <= 0.5 gini = 0.172 samples = 63 value = [57, 6] 3451->3452 3465 gini = 0.0 samples = 4 value = [4, 0] 3451->3465 3453 x14_3 <= 0.5 gini = 0.284 samples = 35 value = [29, 6] 3452->3453 3464 gini = 0.0 samples = 28 value = [28, 0] 3452->3464 3454 x4_Cash or cash equivalent <= 0.5 gini = 0.312 samples = 31 value = [25, 6] 3453->3454 3463 gini = 0.0 samples = 4 value = [4, 0] 3453->3463 3455 gini = 0.0 samples = 23 value = [23, 0] 3454->3455 3456 x7_NC <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 3454->3456 3457 x7_AZ <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 3456->3457 3462 gini = 0.0 samples = 1 value = [0, 1] 3456->3462 3458 log_spend <= 2.821 gini = 0.48 samples = 5 value = [2, 3] 3457->3458 3461 gini = 0.0 samples = 2 value = [0, 2] 3457->3461 3459 gini = 0.0 samples = 3 value = [0, 3] 3458->3459 3460 gini = 0.0 samples = 2 value = [2, 0] 3458->3460 3467 x13_6 <= 0.5 gini = 0.083 samples = 1700 value = [1626, 74] 3466->3467 3690 x13_3 <= 0.5 gini = 0.091 samples = 63 value = [60, 3] 3466->3690 3468 x7_OH <= 0.5 gini = 0.082 samples = 1696 value = [1623, 73] 3467->3468 3689 gini = 0.375 samples = 4 value = [3, 1] 3467->3689 3469 x4_In-kind items and services <= 0.5 gini = 0.085 samples = 1620 value = [1548, 72] 3468->3469 3672 x11_3 <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 3468->3672 3470 x14_5 <= 0.5 gini = 0.497 samples = 63 value = [34, 29] 3469->3470 3483 x13_4 <= 0.5 gini = 0.054 samples = 1557 value = [1514, 43] 3469->3483 3471 x14_6 <= 0.5 gini = 0.499 samples = 61 value = [32, 29] 3470->3471 3482 gini = 0.0 samples = 2 value = [2, 0] 3470->3482 3472 x11_1 <= 0.5 gini = 0.499 samples = 56 value = [27, 29] 3471->3472 3481 gini = 0.0 samples = 5 value = [5, 0] 3471->3481 3473 x13_4 <= 0.5 gini = 0.439 samples = 43 value = [14, 29] 3472->3473 3480 gini = 0.0 samples = 13 value = [13, 0] 3472->3480 3474 gini = 0.0 samples = 13 value = [13, 0] 3473->3474 3475 x7_OR <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 3473->3475 3476 x14_12 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 3475->3476 3479 gini = 0.0 samples = 1 value = [0, 1] 3475->3479 3477 gini = 0.0 samples = 1 value = [1, 0] 3476->3477 3478 gini = 0.0 samples = 28 value = [0, 28] 3476->3478 3484 x7_PA <= 0.5 gini = 0.008 samples = 1302 value = [1297, 5] 3483->3484 3581 x11_30 <= 0.5 gini = 0.254 samples = 255 value = [217, 38] 3483->3581 3485 x7_FL <= 0.5 gini = 0.005 samples = 1254 value = [1251, 3] 3484->3485 3570 log_spend <= 2.857 gini = 0.08 samples = 48 value = [46, 2] 3484->3570 3486 x14_2 <= 0.5 gini = 0.003 samples = 1166 value = [1164, 2] 3485->3486 3553 x14_12 <= 0.5 gini = 0.022 samples = 88 value = [87, 1] 3485->3553 3487 x14_10 <= 0.5 gini = 0.004 samples = 1074 value = [1072, 2] 3486->3487 3552 gini = 0.0 samples = 92 value = [92, 0] 3486->3552 3488 x7_AZ <= 0.5 gini = 0.004 samples = 954 value = [952, 2] 3487->3488 3551 gini = 0.0 samples = 120 value = [120, 0] 3487->3551 3489 x15_neuroscience <= 0.5 gini = 0.004 samples = 933 value = [931, 2] 3488->3489 3550 gini = 0.0 samples = 21 value = [21, 0] 3488->3550 3490 x13_3 <= 0.5 gini = 0.005 samples = 780 value = [778, 2] 3489->3490 3549 gini = 0.0 samples = 153 value = [153, 0] 3489->3549 3491 x7_MI <= 0.5 gini = 0.003 samples = 572 value = [571, 1] 3490->3491 3514 x12_100000000255 <= 0.5 gini = 0.01 samples = 208 value = [207, 1] 3490->3514 3492 x11_1 <= 0.5 gini = 0.004 samples = 541 value = [540, 1] 3491->3492 3513 gini = 0.0 samples = 31 value = [31, 0] 3491->3513 3493 x14_8 <= 0.5 gini = 0.004 samples = 526 value = [525, 1] 3492->3493 3512 gini = 0.0 samples = 15 value = [15, 0] 3492->3512 3494 log_spend <= 2.228 gini = 0.004 samples = 470 value = [469, 1] 3493->3494 3511 gini = 0.0 samples = 56 value = [56, 0] 3493->3511 3495 x14_7 <= 0.5 gini = 0.012 samples = 169 value = [168, 1] 3494->3495 3510 gini = 0.0 samples = 301 value = [301, 0] 3494->3510 3496 gini = 0.0 samples = 145 value = [145, 0] 3495->3496 3497 x11_3 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 3495->3497 3498 x7_IL <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 3497->3498 3509 gini = 0.0 samples = 3 value = [3, 0] 3497->3509 3499 x13_1 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 3498->3499 3508 gini = 0.0 samples = 1 value = [1, 0] 3498->3508 3500 x11_30 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 3499->3500 3507 gini = 0.0 samples = 5 value = [5, 0] 3499->3507 3501 gini = 0.0 samples = 1 value = [1, 0] 3500->3501 3502 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 3500->3502 3503 gini = 0.0 samples = 6 value = [6, 0] 3502->3503 3504 log_spend <= 2.141 gini = 0.219 samples = 8 value = [7, 1] 3502->3504 3505 gini = 0.0 samples = 7 value = [7, 0] 3504->3505 3506 gini = 0.0 samples = 1 value = [0, 1] 3504->3506 3515 x7_AR <= 0.5 gini = 0.011 samples = 179 value = [178, 1] 3514->3515 3548 gini = 0.0 samples = 29 value = [29, 0] 3514->3548 3516 x11_0 <= 0.5 gini = 0.011 samples = 175 value = [174, 1] 3515->3516 3547 gini = 0.0 samples = 4 value = [4, 0] 3515->3547 3517 x7_MS <= 0.5 gini = 0.012 samples = 171 value = [170, 1] 3516->3517 3546 gini = 0.0 samples = 4 value = [4, 0] 3516->3546 3518 x7_WA <= 0.5 gini = 0.012 samples = 168 value = [167, 1] 3517->3518 3545 gini = 0.0 samples = 3 value = [3, 0] 3517->3545 3519 x14_6 <= 0.5 gini = 0.012 samples = 166 value = [165, 1] 3518->3519 3544 gini = 0.0 samples = 2 value = [2, 0] 3518->3544 3520 x7_MO <= 0.5 gini = 0.014 samples = 141 value = [140, 1] 3519->3520 3543 gini = 0.0 samples = 25 value = [25, 0] 3519->3543 3521 x7_TX <= 0.5 gini = 0.015 samples = 132 value = [131, 1] 3520->3521 3542 gini = 0.0 samples = 9 value = [9, 0] 3520->3542 3522 x7_NY <= 0.5 gini = 0.017 samples = 118 value = [117, 1] 3521->3522 3541 gini = 0.0 samples = 14 value = [14, 0] 3521->3541 3523 x7_MI <= 0.5 gini = 0.019 samples = 105 value = [104, 1] 3522->3523 3540 gini = 0.0 samples = 13 value = [13, 0] 3522->3540 3524 x14_7 <= 0.5 gini = 0.022 samples = 92 value = [91, 1] 3523->3524 3539 gini = 0.0 samples = 13 value = [13, 0] 3523->3539 3525 x7_NC <= 0.5 gini = 0.023 samples = 87 value = [86, 1] 3524->3525 3538 gini = 0.0 samples = 5 value = [5, 0] 3524->3538 3526 x14_9 <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 3525->3526 3537 gini = 0.0 samples = 8 value = [8, 0] 3525->3537 3527 x14_11 <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 3526->3527 3536 gini = 0.0 samples = 14 value = [14, 0] 3526->3536 3528 x7_CA <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 3527->3528 3535 gini = 0.0 samples = 9 value = [9, 0] 3527->3535 3529 x14_8 <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 3528->3529 3534 gini = 0.0 samples = 13 value = [13, 0] 3528->3534 3530 gini = 0.0 samples = 36 value = [36, 0] 3529->3530 3531 x7_NJ <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3529->3531 3532 gini = 0.0 samples = 6 value = [6, 0] 3531->3532 3533 gini = 0.0 samples = 1 value = [0, 1] 3531->3533 3554 x13_0 <= 0.5 gini = 0.024 samples = 84 value = [83, 1] 3553->3554 3569 gini = 0.0 samples = 4 value = [4, 0] 3553->3569 3555 x14_6 <= 0.5 gini = 0.029 samples = 69 value = [68, 1] 3554->3555 3568 gini = 0.0 samples = 15 value = [15, 0] 3554->3568 3556 x13_1 <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 3555->3556 3567 gini = 0.0 samples = 4 value = [4, 0] 3555->3567 3557 gini = 0.0 samples = 42 value = [42, 0] 3556->3557 3558 x14_8 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 3556->3558 3559 x14_7 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 3558->3559 3566 gini = 0.0 samples = 1 value = [1, 0] 3558->3566 3560 x14_4 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 3559->3560 3565 gini = 0.0 samples = 2 value = [2, 0] 3559->3565 3561 gini = 0.0 samples = 14 value = [14, 0] 3560->3561 3562 x12_100000000255 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3560->3562 3563 gini = 0.0 samples = 4 value = [4, 0] 3562->3563 3564 gini = 0.5 samples = 2 value = [1, 1] 3562->3564 3571 x12_0 <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 3570->3571 3576 x15_cns <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3570->3576 3572 log_spend <= 2.255 gini = 0.278 samples = 6 value = [5, 1] 3571->3572 3575 gini = 0.0 samples = 35 value = [35, 0] 3571->3575 3573 gini = 0.0 samples = 1 value = [0, 1] 3572->3573 3574 gini = 0.0 samples = 5 value = [5, 0] 3572->3574 3577 gini = 0.0 samples = 1 value = [1, 0] 3576->3577 3578 log_spend <= 2.911 gini = 0.278 samples = 6 value = [5, 1] 3576->3578 3579 gini = 0.0 samples = 1 value = [0, 1] 3578->3579 3580 gini = 0.0 samples = 5 value = [5, 0] 3578->3580 3582 x11_0 <= 0.5 gini = 0.057 samples = 68 value = [66, 2] 3581->3582 3601 x7_IL <= 0.5 gini = 0.311 samples = 187 value = [151, 36] 3581->3601 3583 x7_NY <= 0.5 gini = 0.062 samples = 62 value = [60, 2] 3582->3583 3600 gini = 0.0 samples = 6 value = [6, 0] 3582->3600 3584 x7_LA <= 0.5 gini = 0.068 samples = 57 value = [55, 2] 3583->3584 3599 gini = 0.0 samples = 5 value = [5, 0] 3583->3599 3585 x12_100000000255 <= 0.5 gini = 0.071 samples = 54 value = [52, 2] 3584->3585 3598 gini = 0.0 samples = 3 value = [3, 0] 3584->3598 3586 gini = 0.0 samples = 32 value = [32, 0] 3585->3586 3587 x7_IL <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 3585->3587 3588 x7_FL <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 3587->3588 3597 gini = 0.0 samples = 1 value = [1, 0] 3587->3597 3589 x11_1 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 3588->3589 3596 gini = 0.0 samples = 2 value = [2, 0] 3588->3596 3590 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 3589->3590 3595 gini = 0.375 samples = 4 value = [3, 1] 3589->3595 3591 x7_CA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 3590->3591 3594 gini = 0.0 samples = 1 value = [1, 0] 3590->3594 3592 gini = 0.0 samples = 10 value = [10, 0] 3591->3592 3593 gini = 0.375 samples = 4 value = [3, 1] 3591->3593 3602 x7_SC <= 0.5 gini = 0.311 samples = 182 value = [147, 35] 3601->3602 3669 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3601->3669 3603 x7_RI <= 0.5 gini = 0.317 samples = 177 value = [142, 35] 3602->3603 3668 gini = 0.0 samples = 5 value = [5, 0] 3602->3668 3604 x7_ID <= 0.5 gini = 0.32 samples = 175 value = [140, 35] 3603->3604 3667 gini = 0.0 samples = 2 value = [2, 0] 3603->3667 3605 x7_NH <= 0.5 gini = 0.321 samples = 174 value = [139, 35] 3604->3605 3666 gini = 0.0 samples = 1 value = [1, 0] 3604->3666 3606 x7_IN <= 0.5 gini = 0.326 samples = 171 value = [136, 35] 3605->3606 3665 gini = 0.0 samples = 3 value = [3, 0] 3605->3665 3607 x14_11 <= 0.5 gini = 0.324 samples = 167 value = [133, 34] 3606->3607 3664 gini = 0.375 samples = 4 value = [3, 1] 3606->3664 3608 x7_PR <= 0.5 gini = 0.342 samples = 155 value = [121, 34] 3607->3608 3663 gini = 0.0 samples = 12 value = [12, 0] 3607->3663 3609 log_spend <= 2.275 gini = 0.331 samples = 153 value = [121, 32] 3608->3609 3662 gini = 0.0 samples = 2 value = [0, 2] 3608->3662 3610 x7_AL <= 0.5 gini = 0.476 samples = 82 value = [50, 32] 3609->3610 3661 gini = 0.0 samples = 71 value = [71, 0] 3609->3661 3611 x14_7 <= 0.5 gini = 0.472 samples = 81 value = [50, 31] 3610->3611 3660 gini = 0.0 samples = 1 value = [0, 1] 3610->3660 3612 x7_HI <= 0.5 gini = 0.49 samples = 70 value = [40, 30] 3611->3612 3653 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 3611->3653 3613 x7_TN <= 0.5 gini = 0.491 samples = 69 value = [39, 30] 3612->3613 3652 gini = 0.0 samples = 1 value = [1, 0] 3612->3652 3614 x14_6 <= 0.5 gini = 0.489 samples = 66 value = [38, 28] 3613->3614 3651 gini = 0.444 samples = 3 value = [1, 2] 3613->3651 3615 x7_VA <= 0.5 gini = 0.494 samples = 63 value = [35, 28] 3614->3615 3650 gini = 0.0 samples = 3 value = [3, 0] 3614->3650 3616 x14_12 <= 0.5 gini = 0.488 samples = 59 value = [34, 25] 3615->3616 3649 gini = 0.375 samples = 4 value = [1, 3] 3615->3649 3617 x14_10 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 3616->3617 3632 x7_FL <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 3616->3632 3618 x14_5 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 3617->3618 3631 gini = 0.0 samples = 5 value = [5, 0] 3617->3631 3619 x14_1 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 3618->3619 3630 gini = 0.0 samples = 2 value = [2, 0] 3618->3630 3620 x7_MI <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 3619->3620 3629 gini = 0.0 samples = 3 value = [3, 0] 3619->3629 3621 x7_NY <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 3620->3621 3628 gini = 0.0 samples = 2 value = [2, 0] 3620->3628 3622 x14_8 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 3621->3622 3627 gini = 0.0 samples = 4 value = [4, 0] 3621->3627 3623 gini = 0.0 samples = 12 value = [12, 0] 3622->3623 3624 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3622->3624 3625 gini = 0.0 samples = 4 value = [4, 0] 3624->3625 3626 gini = 0.0 samples = 1 value = [0, 1] 3624->3626 3633 x7_NJ <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 3632->3633 3648 gini = 0.0 samples = 8 value = [0, 8] 3632->3648 3634 x7_TX <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 3633->3634 3647 gini = 0.0 samples = 1 value = [0, 1] 3633->3647 3635 x7_CA <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 3634->3635 3646 gini = 0.0 samples = 3 value = [0, 3] 3634->3646 3636 x7_NV <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 3635->3636 3645 gini = 0.0 samples = 2 value = [0, 2] 3635->3645 3637 x7_MI <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 3636->3637 3644 gini = 0.0 samples = 2 value = [0, 2] 3636->3644 3638 x7_NC <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 3637->3638 3643 gini = 0.0 samples = 3 value = [0, 3] 3637->3643 3639 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 3638->3639 3642 gini = 0.0 samples = 2 value = [0, 2] 3638->3642 3640 gini = 0.5 samples = 4 value = [2, 2] 3639->3640 3641 gini = 0.0 samples = 1 value = [0, 1] 3639->3641 3654 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3653->3654 3659 gini = 0.0 samples = 3 value = [3, 0] 3653->3659 3655 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3654->3655 3658 gini = 0.0 samples = 3 value = [3, 0] 3654->3658 3656 gini = 0.0 samples = 3 value = [3, 0] 3655->3656 3657 gini = 0.5 samples = 2 value = [1, 1] 3655->3657 3670 gini = 0.375 samples = 4 value = [3, 1] 3669->3670 3671 gini = 0.0 samples = 1 value = [1, 0] 3669->3671 3673 x13_2 <= 0.5 gini = 0.028 samples = 70 value = [69, 1] 3672->3673 3688 gini = 0.0 samples = 6 value = [6, 0] 3672->3688 3674 x14_6 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 3673->3674 3687 gini = 0.0 samples = 18 value = [18, 0] 3673->3687 3675 x14_2 <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 3674->3675 3686 gini = 0.0 samples = 2 value = [2, 0] 3674->3686 3676 x12_0 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 3675->3676 3685 gini = 0.0 samples = 4 value = [4, 0] 3675->3685 3677 gini = 0.0 samples = 2 value = [2, 0] 3676->3677 3678 x13_4 <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 3676->3678 3679 gini = 0.0 samples = 32 value = [32, 0] 3678->3679 3680 x11_1 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 3678->3680 3681 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3680->3681 3684 gini = 0.0 samples = 7 value = [7, 0] 3680->3684 3682 gini = 0.444 samples = 3 value = [2, 1] 3681->3682 3683 gini = 0.0 samples = 2 value = [2, 0] 3681->3683 3691 x13_4 <= 0.5 gini = 0.113 samples = 50 value = [47, 3] 3690->3691 3700 gini = 0.0 samples = 13 value = [13, 0] 3690->3700 3692 gini = 0.0 samples = 42 value = [42, 0] 3691->3692 3693 x14_9 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 3691->3693 3694 x14_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 3693->3694 3699 gini = 0.0 samples = 1 value = [1, 0] 3693->3699 3695 log_spend <= 2.004 gini = 0.5 samples = 6 value = [3, 3] 3694->3695 3698 gini = 0.0 samples = 1 value = [1, 0] 3694->3698 3696 gini = 0.0 samples = 3 value = [0, 3] 3695->3696 3697 gini = 0.0 samples = 3 value = [3, 0] 3695->3697 3702 x7_AZ <= 0.5 gini = 0.052 samples = 1304 value = [35, 1269] 3701->3702 3769 gini = 0.0 samples = 103 value = [103, 0] 3701->3769 3703 x15_neurology <= 0.5 gini = 0.048 samples = 1300 value = [32, 1268] 3702->3703 3768 gini = 0.375 samples = 4 value = [3, 1] 3702->3768 3704 gini = 0.0 samples = 20 value = [20, 0] 3703->3704 3705 x7_CO <= 0.5 gini = 0.019 samples = 1280 value = [12, 1268] 3703->3705 3706 x7_WI <= 0.5 gini = 0.019 samples = 1279 value = [12, 1267] 3705->3706 3767 gini = 0.0 samples = 1 value = [0, 1] 3705->3767 3707 x7_PA <= 0.5 gini = 0.021 samples = 1126 value = [12, 1114] 3706->3707 3766 gini = 0.0 samples = 153 value = [0, 153] 3706->3766 3708 x14_11 <= 0.5 gini = 0.022 samples = 1077 value = [12, 1065] 3707->3708 3765 gini = 0.0 samples = 49 value = [0, 49] 3707->3765 3709 x7_VA <= 0.5 gini = 0.045 samples = 524 value = [12, 512] 3708->3709 3764 gini = 0.0 samples = 553 value = [0, 553] 3708->3764 3710 x7_KY <= 0.5 gini = 0.043 samples = 500 value = [11, 489] 3709->3710 3757 x13_0 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 3709->3757 3711 x14_12 <= 0.5 gini = 0.043 samples = 498 value = [11, 487] 3710->3711 3756 gini = 0.0 samples = 2 value = [0, 2] 3710->3756 3712 x13_1 <= 0.5 gini = 0.098 samples = 193 value = [10, 183] 3711->3712 3751 x7_LA <= 0.5 gini = 0.007 samples = 305 value = [1, 304] 3711->3751 3713 x14_3 <= 0.5 gini = 0.111 samples = 170 value = [10, 160] 3712->3713 3750 gini = 0.0 samples = 23 value = [0, 23] 3712->3750 3714 x7_OH <= 0.5 gini = 0.101 samples = 169 value = [9, 160] 3713->3714 3749 gini = 0.0 samples = 1 value = [1, 0] 3713->3749 3715 x7_TN <= 0.5 gini = 0.094 samples = 162 value = [8, 154] 3714->3715 3746 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 3714->3746 3716 x7_MT <= 0.5 gini = 0.083 samples = 161 value = [7, 154] 3715->3716 3745 gini = 0.0 samples = 1 value = [1, 0] 3715->3745 3717 x14_9 <= 0.5 gini = 0.084 samples = 159 value = [7, 152] 3716->3717 3744 gini = 0.0 samples = 2 value = [0, 2] 3716->3744 3718 x7_TX <= 0.5 gini = 0.085 samples = 158 value = [7, 151] 3717->3718 3743 gini = 0.0 samples = 1 value = [0, 1] 3717->3743 3719 x7_MN <= 0.5 gini = 0.066 samples = 147 value = [5, 142] 3718->3719 3738 x13_4 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 3718->3738 3720 x13_0 <= 0.5 gini = 0.067 samples = 143 value = [5, 138] 3719->3720 3737 gini = 0.0 samples = 4 value = [0, 4] 3719->3737 3721 x13_4 <= 0.5 gini = 0.055 samples = 142 value = [4, 138] 3720->3721 3736 gini = 0.0 samples = 1 value = [1, 0] 3720->3736 3722 x13_2 <= 0.5 gini = 0.042 samples = 141 value = [3, 138] 3721->3722 3735 gini = 0.0 samples = 1 value = [1, 0] 3721->3735 3723 x7_CA <= 0.5 gini = 0.043 samples = 136 value = [3, 133] 3722->3723 3734 gini = 0.0 samples = 5 value = [0, 5] 3722->3734 3724 x14_4 <= 0.5 gini = 0.029 samples = 135 value = [2, 133] 3723->3724 3733 gini = 0.0 samples = 1 value = [1, 0] 3723->3733 3725 x7_MD <= 0.5 gini = 0.015 samples = 134 value = [1, 133] 3724->3725 3732 gini = 0.0 samples = 1 value = [1, 0] 3724->3732 3726 x7_NY <= 0.5 gini = 0.017 samples = 115 value = [1, 114] 3725->3726 3731 gini = 0.0 samples = 19 value = [0, 19] 3725->3731 3727 log_spend <= 2.215 gini = 0.018 samples = 111 value = [1, 110] 3726->3727 3730 gini = 0.0 samples = 4 value = [0, 4] 3726->3730 3728 gini = 0.0 samples = 110 value = [0, 110] 3727->3728 3729 gini = 0.0 samples = 1 value = [1, 0] 3727->3729 3739 log_spend <= 2.289 gini = 0.219 samples = 8 value = [1, 7] 3738->3739 3742 gini = 0.444 samples = 3 value = [1, 2] 3738->3742 3740 gini = 0.0 samples = 7 value = [0, 7] 3739->3740 3741 gini = 0.0 samples = 1 value = [1, 0] 3739->3741 3747 gini = 0.0 samples = 1 value = [1, 0] 3746->3747 3748 gini = 0.0 samples = 6 value = [0, 6] 3746->3748 3752 x7_FL <= 0.5 gini = 0.007 samples = 302 value = [1, 301] 3751->3752 3755 gini = 0.0 samples = 3 value = [0, 3] 3751->3755 3753 gini = 0.0 samples = 298 value = [0, 298] 3752->3753 3754 gini = 0.375 samples = 4 value = [1, 3] 3752->3754 3758 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 3757->3758 3763 gini = 0.0 samples = 17 value = [0, 17] 3757->3763 3759 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 3758->3759 3762 gini = 0.0 samples = 1 value = [0, 1] 3758->3762 3760 gini = 0.0 samples = 5 value = [0, 5] 3759->3760 3761 gini = 0.0 samples = 1 value = [1, 0] 3759->3761 3772 x1_GA <= 0.5 gini = 0.126 samples = 163 value = [11, 152] 3771->3772 3795 x9_597 <= 0.5 gini = 0.088 samples = 259 value = [247, 12] 3771->3795 3773 x11_30 <= 0.5 gini = 0.116 samples = 162 value = [10, 152] 3772->3773 3794 gini = 0.0 samples = 1 value = [1, 0] 3772->3794 3774 x14_2 <= 0.5 gini = 0.095 samples = 160 value = [8, 152] 3773->3774 3793 gini = 0.0 samples = 2 value = [2, 0] 3773->3793 3775 x16_resp <= 0.5 gini = 0.074 samples = 157 value = [6, 151] 3774->3775 3792 gini = 0.444 samples = 3 value = [2, 1] 3774->3792 3776 x13_2 <= 0.5 gini = 0.074 samples = 155 value = [6, 149] 3775->3776 3791 gini = 0.0 samples = 2 value = [0, 2] 3775->3791 3777 x11_2 <= 0.5 gini = 0.069 samples = 139 value = [5, 134] 3776->3777 3786 x15_oncology <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 3776->3786 3778 x1_NC <= 0.5 gini = 0.134 samples = 69 value = [5, 64] 3777->3778 3785 gini = 0.0 samples = 70 value = [0, 70] 3777->3785 3779 x14_10 <= 0.5 gini = 0.111 samples = 68 value = [4, 64] 3778->3779 3784 gini = 0.0 samples = 1 value = [1, 0] 3778->3784 3780 x15_dermatology <= 0.5 gini = 0.086 samples = 67 value = [3, 64] 3779->3780 3783 gini = 0.0 samples = 1 value = [1, 0] 3779->3783 3781 gini = 0.0 samples = 64 value = [0, 64] 3780->3781 3782 gini = 0.0 samples = 3 value = [3, 0] 3780->3782 3787 x15_neurology <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 3786->3787 3790 gini = 0.0 samples = 4 value = [0, 4] 3786->3790 3788 gini = 0.0 samples = 1 value = [1, 0] 3787->3788 3789 gini = 0.0 samples = 11 value = [0, 11] 3787->3789 3796 x14_8 <= 0.5 gini = 0.034 samples = 229 value = [225, 4] 3795->3796 3847 x14_11 <= 0.5 gini = 0.391 samples = 30 value = [22, 8] 3795->3847 3797 x17_janssen <= 0.5 gini = 0.038 samples = 209 value = [205, 4] 3796->3797 3846 gini = 0.0 samples = 20 value = [20, 0] 3796->3846 3798 x13_5 <= 0.5 gini = 0.041 samples = 193 value = [189, 4] 3797->3798 3845 gini = 0.0 samples = 16 value = [16, 0] 3797->3845 3799 x15_respiratory <= 0.5 gini = 0.041 samples = 191 value = [187, 4] 3798->3799 3844 gini = 0.0 samples = 2 value = [2, 0] 3798->3844 3800 x15_biooncology <= 0.5 gini = 0.053 samples = 147 value = [143, 4] 3799->3800 3843 gini = 0.0 samples = 44 value = [44, 0] 3799->3843 3801 x11_0 <= 0.5 gini = 0.055 samples = 141 value = [137, 4] 3800->3801 3842 gini = 0.0 samples = 6 value = [6, 0] 3800->3842 3802 x1_NY <= 0.5 gini = 0.068 samples = 85 value = [82, 3] 3801->3802 3823 x9_24 <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 3801->3823 3803 x11_30 <= 0.5 gini = 0.047 samples = 83 value = [81, 2] 3802->3803 3822 gini = 0.5 samples = 2 value = [1, 1] 3802->3822 3804 x14_12 <= 0.5 gini = 0.061 samples = 64 value = [62, 2] 3803->3804 3821 gini = 0.0 samples = 19 value = [19, 0] 3803->3821 3805 x17_abbvie, <= 0.5 gini = 0.067 samples = 58 value = [56, 2] 3804->3805 3820 gini = 0.0 samples = 6 value = [6, 0] 3804->3820 3806 x1_TX <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 3805->3806 3819 gini = 0.0 samples = 23 value = [23, 0] 3805->3819 3807 x0_United States <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 3806->3807 3818 gini = 0.0 samples = 1 value = [0, 1] 3806->3818 3808 gini = 0.0 samples = 1 value = [1, 0] 3807->3808 3809 x17_astrazeneca <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 3807->3809 3810 x5_Drug <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 3809->3810 3817 gini = 0.0 samples = 1 value = [1, 0] 3809->3817 3811 gini = 0.0 samples = 22 value = [22, 0] 3810->3811 3812 x14_9 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 3810->3812 3813 x15_oncology <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 3812->3813 3816 gini = 0.0 samples = 2 value = [2, 0] 3812->3816 3814 gini = 0.0 samples = 7 value = [7, 0] 3813->3814 3815 gini = 0.0 samples = 1 value = [0, 1] 3813->3815 3824 x15_endocrinology <= 0.5 gini = 0.036 samples = 55 value = [54, 1] 3823->3824 3841 gini = 0.0 samples = 1 value = [1, 0] 3823->3841 3825 x1_CA <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 3824->3825 3840 gini = 0.0 samples = 3 value = [3, 0] 3824->3840 3826 x16_other <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 3825->3826 3839 gini = 0.0 samples = 14 value = [14, 0] 3825->3839 3827 gini = 0.0 samples = 18 value = [18, 0] 3826->3827 3828 x13_2 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 3826->3828 3829 x13_1 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 3828->3829 3838 gini = 0.0 samples = 4 value = [4, 0] 3828->3838 3830 gini = 0.0 samples = 9 value = [9, 0] 3829->3830 3831 x12_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3829->3831 3832 gini = 0.0 samples = 1 value = [1, 0] 3831->3832 3833 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3831->3833 3834 x1_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3833->3834 3837 gini = 0.0 samples = 1 value = [1, 0] 3833->3837 3835 gini = 0.0 samples = 2 value = [2, 0] 3834->3835 3836 gini = 0.444 samples = 3 value = [2, 1] 3834->3836 3848 x13_0 <= 0.5 gini = 0.384 samples = 27 value = [20, 7] 3847->3848 3857 gini = 0.444 samples = 3 value = [2, 1] 3847->3857 3849 x16_resp <= 0.5 gini = 0.375 samples = 24 value = [18, 6] 3848->3849 3856 gini = 0.444 samples = 3 value = [2, 1] 3848->3856 3850 x11_60 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 3849->3850 3855 gini = 0.0 samples = 13 value = [13, 0] 3849->3855 3851 gini = 0.0 samples = 4 value = [4, 0] 3850->3851 3852 x16_cardio <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 3850->3852 3853 gini = 0.444 samples = 3 value = [1, 2] 3852->3853 3854 gini = 0.0 samples = 4 value = [0, 4] 3852->3854 3859 x12_100000000067 <= 0.5 gini = 0.039 samples = 14666 value = [14376, 290] 3858->3859 4714 x14_12 <= 0.5 gini = 0.37 samples = 1461 value = [1103, 358] 3858->4714 3860 x4_Cash or cash equivalent <= 0.5 gini = 0.031 samples = 14607 value = [14376, 231] 3859->3860 4713 gini = 0.0 samples = 59 value = [0, 59] 3859->4713 3861 x15_cardiovascular & metabolism <= 0.5 gini = 0.012 samples = 13251 value = [13172, 79] 3860->3861 4458 x12_100000000136 <= 0.5 gini = 0.199 samples = 1356 value = [1204, 152] 3860->4458 3862 x16_gastro <= 0.5 gini = 0.014 samples = 10699 value = [10622, 77] 3861->3862 4451 x7_ID <= 0.5 gini = 0.002 samples = 2552 value = [2550, 2] 3861->4451 3863 x15_dermatology <= 0.5 gini = 0.018 samples = 8427 value = [8350, 77] 3862->3863 4450 gini = 0.0 samples = 2272 value = [2272, 0] 3862->4450 3864 x15_cardiovascular <= 0.5 gini = 0.019 samples = 7848 value = [7772, 76] 3863->3864 4439 x13_0 <= 0.5 gini = 0.003 samples = 579 value = [578, 1] 3863->4439 3865 x11_3 <= 0.5 gini = 0.027 samples = 5440 value = [5366, 74] 3864->3865 4380 x7_KS <= 0.5 gini = 0.002 samples = 2408 value = [2406, 2] 3864->4380 3866 log_spend <= 3.228 gini = 0.027 samples = 5356 value = [5282, 74] 3865->3866 4379 gini = 0.0 samples = 84 value = [84, 0] 3865->4379 3867 x15_neuroscience <= 0.5 gini = 0.02 samples = 5267 value = [5213, 54] 3866->3867 4352 x7_LA <= 0.5 gini = 0.348 samples = 89 value = [69, 20] 3866->4352 3868 x9_24 <= 0.5 gini = 0.027 samples = 3195 value = [3152, 43] 3867->3868 4279 x7_MA <= 0.5 gini = 0.011 samples = 2072 value = [2061, 11] 3867->4279 3869 x9_62856 <= 0.5 gini = 0.026 samples = 3166 value = [3125, 41] 3868->3869 4270 x16_immun <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 3868->4270 3870 x17_janssen <= 0.5 gini = 0.026 samples = 3153 value = [3112, 41] 3869->3870 4269 gini = 0.0 samples = 13 value = [13, 0] 3869->4269 3871 x15_neurology <= 0.5 gini = 0.024 samples = 3133 value = [3095, 38] 3870->3871 4256 x13_4 <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 3870->4256 3872 x14_7 <= 0.5 gini = 0.026 samples = 2879 value = [2841, 38] 3871->3872 4255 gini = 0.0 samples = 254 value = [254, 0] 3871->4255 3873 x16_cardio <= 0.5 gini = 0.024 samples = 2655 value = [2623, 32] 3872->3873 4198 x13_0 <= 0.5 gini = 0.052 samples = 224 value = [218, 6] 3872->4198 3874 x7_CA <= 0.5 gini = 0.024 samples = 2602 value = [2570, 32] 3873->3874 4197 gini = 0.0 samples = 53 value = [53, 0] 3873->4197 3875 x7_NJ <= 0.5 gini = 0.025 samples = 2350 value = [2320, 30] 3874->3875 4166 x14_3 <= 0.5 gini = 0.016 samples = 252 value = [250, 2] 3874->4166 3876 x15_endocrinology <= 0.5 gini = 0.027 samples = 2232 value = [2202, 30] 3875->3876 4165 gini = 0.0 samples = 118 value = [118, 0] 3875->4165 3877 x7_FL <= 0.5 gini = 0.009 samples = 1160 value = [1155, 5] 3876->3877 3954 x7_MS <= 0.5 gini = 0.046 samples = 1072 value = [1047, 25] 3876->3954 3878 x14_4 <= 0.5 gini = 0.01 samples = 1038 value = [1033, 5] 3877->3878 3953 gini = 0.0 samples = 122 value = [122, 0] 3877->3953 3879 x7_IN <= 0.5 gini = 0.009 samples = 926 value = [922, 4] 3878->3879 3938 x11_15 <= 0.5 gini = 0.018 samples = 112 value = [111, 1] 3878->3938 3880 x17_merck <= 0.5 gini = 0.009 samples = 884 value = [880, 4] 3879->3880 3937 gini = 0.0 samples = 42 value = [42, 0] 3879->3937 3881 x14_5 <= 0.5 gini = 0.007 samples = 573 value = [571, 2] 3880->3881 3900 x15_oncology <= 0.5 gini = 0.013 samples = 311 value = [309, 2] 3880->3900 3882 x16_resp <= 0.5 gini = 0.008 samples = 513 value = [511, 2] 3881->3882 3899 gini = 0.0 samples = 60 value = [60, 0] 3881->3899 3883 x16_oncol <= 0.5 gini = 0.004 samples = 509 value = [508, 1] 3882->3883 3898 gini = 0.375 samples = 4 value = [3, 1] 3882->3898 3884 gini = 0.0 samples = 204 value = [204, 0] 3883->3884 3885 log_spend <= 3.006 gini = 0.007 samples = 305 value = [304, 1] 3883->3885 3886 gini = 0.0 samples = 259 value = [259, 0] 3885->3886 3887 x14_8 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 3885->3887 3888 x11_0 <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 3887->3888 3897 gini = 0.0 samples = 10 value = [10, 0] 3887->3897 3889 x7_IL <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 3888->3889 3896 gini = 0.0 samples = 18 value = [18, 0] 3888->3896 3890 x7_OH <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 3889->3890 3895 gini = 0.0 samples = 2 value = [2, 0] 3889->3895 3891 x13_2 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 3890->3891 3894 gini = 0.0 samples = 1 value = [1, 0] 3890->3894 3892 gini = 0.0 samples = 12 value = [12, 0] 3891->3892 3893 gini = 0.444 samples = 3 value = [2, 1] 3891->3893 3901 x13_0 <= 0.5 gini = 0.007 samples = 283 value = [282, 1] 3900->3901 3928 x7_DC <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 3900->3928 3902 gini = 0.0 samples = 231 value = [231, 0] 3901->3902 3903 x7_PA <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 3901->3903 3904 x7_KY <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 3903->3904 3927 gini = 0.0 samples = 1 value = [1, 0] 3903->3927 3905 x14_2 <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 3904->3905 3926 gini = 0.0 samples = 1 value = [1, 0] 3904->3926 3906 x7_SC <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 3905->3906 3925 gini = 0.0 samples = 8 value = [8, 0] 3905->3925 3907 x7_CO <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 3906->3907 3924 gini = 0.0 samples = 1 value = [1, 0] 3906->3924 3908 x14_11 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 3907->3908 3923 gini = 0.0 samples = 1 value = [1, 0] 3907->3923 3909 x7_MD <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 3908->3909 3922 gini = 0.0 samples = 2 value = [2, 0] 3908->3922 3910 x14_5 <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 3909->3910 3921 gini = 0.0 samples = 2 value = [2, 0] 3909->3921 3911 x14_8 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 3910->3911 3920 gini = 0.0 samples = 5 value = [5, 0] 3910->3920 3912 x14_1 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 3911->3912 3919 gini = 0.0 samples = 6 value = [6, 0] 3911->3919 3913 gini = 0.0 samples = 19 value = [19, 0] 3912->3913 3914 x7_DE <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 3912->3914 3915 log_spend <= 1.758 gini = 0.32 samples = 5 value = [4, 1] 3914->3915 3918 gini = 0.0 samples = 1 value = [1, 0] 3914->3918 3916 gini = 0.0 samples = 1 value = [0, 1] 3915->3916 3917 gini = 0.0 samples = 4 value = [4, 0] 3915->3917 3929 x13_0 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 3928->3929 3936 gini = 0.0 samples = 1 value = [1, 0] 3928->3936 3930 x14_1 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 3929->3930 3935 gini = 0.0 samples = 3 value = [3, 0] 3929->3935 3931 gini = 0.0 samples = 17 value = [17, 0] 3930->3931 3932 log_spend <= 1.336 gini = 0.245 samples = 7 value = [6, 1] 3930->3932 3933 gini = 0.0 samples = 1 value = [0, 1] 3932->3933 3934 gini = 0.0 samples = 6 value = [6, 0] 3932->3934 3939 x7_CO <= 0.5 gini = 0.018 samples = 110 value = [109, 1] 3938->3939 3952 gini = 0.0 samples = 2 value = [2, 0] 3938->3952 3940 x15_oncology <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 3939->3940 3951 gini = 0.0 samples = 3 value = [3, 0] 3939->3951 3941 x7_NY <= 0.5 gini = 0.032 samples = 61 value = [60, 1] 3940->3941 3950 gini = 0.0 samples = 46 value = [46, 0] 3940->3950 3942 x7_MD <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 3941->3942 3949 gini = 0.0 samples = 5 value = [5, 0] 3941->3949 3943 x7_WA <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 3942->3943 3948 gini = 0.0 samples = 5 value = [5, 0] 3942->3948 3944 log_spend <= 3.034 gini = 0.04 samples = 49 value = [48, 1] 3943->3944 3947 gini = 0.0 samples = 2 value = [2, 0] 3943->3947 3945 gini = 0.0 samples = 46 value = [46, 0] 3944->3945 3946 gini = 0.444 samples = 3 value = [2, 1] 3944->3946 3955 x14_8 <= 0.5 gini = 0.046 samples = 1051 value = [1026, 25] 3954->3955 4164 gini = 0.0 samples = 21 value = [21, 0] 3954->4164 3956 x7_LA <= 0.5 gini = 0.047 samples = 947 value = [924, 23] 3955->3956 4141 x13_4 <= 0.5 gini = 0.038 samples = 104 value = [102, 2] 3955->4141 3957 x7_FL <= 0.5 gini = 0.046 samples = 928 value = [906, 22] 3956->3957 4136 x13_1 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 3956->4136 3958 x7_AL <= 0.5 gini = 0.037 samples = 847 value = [831, 16] 3957->3958 4109 log_spend <= 2.992 gini = 0.137 samples = 81 value = [75, 6] 3957->4109 3959 x14_1 <= 0.5 gini = 0.038 samples = 817 value = [801, 16] 3958->3959 4108 gini = 0.0 samples = 30 value = [30, 0] 3958->4108 3960 x7_OH <= 0.5 gini = 0.037 samples = 745 value = [731, 14] 3959->3960 4093 x13_2 <= 0.5 gini = 0.054 samples = 72 value = [70, 2] 3959->4093 3961 x7_KS <= 0.5 gini = 0.041 samples = 677 value = [663, 14] 3960->3961 4092 gini = 0.0 samples = 68 value = [68, 0] 3960->4092 3962 x14_6 <= 0.5 gini = 0.041 samples = 668 value = [654, 14] 3961->3962 4091 gini = 0.0 samples = 9 value = [9, 0] 3961->4091 3963 x7_CT <= 0.5 gini = 0.045 samples = 604 value = [590, 14] 3962->3963 4090 gini = 0.0 samples = 64 value = [64, 0] 3962->4090 3964 x7_OR <= 0.5 gini = 0.046 samples = 589 value = [575, 14] 3963->3964 4089 gini = 0.0 samples = 15 value = [15, 0] 3963->4089 3965 x14_4 <= 0.5 gini = 0.047 samples = 587 value = [573, 14] 3964->3965 4088 gini = 0.0 samples = 2 value = [2, 0] 3964->4088 3966 x7_ID <= 0.5 gini = 0.03 samples = 518 value = [510, 8] 3965->3966 4045 x7_TN <= 0.5 gini = 0.159 samples = 69 value = [63, 6] 3965->4045 3967 x7_MO <= 0.5 gini = 0.03 samples = 517 value = [509, 8] 3966->3967 4044 gini = 0.0 samples = 1 value = [1, 0] 3966->4044 3968 x7_KY <= 0.5 gini = 0.032 samples = 496 value = [488, 8] 3967->3968 4043 gini = 0.0 samples = 21 value = [21, 0] 3967->4043 3969 x7_IN <= 0.5 gini = 0.029 samples = 481 value = [474, 7] 3968->3969 4040 x13_3 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 3968->4040 3970 x7_PA <= 0.5 gini = 0.029 samples = 472 value = [465, 7] 3969->3970 4039 gini = 0.0 samples = 9 value = [9, 0] 3969->4039 3971 x14_9 <= 0.5 gini = 0.034 samples = 408 value = [401, 7] 3970->3971 4038 gini = 0.0 samples = 64 value = [64, 0] 3970->4038 3972 x12_100000000053 <= 0.5 gini = 0.041 samples = 336 value = [329, 7] 3971->3972 4037 gini = 0.0 samples = 72 value = [72, 0] 3971->4037 3973 gini = 0.0 samples = 1 value = [1, 0] 3972->3973 3974 x7_TX <= 0.5 gini = 0.041 samples = 335 value = [328, 7] 3972->3974 3975 x7_DC <= 0.5 gini = 0.007 samples = 278 value = [277, 1] 3974->3975 4012 x13_2 <= 0.5 gini = 0.188 samples = 57 value = [51, 6] 3974->4012 3976 x7_CO <= 0.5 gini = 0.007 samples = 277 value = [276, 1] 3975->3976 4011 gini = 0.0 samples = 1 value = [1, 0] 3975->4011 3977 x7_AK <= 0.5 gini = 0.007 samples = 270 value = [269, 1] 3976->3977 4010 gini = 0.0 samples = 7 value = [7, 0] 3976->4010 3978 x7_TN <= 0.5 gini = 0.007 samples = 266 value = [265, 1] 3977->3978 4009 gini = 0.0 samples = 4 value = [4, 0] 3977->4009 3979 x7_MI <= 0.5 gini = 0.008 samples = 243 value = [242, 1] 3978->3979 4008 gini = 0.0 samples = 23 value = [23, 0] 3978->4008 3980 x13_2 <= 0.5 gini = 0.009 samples = 230 value = [229, 1] 3979->3980 4007 gini = 0.0 samples = 13 value = [13, 0] 3979->4007 3981 x7_HI <= 0.5 gini = 0.011 samples = 189 value = [188, 1] 3980->3981 4006 gini = 0.0 samples = 41 value = [41, 0] 3980->4006 3982 x7_ME <= 0.5 gini = 0.011 samples = 184 value = [183, 1] 3981->3982 4005 gini = 0.0 samples = 5 value = [5, 0] 3981->4005 3983 x13_0 <= 0.5 gini = 0.011 samples = 183 value = [182, 1] 3982->3983 4004 gini = 0.0 samples = 1 value = [1, 0] 3982->4004 3984 x14_12 <= 0.5 gini = 0.015 samples = 131 value = [130, 1] 3983->3984 4003 gini = 0.0 samples = 52 value = [52, 0] 3983->4003 3985 x7_NV <= 0.5 gini = 0.016 samples = 124 value = [123, 1] 3984->3985 4002 gini = 0.0 samples = 7 value = [7, 0] 3984->4002 3986 x7_RI <= 0.5 gini = 0.016 samples = 121 value = [120, 1] 3985->3986 4001 gini = 0.0 samples = 3 value = [3, 0] 3985->4001 3987 x7_AZ <= 0.5 gini = 0.017 samples = 117 value = [116, 1] 3986->3987 4000 gini = 0.0 samples = 4 value = [4, 0] 3986->4000 3988 x13_4 <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 3987->3988 3999 gini = 0.0 samples = 6 value = [6, 0] 3987->3999 3989 x14_11 <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 3988->3989 3998 gini = 0.0 samples = 36 value = [36, 0] 3988->3998 3990 x7_SC <= 0.5 gini = 0.032 samples = 62 value = [61, 1] 3989->3990 3997 gini = 0.0 samples = 13 value = [13, 0] 3989->3997 3991 gini = 0.0 samples = 55 value = [55, 0] 3990->3991 3992 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 3990->3992 3993 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 3992->3993 3996 gini = 0.0 samples = 2 value = [2, 0] 3992->3996 3994 gini = 0.0 samples = 2 value = [2, 0] 3993->3994 3995 gini = 0.444 samples = 3 value = [2, 1] 3993->3995 4013 x14_5 <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 4012->4013 4030 x14_3 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 4012->4030 4014 x13_0 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 4013->4014 4025 x13_3 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 4013->4025 4015 x14_11 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 4014->4015 4024 gini = 0.0 samples = 8 value = [8, 0] 4014->4024 4016 x14_10 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 4015->4016 4023 gini = 0.0 samples = 5 value = [5, 0] 4015->4023 4017 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4016->4017 4022 gini = 0.0 samples = 9 value = [9, 0] 4016->4022 4018 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4017->4018 4021 gini = 0.0 samples = 1 value = [1, 0] 4017->4021 4019 gini = 0.375 samples = 4 value = [3, 1] 4018->4019 4020 gini = 0.0 samples = 1 value = [1, 0] 4018->4020 4026 log_spend <= 2.536 gini = 0.397 samples = 11 value = [8, 3] 4025->4026 4029 gini = 0.0 samples = 1 value = [1, 0] 4025->4029 4027 gini = 0.0 samples = 7 value = [7, 0] 4026->4027 4028 gini = 0.375 samples = 4 value = [1, 3] 4026->4028 4031 x14_11 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 4030->4031 4036 gini = 0.0 samples = 4 value = [4, 0] 4030->4036 4032 log_spend <= 2.477 gini = 0.198 samples = 9 value = [8, 1] 4031->4032 4035 gini = 0.375 samples = 4 value = [3, 1] 4031->4035 4033 gini = 0.0 samples = 5 value = [5, 0] 4032->4033 4034 gini = 0.375 samples = 4 value = [3, 1] 4032->4034 4041 gini = 0.0 samples = 11 value = [11, 0] 4040->4041 4042 gini = 0.375 samples = 4 value = [3, 1] 4040->4042 4046 x7_WV <= 0.5 gini = 0.165 samples = 66 value = [60, 6] 4045->4046 4087 gini = 0.0 samples = 3 value = [3, 0] 4045->4087 4047 x7_TX <= 0.5 gini = 0.168 samples = 65 value = [59, 6] 4046->4047 4086 gini = 0.0 samples = 1 value = [1, 0] 4046->4086 4048 x7_VA <= 0.5 gini = 0.117 samples = 48 value = [45, 3] 4047->4048 4075 x13_3 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 4047->4075 4049 x7_MO <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 4048->4049 4074 gini = 0.0 samples = 3 value = [3, 0] 4048->4074 4050 x7_NM <= 0.5 gini = 0.136 samples = 41 value = [38, 3] 4049->4050 4073 gini = 0.0 samples = 4 value = [4, 0] 4049->4073 4051 x7_CO <= 0.5 gini = 0.139 samples = 40 value = [37, 3] 4050->4051 4072 gini = 0.0 samples = 1 value = [1, 0] 4050->4072 4052 x13_1 <= 0.5 gini = 0.145 samples = 38 value = [35, 3] 4051->4052 4071 gini = 0.0 samples = 2 value = [2, 0] 4051->4071 4053 x7_AR <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 4052->4053 4070 gini = 0.0 samples = 9 value = [9, 0] 4052->4070 4054 x7_NY <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 4053->4054 4069 gini = 0.0 samples = 1 value = [1, 0] 4053->4069 4055 x13_0 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 4054->4055 4068 gini = 0.0 samples = 3 value = [3, 0] 4054->4068 4056 x7_PA <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 4055->4056 4067 gini = 0.0 samples = 3 value = [3, 0] 4055->4067 4057 x7_MA <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 4056->4057 4066 gini = 0.0 samples = 7 value = [7, 0] 4056->4066 4058 log_spend <= 2.533 gini = 0.337 samples = 14 value = [11, 3] 4057->4058 4065 gini = 0.0 samples = 1 value = [1, 0] 4057->4065 4059 gini = 0.0 samples = 7 value = [7, 0] 4058->4059 4060 x7_GA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 4058->4060 4061 log_spend <= 2.554 gini = 0.5 samples = 6 value = [3, 3] 4060->4061 4064 gini = 0.0 samples = 1 value = [1, 0] 4060->4064 4062 gini = 0.0 samples = 3 value = [0, 3] 4061->4062 4063 gini = 0.0 samples = 3 value = [3, 0] 4061->4063 4076 x13_4 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 4075->4076 4085 gini = 0.0 samples = 4 value = [4, 0] 4075->4085 4077 x13_2 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 4076->4077 4084 gini = 0.0 samples = 1 value = [1, 0] 4076->4084 4078 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4077->4078 4081 log_spend <= 2.514 gini = 0.408 samples = 7 value = [5, 2] 4077->4081 4079 gini = 0.444 samples = 3 value = [2, 1] 4078->4079 4080 gini = 0.0 samples = 2 value = [2, 0] 4078->4080 4082 gini = 0.0 samples = 5 value = [5, 0] 4081->4082 4083 gini = 0.0 samples = 2 value = [0, 2] 4081->4083 4094 x13_1 <= 0.5 gini = 0.033 samples = 59 value = [58, 1] 4093->4094 4099 x7_NY <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 4093->4099 4095 gini = 0.0 samples = 40 value = [40, 0] 4094->4095 4096 x7_MO <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 4094->4096 4097 gini = 0.0 samples = 18 value = [18, 0] 4096->4097 4098 gini = 0.0 samples = 1 value = [0, 1] 4096->4098 4100 x7_PA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 4099->4100 4107 gini = 0.0 samples = 1 value = [1, 0] 4099->4107 4101 x7_DC <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 4100->4101 4106 gini = 0.0 samples = 2 value = [2, 0] 4100->4106 4102 log_spend <= 2.912 gini = 0.198 samples = 9 value = [8, 1] 4101->4102 4105 gini = 0.0 samples = 1 value = [1, 0] 4101->4105 4103 gini = 0.0 samples = 8 value = [8, 0] 4102->4103 4104 gini = 0.0 samples = 1 value = [0, 1] 4102->4104 4110 x14_10 <= 0.5 gini = 0.074 samples = 78 value = [75, 3] 4109->4110 4135 gini = 0.0 samples = 3 value = [0, 3] 4109->4135 4111 log_spend <= 2.56 gini = 0.089 samples = 64 value = [61, 3] 4110->4111 4134 gini = 0.0 samples = 14 value = [14, 0] 4110->4134 4112 x14_3 <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 4111->4112 4133 gini = 0.0 samples = 31 value = [31, 0] 4111->4133 4113 x13_0 <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 4112->4113 4132 gini = 0.0 samples = 7 value = [7, 0] 4112->4132 4114 x13_3 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 4113->4114 4125 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 4113->4125 4115 x14_5 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 4114->4115 4124 gini = 0.0 samples = 7 value = [7, 0] 4114->4124 4116 x14_11 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 4115->4116 4123 gini = 0.0 samples = 2 value = [2, 0] 4115->4123 4117 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 4116->4117 4122 gini = 0.0 samples = 2 value = [2, 0] 4116->4122 4118 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 4117->4118 4121 gini = 0.0 samples = 2 value = [2, 0] 4117->4121 4119 gini = 0.5 samples = 4 value = [2, 2] 4118->4119 4120 gini = 0.0 samples = 1 value = [1, 0] 4118->4120 4126 x14_4 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 4125->4126 4131 gini = 0.0 samples = 1 value = [1, 0] 4125->4131 4127 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4126->4127 4130 gini = 0.0 samples = 1 value = [1, 0] 4126->4130 4128 gini = 0.375 samples = 4 value = [3, 1] 4127->4128 4129 gini = 0.0 samples = 2 value = [2, 0] 4127->4129 4137 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 4136->4137 4140 gini = 0.0 samples = 3 value = [3, 0] 4136->4140 4138 gini = 0.0 samples = 14 value = [14, 0] 4137->4138 4139 gini = 0.5 samples = 2 value = [1, 1] 4137->4139 4142 x7_AL <= 0.5 gini = 0.043 samples = 90 value = [88, 2] 4141->4142 4163 gini = 0.0 samples = 14 value = [14, 0] 4141->4163 4143 log_spend <= 3.089 gini = 0.045 samples = 86 value = [84, 2] 4142->4143 4162 gini = 0.0 samples = 4 value = [4, 0] 4142->4162 4144 x7_KY <= 0.5 gini = 0.023 samples = 85 value = [84, 1] 4143->4144 4161 gini = 0.0 samples = 1 value = [0, 1] 4143->4161 4145 x7_IN <= 0.5 gini = 0.025 samples = 80 value = [79, 1] 4144->4145 4160 gini = 0.0 samples = 5 value = [5, 0] 4144->4160 4146 x7_VA <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 4145->4146 4159 gini = 0.0 samples = 1 value = [1, 0] 4145->4159 4147 x7_GA <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 4146->4147 4158 gini = 0.0 samples = 4 value = [4, 0] 4146->4158 4148 x7_UT <= 0.5 gini = 0.027 samples = 72 value = [71, 1] 4147->4148 4157 gini = 0.0 samples = 3 value = [3, 0] 4147->4157 4149 x13_3 <= 0.5 gini = 0.028 samples = 71 value = [70, 1] 4148->4149 4156 gini = 0.0 samples = 1 value = [1, 0] 4148->4156 4150 gini = 0.0 samples = 55 value = [55, 0] 4149->4150 4151 x7_IL <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 4149->4151 4152 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 4151->4152 4155 gini = 0.0 samples = 2 value = [2, 0] 4151->4155 4153 gini = 0.0 samples = 11 value = [11, 0] 4152->4153 4154 gini = 0.444 samples = 3 value = [2, 1] 4152->4154 4167 x11_1 <= 0.5 gini = 0.018 samples = 219 value = [217, 2] 4166->4167 4196 gini = 0.0 samples = 33 value = [33, 0] 4166->4196 4168 x14_4 <= 0.5 gini = 0.019 samples = 205 value = [203, 2] 4167->4168 4195 gini = 0.0 samples = 14 value = [14, 0] 4167->4195 4169 x9_78 <= 0.5 gini = 0.022 samples = 177 value = [175, 2] 4168->4169 4194 gini = 0.0 samples = 28 value = [28, 0] 4168->4194 4170 x13_2 <= 0.5 gini = 0.025 samples = 161 value = [159, 2] 4169->4170 4193 gini = 0.0 samples = 16 value = [16, 0] 4169->4193 4171 x17_other <= 0.5 gini = 0.031 samples = 128 value = [126, 2] 4170->4171 4192 gini = 0.0 samples = 33 value = [33, 0] 4170->4192 4172 x16_other <= 0.5 gini = 0.04 samples = 99 value = [97, 2] 4171->4172 4191 gini = 0.0 samples = 29 value = [29, 0] 4171->4191 4173 gini = 0.0 samples = 27 value = [27, 0] 4172->4173 4174 x14_8 <= 0.5 gini = 0.054 samples = 72 value = [70, 2] 4172->4174 4175 x14_11 <= 0.5 gini = 0.062 samples = 62 value = [60, 2] 4174->4175 4190 gini = 0.0 samples = 10 value = [10, 0] 4174->4190 4176 x14_2 <= 0.5 gini = 0.069 samples = 56 value = [54, 2] 4175->4176 4189 gini = 0.0 samples = 6 value = [6, 0] 4175->4189 4177 x13_4 <= 0.5 gini = 0.074 samples = 52 value = [50, 2] 4176->4177 4188 gini = 0.0 samples = 4 value = [4, 0] 4176->4188 4178 x13_1 <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 4177->4178 4187 gini = 0.0 samples = 12 value = [12, 0] 4177->4187 4179 x14_6 <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 4178->4179 4186 gini = 0.0 samples = 13 value = [13, 0] 4178->4186 4180 x14_5 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 4179->4180 4183 log_spend <= 2.639 gini = 0.32 samples = 5 value = [4, 1] 4179->4183 4181 gini = 0.0 samples = 18 value = [18, 0] 4180->4181 4182 gini = 0.375 samples = 4 value = [3, 1] 4180->4182 4184 gini = 0.0 samples = 1 value = [0, 1] 4183->4184 4185 gini = 0.0 samples = 4 value = [4, 0] 4183->4185 4199 x12_0 <= 0.5 gini = 0.023 samples = 170 value = [168, 2] 4198->4199 4226 log_spend <= 1.093 gini = 0.137 samples = 54 value = [50, 4] 4198->4226 4200 x7_OH <= 0.5 gini = 0.027 samples = 144 value = [142, 2] 4199->4200 4225 gini = 0.0 samples = 26 value = [26, 0] 4199->4225 4201 x17_merck <= 0.5 gini = 0.029 samples = 138 value = [136, 2] 4200->4201 4224 gini = 0.0 samples = 6 value = [6, 0] 4200->4224 4202 gini = 0.0 samples = 26 value = [26, 0] 4201->4202 4203 x9_6 <= 0.5 gini = 0.035 samples = 112 value = [110, 2] 4201->4203 4204 gini = 0.0 samples = 25 value = [25, 0] 4203->4204 4205 x7_IL <= 0.5 gini = 0.045 samples = 87 value = [85, 2] 4203->4205 4206 log_spend <= 2.797 gini = 0.046 samples = 84 value = [82, 2] 4205->4206 4223 gini = 0.0 samples = 3 value = [3, 0] 4205->4223 4207 x7_WV <= 0.5 gini = 0.025 samples = 78 value = [77, 1] 4206->4207 4220 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4206->4220 4208 x7_AR <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 4207->4208 4219 gini = 0.0 samples = 2 value = [2, 0] 4207->4219 4209 x7_TX <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 4208->4209 4218 gini = 0.0 samples = 3 value = [3, 0] 4208->4218 4210 log_spend <= 2.138 gini = 0.029 samples = 69 value = [68, 1] 4209->4210 4217 gini = 0.0 samples = 4 value = [4, 0] 4209->4217 4211 x7_LA <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 4210->4211 4216 gini = 0.0 samples = 51 value = [51, 0] 4210->4216 4212 log_spend <= 2.108 gini = 0.111 samples = 17 value = [16, 1] 4211->4212 4215 gini = 0.0 samples = 1 value = [1, 0] 4211->4215 4213 gini = 0.0 samples = 16 value = [16, 0] 4212->4213 4214 gini = 0.0 samples = 1 value = [0, 1] 4212->4214 4221 gini = 0.0 samples = 2 value = [2, 0] 4220->4221 4222 gini = 0.375 samples = 4 value = [3, 1] 4220->4222 4227 gini = 0.0 samples = 1 value = [0, 1] 4226->4227 4228 x7_GA <= 0.5 gini = 0.107 samples = 53 value = [50, 3] 4226->4228 4229 x7_LA <= 0.5 gini = 0.109 samples = 52 value = [49, 3] 4228->4229 4254 gini = 0.0 samples = 1 value = [1, 0] 4228->4254 4230 x7_NY <= 0.5 gini = 0.111 samples = 51 value = [48, 3] 4229->4230 4253 gini = 0.0 samples = 1 value = [1, 0] 4229->4253 4231 x17_other <= 0.5 gini = 0.113 samples = 50 value = [47, 3] 4230->4231 4252 gini = 0.0 samples = 1 value = [1, 0] 4230->4252 4232 x9_6 <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 4231->4232 4251 gini = 0.0 samples = 22 value = [22, 0] 4231->4251 4233 gini = 0.0 samples = 5 value = [5, 0] 4232->4233 4234 x7_OK <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 4232->4234 4235 x7_SC <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 4234->4235 4250 gini = 0.0 samples = 1 value = [1, 0] 4234->4250 4236 x7_KS <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 4235->4236 4249 gini = 0.0 samples = 1 value = [1, 0] 4235->4249 4237 x7_CA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 4236->4237 4248 gini = 0.0 samples = 1 value = [1, 0] 4236->4248 4238 x7_FL <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 4237->4238 4247 gini = 0.0 samples = 3 value = [3, 0] 4237->4247 4239 x7_MS <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 4238->4239 4246 gini = 0.444 samples = 3 value = [1, 2] 4238->4246 4240 x7_AR <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 4239->4240 4245 gini = 0.0 samples = 1 value = [1, 0] 4239->4245 4241 log_spend <= 2.489 gini = 0.153 samples = 12 value = [11, 1] 4240->4241 4244 gini = 0.0 samples = 1 value = [1, 0] 4240->4244 4242 gini = 0.0 samples = 8 value = [8, 0] 4241->4242 4243 gini = 0.375 samples = 4 value = [3, 1] 4241->4243 4257 x14_2 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 4256->4257 4268 gini = 0.0 samples = 3 value = [3, 0] 4256->4268 4258 x13_1 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 4257->4258 4267 gini = 0.0 samples = 2 value = [2, 0] 4257->4267 4259 x7_NJ <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 4258->4259 4266 gini = 0.0 samples = 3 value = [3, 0] 4258->4266 4260 x7_CA <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 4259->4260 4265 gini = 0.0 samples = 1 value = [1, 0] 4259->4265 4261 x12_100000000232 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 4260->4261 4264 gini = 0.0 samples = 1 value = [0, 1] 4260->4264 4262 gini = 0.5 samples = 4 value = [2, 2] 4261->4262 4263 gini = 0.0 samples = 6 value = [6, 0] 4261->4263 4271 gini = 0.0 samples = 19 value = [19, 0] 4270->4271 4272 x13_1 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 4270->4272 4273 x7_OK <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 4272->4273 4278 gini = 0.0 samples = 2 value = [2, 0] 4272->4278 4274 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 4273->4274 4277 gini = 0.0 samples = 1 value = [1, 0] 4273->4277 4275 gini = 0.0 samples = 4 value = [4, 0] 4274->4275 4276 gini = 0.444 samples = 3 value = [1, 2] 4274->4276 4280 x7_NC <= 0.5 gini = 0.011 samples = 2034 value = [2023, 11] 4279->4280 4351 gini = 0.0 samples = 38 value = [38, 0] 4279->4351 4281 x11_0 <= 0.5 gini = 0.01 samples = 1983 value = [1973, 10] 4280->4281 4338 x12_100000000278 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 4280->4338 4282 x17_merck <= 0.5 gini = 0.011 samples = 1821 value = [1811, 10] 4281->4282 4337 gini = 0.0 samples = 162 value = [162, 0] 4281->4337 4283 gini = 0.0 samples = 1477 value = [1477, 0] 4282->4283 4284 x7_GA <= 0.5 gini = 0.056 samples = 344 value = [334, 10] 4282->4284 4285 x13_4 <= 0.5 gini = 0.059 samples = 326 value = [316, 10] 4284->4285 4336 gini = 0.0 samples = 18 value = [18, 0] 4284->4336 4286 x7_PA <= 0.5 gini = 0.047 samples = 292 value = [285, 7] 4285->4286 4325 x14_7 <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 4285->4325 4287 x7_AZ <= 0.5 gini = 0.043 samples = 275 value = [269, 6] 4286->4287 4318 x14_6 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 4286->4318 4288 x14_12 <= 0.5 gini = 0.043 samples = 270 value = [264, 6] 4287->4288 4317 gini = 0.0 samples = 5 value = [5, 0] 4287->4317 4289 x7_PR <= 0.5 gini = 0.03 samples = 264 value = [260, 4] 4288->4289 4312 x7_FL <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 4288->4312 4290 x7_TN <= 0.5 gini = 0.03 samples = 263 value = [259, 4] 4289->4290 4311 gini = 0.0 samples = 1 value = [1, 0] 4289->4311 4291 x7_KS <= 0.5 gini = 0.031 samples = 256 value = [252, 4] 4290->4291 4310 gini = 0.0 samples = 7 value = [7, 0] 4290->4310 4292 log_spend <= 2.775 gini = 0.031 samples = 254 value = [250, 4] 4291->4292 4309 gini = 0.0 samples = 2 value = [2, 0] 4291->4309 4293 x7_IN <= 0.5 gini = 0.01 samples = 206 value = [205, 1] 4292->4293 4302 x7_IL <= 0.5 gini = 0.117 samples = 48 value = [45, 3] 4292->4302 4294 x11_30 <= 0.5 gini = 0.01 samples = 201 value = [200, 1] 4293->4294 4301 gini = 0.0 samples = 5 value = [5, 0] 4293->4301 4295 gini = 0.0 samples = 43 value = [43, 0] 4294->4295 4296 x7_NY <= 0.5 gini = 0.013 samples = 158 value = [157, 1] 4294->4296 4297 gini = 0.0 samples = 151 value = [151, 0] 4296->4297 4298 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 4296->4298 4299 gini = 0.0 samples = 4 value = [4, 0] 4298->4299 4300 gini = 0.444 samples = 3 value = [2, 1] 4298->4300 4303 x7_MO <= 0.5 gini = 0.12 samples = 47 value = [44, 3] 4302->4303 4308 gini = 0.0 samples = 1 value = [1, 0] 4302->4308 4304 log_spend <= 2.785 gini = 0.122 samples = 46 value = [43, 3] 4303->4304 4307 gini = 0.0 samples = 1 value = [1, 0] 4303->4307 4305 gini = 0.0 samples = 3 value = [0, 3] 4304->4305 4306 gini = 0.0 samples = 43 value = [43, 0] 4304->4306 4313 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4312->4313 4316 gini = 0.0 samples = 1 value = [0, 1] 4312->4316 4314 gini = 0.375 samples = 4 value = [3, 1] 4313->4314 4315 gini = 0.0 samples = 1 value = [1, 0] 4313->4315 4319 x14_3 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 4318->4319 4324 gini = 0.0 samples = 2 value = [2, 0] 4318->4324 4320 x14_1 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 4319->4320 4323 gini = 0.0 samples = 3 value = [3, 0] 4319->4323 4321 gini = 0.0 samples = 9 value = [9, 0] 4320->4321 4322 gini = 0.444 samples = 3 value = [2, 1] 4320->4322 4326 x11_30 <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 4325->4326 4335 gini = 0.0 samples = 3 value = [3, 0] 4325->4335 4327 gini = 0.375 samples = 4 value = [3, 1] 4326->4327 4328 x7_OH <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 4326->4328 4329 x14_10 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 4328->4329 4334 gini = 0.5 samples = 2 value = [1, 1] 4328->4334 4330 log_spend <= 3.009 gini = 0.087 samples = 22 value = [21, 1] 4329->4330 4333 gini = 0.0 samples = 3 value = [3, 0] 4329->4333 4331 gini = 0.0 samples = 21 value = [21, 0] 4330->4331 4332 gini = 0.0 samples = 1 value = [0, 1] 4330->4332 4339 x14_11 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 4338->4339 4350 gini = 0.0 samples = 32 value = [32, 0] 4338->4350 4340 x11_1 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 4339->4340 4349 gini = 0.0 samples = 2 value = [2, 0] 4339->4349 4341 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 4340->4341 4348 gini = 0.0 samples = 5 value = [5, 0] 4340->4348 4342 x17_merck <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 4341->4342 4347 gini = 0.0 samples = 3 value = [3, 0] 4341->4347 4343 gini = 0.0 samples = 2 value = [2, 0] 4342->4343 4344 log_spend <= 2.161 gini = 0.245 samples = 7 value = [6, 1] 4342->4344 4345 gini = 0.5 samples = 2 value = [1, 1] 4344->4345 4346 gini = 0.0 samples = 5 value = [5, 0] 4344->4346 4353 x15_cardiology/vascular diseases <= 0.5 gini = 0.344 samples = 86 value = [67, 19] 4352->4353 4378 gini = 0.444 samples = 3 value = [2, 1] 4352->4378 4354 x7_OH <= 0.5 gini = 0.353 samples = 83 value = [64, 19] 4353->4354 4377 gini = 0.0 samples = 3 value = [3, 0] 4353->4377 4355 x11_15 <= 0.5 gini = 0.335 samples = 80 value = [63, 17] 4354->4355 4376 gini = 0.444 samples = 3 value = [1, 2] 4354->4376 4356 x15_endocrinology <= 0.5 gini = 0.341 samples = 78 value = [61, 17] 4355->4356 4375 gini = 0.0 samples = 2 value = [2, 0] 4355->4375 4357 gini = 0.0 samples = 59 value = [59, 0] 4356->4357 4358 x14_1 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 4356->4358 4359 x14_11 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 4358->4359 4374 gini = 0.0 samples = 2 value = [0, 2] 4358->4374 4360 x14_9 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 4359->4360 4373 gini = 0.0 samples = 1 value = [0, 1] 4359->4373 4361 x13_2 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 4360->4361 4372 gini = 0.0 samples = 2 value = [0, 2] 4360->4372 4362 x7_ND <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 4361->4362 4371 gini = 0.0 samples = 3 value = [0, 3] 4361->4371 4363 x14_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 4362->4363 4370 gini = 0.0 samples = 1 value = [0, 1] 4362->4370 4364 x12_100000000053 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 4363->4364 4369 gini = 0.0 samples = 4 value = [0, 4] 4363->4369 4365 gini = 0.0 samples = 1 value = [1, 0] 4364->4365 4366 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4364->4366 4367 gini = 0.444 samples = 3 value = [1, 2] 4366->4367 4368 gini = 0.0 samples = 2 value = [0, 2] 4366->4368 4381 x17_other <= 0.5 gini = 0.002 samples = 2387 value = [2385, 2] 4380->4381 4438 gini = 0.0 samples = 21 value = [21, 0] 4380->4438 4382 gini = 0.0 samples = 466 value = [466, 0] 4381->4382 4383 x7_SD <= 0.5 gini = 0.002 samples = 1921 value = [1919, 2] 4381->4383 4384 x14_3 <= 0.5 gini = 0.002 samples = 1919 value = [1917, 2] 4383->4384 4437 gini = 0.0 samples = 2 value = [2, 0] 4383->4437 4385 x13_0 <= 0.5 gini = 0.001 samples = 1717 value = [1716, 1] 4384->4385 4432 x7_ID <= 0.5 gini = 0.01 samples = 202 value = [201, 1] 4384->4432 4386 x13_3 <= 0.5 gini = 0.001 samples = 1416 value = [1415, 1] 4385->4386 4431 gini = 0.0 samples = 301 value = [301, 0] 4385->4431 4387 x7_LA <= 0.5 gini = 0.002 samples = 1053 value = [1052, 1] 4386->4387 4430 gini = 0.0 samples = 363 value = [363, 0] 4386->4430 4388 x7_MO <= 0.5 gini = 0.002 samples = 1012 value = [1011, 1] 4387->4388 4429 gini = 0.0 samples = 41 value = [41, 0] 4387->4429 4389 x7_PA <= 0.5 gini = 0.002 samples = 1000 value = [999, 1] 4388->4389 4428 gini = 0.0 samples = 12 value = [12, 0] 4388->4428 4390 x7_AL <= 0.5 gini = 0.002 samples = 933 value = [932, 1] 4389->4390 4427 gini = 0.0 samples = 67 value = [67, 0] 4389->4427 4391 x14_7 <= 0.5 gini = 0.002 samples = 910 value = [909, 1] 4390->4391 4426 gini = 0.0 samples = 23 value = [23, 0] 4390->4426 4392 gini = 0.0 samples = 838 value = [838, 0] 4391->4392 4393 x7_SC <= 0.5 gini = 0.027 samples = 72 value = [71, 1] 4391->4393 4394 x9_78 <= 0.5 gini = 0.028 samples = 70 value = [69, 1] 4393->4394 4425 gini = 0.0 samples = 2 value = [2, 0] 4393->4425 4395 gini = 0.0 samples = 8 value = [8, 0] 4394->4395 4396 x13_4 <= 0.5 gini = 0.032 samples = 62 value = [61, 1] 4394->4396 4397 x7_VA <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 4396->4397 4424 gini = 0.0 samples = 17 value = [17, 0] 4396->4424 4398 x7_MS <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 4397->4398 4423 gini = 0.0 samples = 2 value = [2, 0] 4397->4423 4399 x7_GA <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 4398->4399 4422 gini = 0.0 samples = 2 value = [2, 0] 4398->4422 4400 x7_IN <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 4399->4400 4421 gini = 0.0 samples = 5 value = [5, 0] 4399->4421 4401 x7_TN <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 4400->4401 4420 gini = 0.0 samples = 3 value = [3, 0] 4400->4420 4402 x7_MD <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 4401->4402 4419 gini = 0.0 samples = 2 value = [2, 0] 4401->4419 4403 x7_NE <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 4402->4403 4418 gini = 0.0 samples = 1 value = [1, 0] 4402->4418 4404 x7_AZ <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 4403->4404 4417 gini = 0.0 samples = 1 value = [1, 0] 4403->4417 4405 x7_MI <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 4404->4405 4416 gini = 0.0 samples = 2 value = [2, 0] 4404->4416 4406 x7_NC <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 4405->4406 4415 gini = 0.0 samples = 1 value = [1, 0] 4405->4415 4407 x7_CA <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 4406->4407 4414 gini = 0.0 samples = 1 value = [1, 0] 4406->4414 4408 x13_1 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 4407->4408 4413 gini = 0.0 samples = 2 value = [2, 0] 4407->4413 4409 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 4408->4409 4412 gini = 0.0 samples = 12 value = [12, 0] 4408->4412 4410 gini = 0.0 samples = 7 value = [7, 0] 4409->4410 4411 gini = 0.375 samples = 4 value = [3, 1] 4409->4411 4433 x11_0 <= 0.5 gini = 0.01 samples = 201 value = [200, 1] 4432->4433 4436 gini = 0.0 samples = 1 value = [1, 0] 4432->4436 4434 gini = 0.0 samples = 200 value = [200, 0] 4433->4434 4435 gini = 0.0 samples = 1 value = [0, 1] 4433->4435 4440 gini = 0.0 samples = 472 value = [472, 0] 4439->4440 4441 x14_7 <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 4439->4441 4442 gini = 0.0 samples = 95 value = [95, 0] 4441->4442 4443 log_spend <= 2.636 gini = 0.153 samples = 12 value = [11, 1] 4441->4443 4444 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4443->4444 4449 gini = 0.0 samples = 6 value = [6, 0] 4443->4449 4445 x12_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4444->4445 4448 gini = 0.0 samples = 1 value = [1, 0] 4444->4448 4446 gini = 0.0 samples = 1 value = [1, 0] 4445->4446 4447 gini = 0.375 samples = 4 value = [3, 1] 4445->4447 4452 x12_100000000232 <= 0.5 gini = 0.002 samples = 2551 value = [2549, 2] 4451->4452 4457 gini = 0.0 samples = 1 value = [1, 0] 4451->4457 4453 x10_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 4452->4453 4456 gini = 0.0 samples = 2546 value = [2546, 0] 4452->4456 4454 gini = 0.0 samples = 2 value = [2, 0] 4453->4454 4455 gini = 0.444 samples = 3 value = [1, 2] 4453->4455 4459 x7_NJ <= 0.5 gini = 0.073 samples = 998 value = [960, 38] 4458->4459 4552 x15_oncology <= 0.5 gini = 0.434 samples = 358 value = [244, 114] 4458->4552 4460 x12_0 <= 0.5 gini = 0.077 samples = 949 value = [911, 38] 4459->4460 4551 gini = 0.0 samples = 49 value = [49, 0] 4459->4551 4461 x7_MD <= 0.5 gini = 0.469 samples = 48 value = [30, 18] 4460->4461 4496 x7_IN <= 0.5 gini = 0.043 samples = 901 value = [881, 20] 4460->4496 4462 x11_15 <= 0.5 gini = 0.476 samples = 46 value = [28, 18] 4461->4462 4495 gini = 0.0 samples = 2 value = [2, 0] 4461->4495 4463 x7_LA <= 0.5 gini = 0.48 samples = 45 value = [27, 18] 4462->4463 4494 gini = 0.0 samples = 1 value = [1, 0] 4462->4494 4464 x11_0 <= 0.5 gini = 0.45 samples = 41 value = [27, 14] 4463->4464 4493 gini = 0.0 samples = 4 value = [0, 4] 4463->4493 4465 x14_12 <= 0.5 gini = 0.404 samples = 32 value = [23, 9] 4464->4465 4482 x14_12 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 4464->4482 4466 x7_VA <= 0.5 gini = 0.328 samples = 29 value = [23, 6] 4465->4466 4481 gini = 0.0 samples = 3 value = [0, 3] 4465->4481 4467 x13_0 <= 0.5 gini = 0.346 samples = 27 value = [21, 6] 4466->4467 4480 gini = 0.0 samples = 2 value = [2, 0] 4466->4480 4468 x14_6 <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 4467->4468 4479 gini = 0.444 samples = 3 value = [2, 1] 4467->4479 4469 x10_580 <= 0.5 gini = 0.351 samples = 22 value = [17, 5] 4468->4469 4478 gini = 0.0 samples = 2 value = [2, 0] 4468->4478 4470 x7_OH <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 4469->4470 4477 gini = 0.0 samples = 10 value = [10, 0] 4469->4477 4471 x12_100000000228 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 4470->4471 4476 gini = 0.0 samples = 1 value = [0, 1] 4470->4476 4472 log_spend <= 3.086 gini = 0.32 samples = 5 value = [1, 4] 4471->4472 4475 gini = 0.0 samples = 6 value = [6, 0] 4471->4475 4473 gini = 0.0 samples = 3 value = [0, 3] 4472->4473 4474 gini = 0.5 samples = 2 value = [1, 1] 4472->4474 4483 x14_2 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 4482->4483 4492 gini = 0.0 samples = 1 value = [0, 1] 4482->4492 4484 x13_0 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 4483->4484 4491 gini = 0.0 samples = 1 value = [1, 0] 4483->4491 4485 x17_merck <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 4484->4485 4490 gini = 0.0 samples = 1 value = [0, 1] 4484->4490 4486 gini = 0.0 samples = 1 value = [1, 0] 4485->4486 4487 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 4485->4487 4488 gini = 0.5 samples = 4 value = [2, 2] 4487->4488 4489 gini = 0.0 samples = 1 value = [0, 1] 4487->4489 4497 x16_gastro <= 0.5 gini = 0.045 samples = 871 value = [851, 20] 4496->4497 4550 gini = 0.0 samples = 30 value = [30, 0] 4496->4550 4498 x16_cardio <= 0.5 gini = 0.012 samples = 851 value = [846, 5] 4497->4498 4543 x14_8 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 4497->4543 4499 x7_FL <= 0.5 gini = 0.086 samples = 67 value = [64, 3] 4498->4499 4530 x13_0 <= 0.5 gini = 0.005 samples = 784 value = [782, 2] 4498->4530 4500 x14_5 <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 4499->4500 4523 x15_ophthalmology <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 4499->4523 4501 x13_5 <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 4500->4501 4522 gini = 0.0 samples = 7 value = [7, 0] 4500->4522 4502 x7_NC <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 4501->4502 4521 gini = 0.0 samples = 3 value = [3, 0] 4501->4521 4503 x11_0 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 4502->4503 4520 gini = 0.0 samples = 1 value = [1, 0] 4502->4520 4504 gini = 0.0 samples = 26 value = [26, 0] 4503->4504 4505 x13_3 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 4503->4505 4506 x7_PA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 4505->4506 4519 gini = 0.0 samples = 3 value = [3, 0] 4505->4519 4507 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 4506->4507 4518 gini = 0.0 samples = 3 value = [3, 0] 4506->4518 4508 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 4507->4508 4517 gini = 0.0 samples = 1 value = [1, 0] 4507->4517 4509 x7_MD <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 4508->4509 4516 gini = 0.0 samples = 1 value = [1, 0] 4508->4516 4510 x7_MI <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 4509->4510 4515 gini = 0.0 samples = 1 value = [1, 0] 4509->4515 4511 x7_CA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 4510->4511 4514 gini = 0.0 samples = 2 value = [2, 0] 4510->4514 4512 gini = 0.0 samples = 8 value = [8, 0] 4511->4512 4513 gini = 0.0 samples = 1 value = [0, 1] 4511->4513 4524 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 4523->4524 4529 gini = 0.0 samples = 1 value = [0, 1] 4523->4529 4525 log_spend <= 0.868 gini = 0.278 samples = 6 value = [5, 1] 4524->4525 4528 gini = 0.0 samples = 3 value = [3, 0] 4524->4528 4526 gini = 0.0 samples = 3 value = [3, 0] 4525->4526 4527 gini = 0.444 samples = 3 value = [2, 1] 4525->4527 4531 x14_9 <= 0.5 gini = 0.006 samples = 663 value = [661, 2] 4530->4531 4542 gini = 0.0 samples = 121 value = [121, 0] 4530->4542 4532 x7_FL <= 0.5 gini = 0.007 samples = 603 value = [601, 2] 4531->4532 4541 gini = 0.0 samples = 60 value = [60, 0] 4531->4541 4533 x7_KY <= 0.5 gini = 0.004 samples = 569 value = [568, 1] 4532->4533 4538 x17_other <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 4532->4538 4534 gini = 0.0 samples = 556 value = [556, 0] 4533->4534 4535 x17_other <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 4533->4535 4536 gini = 0.0 samples = 1 value = [0, 1] 4535->4536 4537 gini = 0.0 samples = 12 value = [12, 0] 4535->4537 4539 gini = 0.444 samples = 3 value = [2, 1] 4538->4539 4540 gini = 0.0 samples = 31 value = [31, 0] 4538->4540 4544 x5_Drug <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 4543->4544 4549 gini = 0.0 samples = 1 value = [1, 0] 4543->4549 4545 x13_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 4544->4545 4548 gini = 0.0 samples = 3 value = [3, 0] 4544->4548 4546 gini = 0.0 samples = 1 value = [1, 0] 4545->4546 4547 gini = 0.0 samples = 15 value = [0, 15] 4545->4547 4553 x10_529 <= 0.5 gini = 0.309 samples = 230 value = [186, 44] 4552->4553 4636 x7_PA <= 0.5 gini = 0.496 samples = 128 value = [58, 70] 4552->4636 4554 gini = 0.0 samples = 108 value = [108, 0] 4553->4554 4555 x14_11 <= 0.5 gini = 0.461 samples = 122 value = [78, 44] 4553->4555 4556 log_spend <= 2.315 gini = 0.444 samples = 108 value = [72, 36] 4555->4556 4627 x7_FL <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 4555->4627 4557 x7_IL <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 4556->4557 4574 log_spend <= 2.785 gini = 0.219 samples = 80 value = [70, 10] 4556->4574 4558 x14_4 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 4557->4558 4573 gini = 0.0 samples = 1 value = [1, 0] 4557->4573 4559 x13_3 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 4558->4559 4572 gini = 0.0 samples = 4 value = [0, 4] 4558->4572 4560 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 4559->4560 4571 gini = 0.0 samples = 9 value = [0, 9] 4559->4571 4561 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 4560->4561 4570 gini = 0.0 samples = 2 value = [0, 2] 4560->4570 4562 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 4561->4562 4569 gini = 0.0 samples = 3 value = [0, 3] 4561->4569 4563 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 4562->4563 4568 gini = 0.0 samples = 2 value = [0, 2] 4562->4568 4564 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 4563->4564 4567 gini = 0.0 samples = 1 value = [0, 1] 4563->4567 4565 gini = 0.375 samples = 4 value = [1, 3] 4564->4565 4566 gini = 0.0 samples = 2 value = [0, 2] 4564->4566 4575 x7_AL <= 0.5 gini = 0.037 samples = 53 value = [52, 1] 4574->4575 4598 x7_NJ <= 0.5 gini = 0.444 samples = 27 value = [18, 9] 4574->4598 4576 x14_1 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 4575->4576 4597 gini = 0.0 samples = 1 value = [1, 0] 4575->4597 4577 x7_KY <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 4576->4577 4596 gini = 0.0 samples = 1 value = [1, 0] 4576->4596 4578 x14_12 <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 4577->4578 4595 gini = 0.0 samples = 1 value = [1, 0] 4577->4595 4579 x13_1 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 4578->4579 4594 gini = 0.0 samples = 4 value = [4, 0] 4578->4594 4580 x7_AR <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 4579->4580 4593 gini = 0.0 samples = 15 value = [15, 0] 4579->4593 4581 x13_2 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 4580->4581 4592 gini = 0.0 samples = 2 value = [2, 0] 4580->4592 4582 x7_CA <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 4581->4582 4591 gini = 0.0 samples = 8 value = [8, 0] 4581->4591 4583 x13_4 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 4582->4583 4590 gini = 0.0 samples = 2 value = [2, 0] 4582->4590 4584 x14_8 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 4583->4584 4589 gini = 0.0 samples = 3 value = [3, 0] 4583->4589 4585 gini = 0.0 samples = 11 value = [11, 0] 4584->4585 4586 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4584->4586 4587 gini = 0.375 samples = 4 value = [3, 1] 4586->4587 4588 gini = 0.0 samples = 1 value = [1, 0] 4586->4588 4599 x7_NY <= 0.5 gini = 0.453 samples = 26 value = [17, 9] 4598->4599 4626 gini = 0.0 samples = 1 value = [1, 0] 4598->4626 4600 x7_TX <= 0.5 gini = 0.423 samples = 23 value = [16, 7] 4599->4600 4625 gini = 0.444 samples = 3 value = [1, 2] 4599->4625 4601 x14_12 <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 4600->4601 4624 gini = 0.0 samples = 2 value = [2, 0] 4600->4624 4602 x14_2 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 4601->4602 4619 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 4601->4619 4603 x14_10 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 4602->4603 4618 gini = 0.0 samples = 1 value = [0, 1] 4602->4618 4604 x14_3 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 4603->4604 4617 gini = 0.0 samples = 2 value = [2, 0] 4603->4617 4605 x13_1 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 4604->4605 4616 gini = 0.0 samples = 1 value = [1, 0] 4604->4616 4606 x7_IA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 4605->4606 4615 gini = 0.0 samples = 2 value = [2, 0] 4605->4615 4607 x7_PA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 4606->4607 4614 gini = 0.0 samples = 1 value = [1, 0] 4606->4614 4608 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 4607->4608 4613 gini = 0.0 samples = 1 value = [1, 0] 4607->4613 4609 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4608->4609 4612 gini = 0.0 samples = 2 value = [2, 0] 4608->4612 4610 gini = 0.375 samples = 4 value = [3, 1] 4609->4610 4611 gini = 0.0 samples = 1 value = [1, 0] 4609->4611 4620 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4619->4620 4623 gini = 0.0 samples = 1 value = [0, 1] 4619->4623 4621 gini = 0.0 samples = 4 value = [0, 4] 4620->4621 4622 gini = 0.0 samples = 1 value = [1, 0] 4620->4622 4628 x13_0 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 4627->4628 4635 gini = 0.0 samples = 4 value = [0, 4] 4627->4635 4629 x7_NC <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 4628->4629 4634 gini = 0.0 samples = 4 value = [4, 0] 4628->4634 4630 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4629->4630 4633 gini = 0.0 samples = 1 value = [1, 0] 4629->4633 4631 gini = 0.0 samples = 4 value = [0, 4] 4630->4631 4632 gini = 0.0 samples = 1 value = [1, 0] 4630->4632 4637 x13_4 <= 0.5 gini = 0.49 samples = 123 value = [53, 70] 4636->4637 4712 gini = 0.0 samples = 5 value = [5, 0] 4636->4712 4638 x14_5 <= 0.5 gini = 0.479 samples = 111 value = [44, 67] 4637->4638 4707 x11_1 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 4637->4707 4639 x10_710 <= 0.5 gini = 0.471 samples = 103 value = [39, 64] 4638->4639 4698 x7_MI <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 4638->4698 4640 x7_NY <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 4639->4640 4659 x7_AL <= 0.5 gini = 0.366 samples = 83 value = [20, 63] 4639->4659 4641 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 4640->4641 4658 gini = 0.0 samples = 3 value = [3, 0] 4640->4658 4642 x14_3 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 4641->4642 4657 gini = 0.0 samples = 2 value = [2, 0] 4641->4657 4643 x13_1 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 4642->4643 4656 gini = 0.0 samples = 2 value = [2, 0] 4642->4656 4644 x7_MA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 4643->4644 4655 gini = 0.0 samples = 2 value = [2, 0] 4643->4655 4645 x7_TN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 4644->4645 4654 gini = 0.0 samples = 2 value = [2, 0] 4644->4654 4646 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 4645->4646 4653 gini = 0.0 samples = 1 value = [1, 0] 4645->4653 4647 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 4646->4647 4652 gini = 0.0 samples = 1 value = [1, 0] 4646->4652 4648 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4647->4648 4651 gini = 0.0 samples = 1 value = [1, 0] 4647->4651 4649 gini = 0.0 samples = 4 value = [4, 0] 4648->4649 4650 gini = 0.5 samples = 2 value = [1, 1] 4648->4650 4660 x13_0 <= 0.5 gini = 0.346 samples = 81 value = [18, 63] 4659->4660 4697 gini = 0.0 samples = 2 value = [2, 0] 4659->4697 4661 x14_9 <= 0.5 gini = 0.298 samples = 77 value = [14, 63] 4660->4661 4696 gini = 0.0 samples = 4 value = [4, 0] 4660->4696 4662 x13_1 <= 0.5 gini = 0.284 samples = 76 value = [13, 63] 4661->4662 4695 gini = 0.0 samples = 1 value = [1, 0] 4661->4695 4663 x14_6 <= 0.5 gini = 0.264 samples = 64 value = [10, 54] 4662->4663 4692 log_spend <= 2.436 gini = 0.375 samples = 12 value = [3, 9] 4662->4692 4664 x14_4 <= 0.5 gini = 0.259 samples = 59 value = [9, 50] 4663->4664 4689 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4663->4689 4665 x13_2 <= 0.5 gini = 0.303 samples = 43 value = [8, 35] 4664->4665 4684 x7_TX <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 4664->4684 4666 x14_12 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 4665->4666 4679 x7_OH <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 4665->4679 4667 x7_FL <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 4666->4667 4678 gini = 0.0 samples = 2 value = [2, 0] 4666->4678 4668 x13_5 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 4667->4668 4677 gini = 0.0 samples = 1 value = [1, 0] 4667->4677 4669 x7_OH <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 4668->4669 4676 gini = 0.0 samples = 1 value = [0, 1] 4668->4676 4670 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 4669->4670 4675 gini = 0.5 samples = 2 value = [1, 1] 4669->4675 4671 x7_NJ <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 4670->4671 4674 gini = 0.0 samples = 1 value = [0, 1] 4670->4674 4672 gini = 0.0 samples = 11 value = [0, 11] 4671->4672 4673 gini = 0.0 samples = 1 value = [1, 0] 4671->4673 4680 x14_8 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 4679->4680 4683 gini = 0.0 samples = 1 value = [1, 0] 4679->4683 4681 gini = 0.0 samples = 21 value = [0, 21] 4680->4681 4682 gini = 0.0 samples = 2 value = [2, 0] 4680->4682 4685 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 4684->4685 4688 gini = 0.0 samples = 3 value = [0, 3] 4684->4688 4686 gini = 0.0 samples = 12 value = [0, 12] 4685->4686 4687 gini = 0.0 samples = 1 value = [1, 0] 4685->4687 4690 gini = 0.0 samples = 4 value = [0, 4] 4689->4690 4691 gini = 0.0 samples = 1 value = [1, 0] 4689->4691 4693 gini = 0.0 samples = 9 value = [0, 9] 4692->4693 4694 gini = 0.0 samples = 3 value = [3, 0] 4692->4694 4699 x10_0 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 4698->4699 4706 gini = 0.0 samples = 1 value = [1, 0] 4698->4706 4700 x13_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 4699->4700 4705 gini = 0.0 samples = 1 value = [1, 0] 4699->4705 4701 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 4700->4701 4704 gini = 0.0 samples = 1 value = [1, 0] 4700->4704 4702 gini = 0.375 samples = 4 value = [1, 3] 4701->4702 4703 gini = 0.0 samples = 1 value = [1, 0] 4701->4703 4708 log_spend <= 2.727 gini = 0.469 samples = 8 value = [5, 3] 4707->4708 4711 gini = 0.0 samples = 4 value = [4, 0] 4707->4711 4709 gini = 0.375 samples = 4 value = [1, 3] 4708->4709 4710 gini = 0.0 samples = 4 value = [4, 0] 4708->4710 4715 x9_0 <= 0.5 gini = 0.371 samples = 1351 value = [1018, 333] 4714->4715 5142 x7_AZ <= 0.5 gini = 0.351 samples = 110 value = [85, 25] 4714->5142 4716 x7_VA <= 0.5 gini = 0.475 samples = 830 value = [508, 322] 4715->4716 5067 x16_oncol <= 0.5 gini = 0.041 samples = 521 value = [510, 11] 4715->5067 4717 x11_1 <= 0.5 gini = 0.463 samples = 778 value = [495, 283] 4716->4717 5048 x13_4 <= 0.5 gini = 0.375 samples = 52 value = [13, 39] 4716->5048 4718 x13_4 <= 0.5 gini = 0.023 samples = 338 value = [334, 4] 4717->4718 4735 x13_2 <= 0.5 gini = 0.464 samples = 440 value = [161, 279] 4717->4735 4719 x7_NY <= 0.5 gini = 0.013 samples = 305 value = [303, 2] 4718->4719 4730 x7_MD <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 4718->4730 4720 x17_other <= 0.5 gini = 0.007 samples = 286 value = [285, 1] 4719->4720 4723 x14_7 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 4719->4723 4721 gini = 0.5 samples = 2 value = [1, 1] 4720->4721 4722 gini = 0.0 samples = 284 value = [284, 0] 4720->4722 4724 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 4723->4724 4729 gini = 0.0 samples = 2 value = [2, 0] 4723->4729 4725 x17_merck <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 4724->4725 4728 gini = 0.0 samples = 1 value = [1, 0] 4724->4728 4726 gini = 0.0 samples = 15 value = [15, 0] 4725->4726 4727 gini = 0.0 samples = 1 value = [0, 1] 4725->4727 4731 x15_dermatology <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 4730->4731 4734 gini = 0.0 samples = 1 value = [1, 0] 4730->4734 4732 gini = 0.444 samples = 3 value = [1, 2] 4731->4732 4733 gini = 0.0 samples = 29 value = [29, 0] 4731->4733 4736 x7_MI <= 0.5 gini = 0.485 samples = 304 value = [126, 178] 4735->4736 4955 x14_10 <= 0.5 gini = 0.382 samples = 136 value = [35, 101] 4735->4955 4737 x14_3 <= 0.5 gini = 0.488 samples = 296 value = [125, 171] 4736->4737 4950 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 4736->4950 4738 x7_MO <= 0.5 gini = 0.483 samples = 264 value = [108, 156] 4737->4738 4925 x7_OK <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 4737->4925 4739 x7_MA <= 0.5 gini = 0.481 samples = 259 value = [104, 155] 4738->4739 4922 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4738->4922 4740 x7_LA <= 0.5 gini = 0.483 samples = 253 value = [103, 150] 4739->4740 4917 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 4739->4917 4741 x7_AZ <= 0.5 gini = 0.48 samples = 248 value = [99, 149] 4740->4741 4914 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4740->4914 4742 x14_11 <= 0.5 gini = 0.488 samples = 232 value = [98, 134] 4741->4742 4905 x14_9 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 4741->4905 4743 x7_AR <= 0.5 gini = 0.481 samples = 219 value = [88, 131] 4742->4743 4894 x13_4 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 4742->4894 4744 x7_TX <= 0.5 gini = 0.48 samples = 218 value = [87, 131] 4743->4744 4893 gini = 0.0 samples = 1 value = [1, 0] 4743->4893 4745 x13_6 <= 0.5 gini = 0.493 samples = 184 value = [81, 103] 4744->4745 4872 x14_9 <= 0.5 gini = 0.291 samples = 34 value = [6, 28] 4744->4872 4746 x14_10 <= 0.5 gini = 0.5 samples = 165 value = [81, 84] 4745->4746 4871 gini = 0.0 samples = 19 value = [0, 19] 4745->4871 4747 x7_AL <= 0.5 gini = 0.499 samples = 141 value = [73, 68] 4746->4747 4852 log_spend <= 2.431 gini = 0.444 samples = 24 value = [8, 16] 4746->4852 4748 x7_IN <= 0.5 gini = 0.5 samples = 136 value = [68, 68] 4747->4748 4851 gini = 0.0 samples = 5 value = [5, 0] 4747->4851 4749 x7_ME <= 0.5 gini = 0.5 samples = 133 value = [65, 68] 4748->4749 4850 gini = 0.0 samples = 3 value = [3, 0] 4748->4850 4750 x7_WY <= 0.5 gini = 0.5 samples = 132 value = [65, 67] 4749->4750 4849 gini = 0.0 samples = 1 value = [0, 1] 4749->4849 4751 x7_NV <= 0.5 gini = 0.5 samples = 131 value = [64, 67] 4750->4751 4848 gini = 0.0 samples = 1 value = [1, 0] 4750->4848 4752 x7_HI <= 0.5 gini = 0.5 samples = 130 value = [64, 66] 4751->4752 4847 gini = 0.0 samples = 1 value = [0, 1] 4751->4847 4753 x7_PA <= 0.5 gini = 0.5 samples = 128 value = [64, 64] 4752->4753 4846 gini = 0.0 samples = 2 value = [0, 2] 4752->4846 4754 x7_WI <= 0.5 gini = 0.5 samples = 118 value = [59, 59] 4753->4754 4833 x13_0 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 4753->4833 4755 x7_SC <= 0.5 gini = 0.5 samples = 116 value = [59, 57] 4754->4755 4832 gini = 0.0 samples = 2 value = [0, 2] 4754->4832 4756 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 113 value = [59, 54] 4755->4756 4831 gini = 0.0 samples = 3 value = [0, 3] 4755->4831 4757 x14_6 <= 0.5 gini = 0.456 samples = 91 value = [59, 32] 4756->4757 4830 gini = 0.0 samples = 22 value = [0, 22] 4756->4830 4758 x14_7 <= 0.5 gini = 0.46 samples = 78 value = [50, 28] 4757->4758 4817 x13_4 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 4757->4817 4759 x7_IL <= 0.5 gini = 0.473 samples = 65 value = [40, 25] 4758->4759 4812 log_spend <= 2.78 gini = 0.355 samples = 13 value = [10, 3] 4758->4812 4760 x7_FL <= 0.5 gini = 0.479 samples = 58 value = [35, 23] 4759->4760 4807 x14_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 4759->4807 4761 x13_5 <= 0.5 gini = 0.489 samples = 54 value = [31, 23] 4760->4761 4806 gini = 0.0 samples = 4 value = [4, 0] 4760->4806 4762 x14_4 <= 0.5 gini = 0.477 samples = 51 value = [31, 20] 4761->4762 4805 gini = 0.0 samples = 3 value = [0, 3] 4761->4805 4763 x7_KS <= 0.5 gini = 0.474 samples = 44 value = [27, 17] 4762->4763 4800 x13_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 4762->4800 4764 x7_NH <= 0.5 gini = 0.482 samples = 42 value = [25, 17] 4763->4764 4799 gini = 0.0 samples = 2 value = [2, 0] 4763->4799 4765 x13_1 <= 0.5 gini = 0.485 samples = 41 value = [24, 17] 4764->4765 4798 gini = 0.0 samples = 1 value = [1, 0] 4764->4798 4766 x13_4 <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 4765->4766 4789 x7_GA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 4765->4789 4767 x13_0 <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 4766->4767 4784 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 4766->4784 4768 x7_NJ <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 4767->4768 4777 x14_9 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 4767->4777 4769 x14_5 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 4768->4769 4776 gini = 0.0 samples = 1 value = [1, 0] 4768->4776 4770 x7_WA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 4769->4770 4775 gini = 0.0 samples = 1 value = [1, 0] 4769->4775 4771 log_spend <= 2.794 gini = 0.278 samples = 6 value = [5, 1] 4770->4771 4774 gini = 0.0 samples = 2 value = [0, 2] 4770->4774 4772 gini = 0.5 samples = 2 value = [1, 1] 4771->4772 4773 gini = 0.0 samples = 4 value = [4, 0] 4771->4773 4778 x7_KY <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 4777->4778 4783 gini = 0.444 samples = 3 value = [2, 1] 4777->4783 4779 log_spend <= 2.788 gini = 0.48 samples = 10 value = [6, 4] 4778->4779 4782 gini = 0.0 samples = 1 value = [1, 0] 4778->4782 4780 gini = 0.0 samples = 6 value = [6, 0] 4779->4780 4781 gini = 0.0 samples = 4 value = [0, 4] 4779->4781 4785 x7_NC <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 4784->4785 4788 gini = 0.0 samples = 1 value = [0, 1] 4784->4788 4786 gini = 0.0 samples = 6 value = [0, 6] 4785->4786 4787 gini = 0.0 samples = 1 value = [1, 0] 4785->4787 4790 x7_MT <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 4789->4790 4797 gini = 0.0 samples = 1 value = [1, 0] 4789->4797 4791 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 4790->4791 4796 gini = 0.0 samples = 1 value = [0, 1] 4790->4796 4792 x14_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4791->4792 4795 gini = 0.0 samples = 1 value = [1, 0] 4791->4795 4793 gini = 0.375 samples = 4 value = [3, 1] 4792->4793 4794 gini = 0.0 samples = 2 value = [2, 0] 4792->4794 4801 x13_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 4800->4801 4804 gini = 0.0 samples = 1 value = [1, 0] 4800->4804 4802 gini = 0.375 samples = 4 value = [3, 1] 4801->4802 4803 gini = 0.0 samples = 2 value = [0, 2] 4801->4803 4808 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4807->4808 4811 gini = 0.5 samples = 2 value = [1, 1] 4807->4811 4809 gini = 0.5 samples = 2 value = [1, 1] 4808->4809 4810 gini = 0.0 samples = 3 value = [3, 0] 4808->4810 4813 gini = 0.0 samples = 8 value = [8, 0] 4812->4813 4814 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 4812->4814 4815 gini = 0.444 samples = 3 value = [1, 2] 4814->4815 4816 gini = 0.5 samples = 2 value = [1, 1] 4814->4816 4818 x7_NY <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 4817->4818 4825 x7_OH <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 4817->4825 4819 x7_NC <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 4818->4819 4824 gini = 0.0 samples = 1 value = [1, 0] 4818->4824 4820 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4819->4820 4823 gini = 0.0 samples = 1 value = [0, 1] 4819->4823 4821 gini = 0.0 samples = 1 value = [0, 1] 4820->4821 4822 gini = 0.0 samples = 4 value = [4, 0] 4820->4822 4826 x7_NC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 4825->4826 4829 gini = 0.0 samples = 1 value = [1, 0] 4825->4829 4827 gini = 0.5 samples = 4 value = [2, 2] 4826->4827 4828 gini = 0.0 samples = 1 value = [1, 0] 4826->4828 4834 x14_5 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 4833->4834 4845 gini = 0.0 samples = 1 value = [0, 1] 4833->4845 4835 x14_9 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 4834->4835 4844 gini = 0.0 samples = 1 value = [1, 0] 4834->4844 4836 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 4835->4836 4843 gini = 0.0 samples = 1 value = [1, 0] 4835->4843 4837 x13_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 4836->4837 4842 gini = 0.0 samples = 1 value = [0, 1] 4836->4842 4838 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 4837->4838 4841 gini = 0.0 samples = 1 value = [0, 1] 4837->4841 4839 gini = 0.0 samples = 2 value = [2, 0] 4838->4839 4840 gini = 0.444 samples = 3 value = [1, 2] 4838->4840 4853 gini = 0.0 samples = 3 value = [3, 0] 4852->4853 4854 x13_1 <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 4852->4854 4855 x13_4 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 4854->4855 4868 x7_IL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 4854->4868 4856 x7_WA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 4855->4856 4867 gini = 0.0 samples = 3 value = [0, 3] 4855->4867 4857 x7_CA <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 4856->4857 4866 gini = 0.5 samples = 2 value = [1, 1] 4856->4866 4858 x7_MN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 4857->4858 4865 gini = 0.0 samples = 3 value = [0, 3] 4857->4865 4859 x7_UT <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 4858->4859 4864 gini = 0.0 samples = 1 value = [0, 1] 4858->4864 4860 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 4859->4860 4863 gini = 0.0 samples = 1 value = [0, 1] 4859->4863 4861 gini = 0.444 samples = 3 value = [1, 2] 4860->4861 4862 gini = 0.444 samples = 3 value = [1, 2] 4860->4862 4869 gini = 0.375 samples = 4 value = [1, 3] 4868->4869 4870 gini = 0.0 samples = 1 value = [1, 0] 4868->4870 4873 x14_1 <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 4872->4873 4892 gini = 0.0 samples = 5 value = [0, 5] 4872->4892 4874 x13_0 <= 0.5 gini = 0.346 samples = 27 value = [6, 21] 4873->4874 4891 gini = 0.0 samples = 2 value = [0, 2] 4873->4891 4875 log_spend <= 3.03 gini = 0.351 samples = 22 value = [5, 17] 4874->4875 4888 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4874->4888 4876 x13_3 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 4875->4876 4887 gini = 0.0 samples = 8 value = [0, 8] 4875->4887 4877 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 4876->4877 4884 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 4876->4884 4878 x4_Cash or cash equivalent <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 4877->4878 4883 gini = 0.0 samples = 1 value = [0, 1] 4877->4883 4879 x14_7 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 4878->4879 4882 gini = 0.0 samples = 2 value = [0, 2] 4878->4882 4880 gini = 0.0 samples = 3 value = [3, 0] 4879->4880 4881 gini = 0.0 samples = 3 value = [0, 3] 4879->4881 4885 gini = 0.5 samples = 4 value = [2, 2] 4884->4885 4886 gini = 0.0 samples = 1 value = [0, 1] 4884->4886 4889 gini = 0.5 samples = 2 value = [1, 1] 4888->4889 4890 gini = 0.0 samples = 3 value = [0, 3] 4888->4890 4895 x7_FL <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 4894->4895 4904 gini = 0.5 samples = 2 value = [1, 1] 4894->4904 4896 x7_PA <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 4895->4896 4903 gini = 0.0 samples = 1 value = [1, 0] 4895->4903 4897 x7_TX <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 4896->4897 4902 gini = 0.0 samples = 2 value = [2, 0] 4896->4902 4898 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 4897->4898 4901 gini = 0.0 samples = 2 value = [2, 0] 4897->4901 4899 gini = 0.5 samples = 2 value = [1, 1] 4898->4899 4900 gini = 0.375 samples = 4 value = [3, 1] 4898->4900 4906 x13_5 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 4905->4906 4913 gini = 0.0 samples = 1 value = [0, 1] 4905->4913 4907 x13_0 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 4906->4907 4912 gini = 0.0 samples = 5 value = [0, 5] 4906->4912 4908 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 4907->4908 4911 gini = 0.0 samples = 3 value = [0, 3] 4907->4911 4909 gini = 0.0 samples = 5 value = [0, 5] 4908->4909 4910 gini = 0.5 samples = 2 value = [1, 1] 4908->4910 4915 gini = 0.375 samples = 4 value = [3, 1] 4914->4915 4916 gini = 0.0 samples = 1 value = [1, 0] 4914->4916 4918 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 4917->4918 4921 gini = 0.0 samples = 1 value = [0, 1] 4917->4921 4919 gini = 0.0 samples = 3 value = [0, 3] 4918->4919 4920 gini = 0.5 samples = 2 value = [1, 1] 4918->4920 4923 gini = 0.0 samples = 4 value = [4, 0] 4922->4923 4924 gini = 0.0 samples = 1 value = [0, 1] 4922->4924 4926 x7_SD <= 0.5 gini = 0.495 samples = 31 value = [17, 14] 4925->4926 4949 gini = 0.0 samples = 1 value = [0, 1] 4925->4949 4927 x13_0 <= 0.5 gini = 0.491 samples = 30 value = [17, 13] 4926->4927 4948 gini = 0.0 samples = 1 value = [0, 1] 4926->4948 4928 x7_WA <= 0.5 gini = 0.497 samples = 28 value = [15, 13] 4927->4928 4947 gini = 0.0 samples = 2 value = [2, 0] 4927->4947 4929 x7_NC <= 0.5 gini = 0.497 samples = 26 value = [14, 12] 4928->4929 4946 gini = 0.5 samples = 2 value = [1, 1] 4928->4946 4930 x7_PA <= 0.5 gini = 0.499 samples = 25 value = [13, 12] 4929->4930 4945 gini = 0.0 samples = 1 value = [1, 0] 4929->4945 4931 x7_TX <= 0.5 gini = 0.491 samples = 23 value = [13, 10] 4930->4931 4944 gini = 0.0 samples = 2 value = [0, 2] 4930->4944 4932 x7_CA <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 4931->4932 4943 gini = 0.5 samples = 4 value = [2, 2] 4931->4943 4933 x13_1 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 4932->4933 4942 gini = 0.5 samples = 4 value = [2, 2] 4932->4942 4934 x13_3 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 4933->4934 4939 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 4933->4939 4935 x7_NJ <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 4934->4935 4938 gini = 0.0 samples = 3 value = [3, 0] 4934->4938 4936 gini = 0.5 samples = 4 value = [2, 2] 4935->4936 4937 gini = 0.0 samples = 3 value = [0, 3] 4935->4937 4940 gini = 0.375 samples = 4 value = [3, 1] 4939->4940 4941 gini = 0.0 samples = 1 value = [1, 0] 4939->4941 4951 log_spend <= 2.717 gini = 0.32 samples = 5 value = [1, 4] 4950->4951 4954 gini = 0.0 samples = 3 value = [0, 3] 4950->4954 4952 gini = 0.0 samples = 1 value = [1, 0] 4951->4952 4953 gini = 0.0 samples = 4 value = [0, 4] 4951->4953 4956 x7_NC <= 0.5 gini = 0.355 samples = 130 value = [30, 100] 4955->4956 5043 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 4955->5043 4957 x14_8 <= 0.5 gini = 0.352 samples = 127 value = [29, 98] 4956->4957 5042 gini = 0.444 samples = 3 value = [1, 2] 4956->5042 4958 x4_Cash or cash equivalent <= 0.5 gini = 0.343 samples = 123 value = [27, 96] 4957->4958 5041 gini = 0.5 samples = 4 value = [2, 2] 4957->5041 4959 x7_PA <= 0.5 gini = 0.402 samples = 97 value = [27, 70] 4958->4959 5040 gini = 0.0 samples = 26 value = [0, 26] 4958->5040 4960 x14_9 <= 0.5 gini = 0.393 samples = 93 value = [25, 68] 4959->4960 5039 gini = 0.5 samples = 4 value = [2, 2] 4959->5039 4961 x14_4 <= 0.5 gini = 0.396 samples = 92 value = [25, 67] 4960->4961 5038 gini = 0.0 samples = 1 value = [0, 1] 4960->5038 4962 x7_TX <= 0.5 gini = 0.397 samples = 88 value = [24, 64] 4961->4962 5037 gini = 0.375 samples = 4 value = [1, 3] 4961->5037 4963 x7_KY <= 0.5 gini = 0.405 samples = 78 value = [22, 56] 4962->4963 5034 x14_11 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 4962->5034 4964 x14_6 <= 0.5 gini = 0.391 samples = 75 value = [20, 55] 4963->4964 5033 gini = 0.444 samples = 3 value = [2, 1] 4963->5033 4965 x14_2 <= 0.5 gini = 0.499 samples = 31 value = [15, 16] 4964->4965 4992 log_spend <= 2.386 gini = 0.201 samples = 44 value = [5, 39] 4964->4992 4966 x7_FL <= 0.5 gini = 0.497 samples = 28 value = [13, 15] 4965->4966 4991 gini = 0.444 samples = 3 value = [2, 1] 4965->4991 4967 x7_NY <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 4966->4967 4990 gini = 0.0 samples = 2 value = [2, 0] 4966->4990 4968 x7_NE <= 0.5 gini = 0.499 samples = 23 value = [11, 12] 4967->4968 4989 gini = 0.0 samples = 3 value = [0, 3] 4967->4989 4969 x7_UT <= 0.5 gini = 0.5 samples = 22 value = [11, 11] 4968->4969 4988 gini = 0.0 samples = 1 value = [0, 1] 4968->4988 4970 x7_SD <= 0.5 gini = 0.499 samples = 21 value = [11, 10] 4969->4970 4987 gini = 0.0 samples = 1 value = [0, 1] 4969->4987 4971 x7_MI <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 4970->4971 4986 gini = 0.0 samples = 1 value = [0, 1] 4970->4986 4972 x7_OR <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 4971->4972 4985 gini = 0.5 samples = 2 value = [1, 1] 4971->4985 4973 x7_OH <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 4972->4973 4984 gini = 0.0 samples = 1 value = [0, 1] 4972->4984 4974 x14_7 <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 4973->4974 4983 gini = 0.0 samples = 1 value = [0, 1] 4973->4983 4975 x7_AL <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 4974->4975 4982 gini = 0.5 samples = 2 value = [1, 1] 4974->4982 4976 x14_1 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 4975->4976 4981 gini = 0.0 samples = 1 value = [1, 0] 4975->4981 4977 x14_5 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 4976->4977 4980 gini = 0.0 samples = 2 value = [2, 0] 4976->4980 4978 gini = 0.0 samples = 6 value = [6, 0] 4977->4978 4979 gini = 0.0 samples = 5 value = [0, 5] 4977->4979 4993 x7_IA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 4992->4993 5012 x7_PR <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 4992->5012 4994 x7_NY <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 4993->4994 5011 gini = 0.0 samples = 1 value = [0, 1] 4993->5011 4995 x7_AZ <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 4994->4995 5010 gini = 0.0 samples = 6 value = [0, 6] 4994->5010 4996 x7_WV <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 4995->4996 5009 gini = 0.0 samples = 2 value = [0, 2] 4995->5009 4997 x7_MA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 4996->4997 5008 gini = 0.0 samples = 1 value = [0, 1] 4996->5008 4998 log_spend <= 2.28 gini = 0.111 samples = 17 value = [1, 16] 4997->4998 5007 gini = 0.0 samples = 2 value = [0, 2] 4997->5007 4999 gini = 0.0 samples = 10 value = [0, 10] 4998->4999 5000 x7_WA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 4998->5000 5001 x7_OR <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 5000->5001 5006 gini = 0.0 samples = 1 value = [0, 1] 5000->5006 5002 x7_AR <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 5001->5002 5005 gini = 0.0 samples = 1 value = [0, 1] 5001->5005 5003 gini = 0.0 samples = 4 value = [0, 4] 5002->5003 5004 gini = 0.0 samples = 1 value = [1, 0] 5002->5004 5013 x7_OH <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 5012->5013 5032 gini = 0.0 samples = 1 value = [0, 1] 5012->5032 5014 x7_TN <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 5013->5014 5031 gini = 0.0 samples = 1 value = [0, 1] 5013->5031 5015 x7_NY <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 5014->5015 5030 gini = 0.5 samples = 2 value = [1, 1] 5014->5030 5016 x7_SC <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 5015->5016 5029 gini = 0.0 samples = 1 value = [0, 1] 5015->5029 5017 x7_NE <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 5016->5017 5028 gini = 0.0 samples = 1 value = [0, 1] 5016->5028 5018 x7_ME <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 5017->5018 5027 gini = 0.0 samples = 1 value = [1, 0] 5017->5027 5019 x7_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 5018->5019 5026 gini = 0.0 samples = 1 value = [1, 0] 5018->5026 5020 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 5019->5020 5025 gini = 0.0 samples = 1 value = [0, 1] 5019->5025 5021 gini = 0.0 samples = 1 value = [0, 1] 5020->5021 5022 log_spend <= 2.939 gini = 0.32 samples = 5 value = [1, 4] 5020->5022 5023 gini = 0.0 samples = 1 value = [1, 0] 5022->5023 5024 gini = 0.0 samples = 4 value = [0, 4] 5022->5024 5035 gini = 0.0 samples = 8 value = [0, 8] 5034->5035 5036 gini = 0.0 samples = 2 value = [2, 0] 5034->5036 5044 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5043->5044 5047 gini = 0.0 samples = 1 value = [1, 0] 5043->5047 5045 gini = 0.0 samples = 4 value = [4, 0] 5044->5045 5046 gini = 0.0 samples = 1 value = [0, 1] 5044->5046 5049 x11_1 <= 0.5 gini = 0.359 samples = 47 value = [11, 36] 5048->5049 5064 x16_immun <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 5048->5064 5050 gini = 0.0 samples = 7 value = [7, 0] 5049->5050 5051 x14_6 <= 0.5 gini = 0.18 samples = 40 value = [4, 36] 5049->5051 5052 x14_11 <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 5051->5052 5063 gini = 0.0 samples = 4 value = [0, 4] 5051->5063 5053 x13_2 <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 5052->5053 5062 gini = 0.0 samples = 9 value = [0, 9] 5052->5062 5054 x13_1 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 5053->5054 5061 gini = 0.444 samples = 3 value = [1, 2] 5053->5061 5055 x13_3 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 5054->5055 5060 gini = 0.0 samples = 2 value = [0, 2] 5054->5060 5056 log_spend <= 2.49 gini = 0.095 samples = 20 value = [1, 19] 5055->5056 5059 gini = 0.0 samples = 2 value = [2, 0] 5055->5059 5057 gini = 0.0 samples = 1 value = [1, 0] 5056->5057 5058 gini = 0.0 samples = 19 value = [0, 19] 5056->5058 5065 gini = 0.375 samples = 4 value = [1, 3] 5064->5065 5066 gini = 0.0 samples = 1 value = [1, 0] 5064->5066 5068 x7_TN <= 0.5 gini = 0.111 samples = 135 value = [127, 8] 5067->5068 5093 x14_6 <= 0.5 gini = 0.015 samples = 386 value = [383, 3] 5067->5093 5069 x7_UT <= 0.5 gini = 0.116 samples = 130 value = [122, 8] 5068->5069 5092 gini = 0.0 samples = 5 value = [5, 0] 5068->5092 5070 x17_other <= 0.5 gini = 0.116 samples = 129 value = [121, 8] 5069->5070 5091 gini = 0.0 samples = 1 value = [1, 0] 5069->5091 5071 x14_6 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 5070->5071 5082 x12_100000000228 <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 5070->5082 5072 x7_PR <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 5071->5072 5081 gini = 0.0 samples = 1 value = [1, 0] 5071->5081 5073 x14_3 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 5072->5073 5080 gini = 0.0 samples = 3 value = [3, 0] 5072->5080 5074 x13_4 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 5073->5074 5079 gini = 0.0 samples = 3 value = [3, 0] 5073->5079 5075 x12_0 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 5074->5075 5078 gini = 0.0 samples = 1 value = [0, 1] 5074->5078 5076 gini = 0.0 samples = 6 value = [0, 6] 5075->5076 5077 gini = 0.0 samples = 4 value = [4, 0] 5075->5077 5083 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5082->5083 5090 gini = 0.0 samples = 104 value = [104, 0] 5082->5090 5084 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5083->5084 5089 gini = 0.0 samples = 1 value = [1, 0] 5083->5089 5085 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5084->5085 5088 gini = 0.0 samples = 1 value = [1, 0] 5084->5088 5086 gini = 0.0 samples = 4 value = [4, 0] 5085->5086 5087 gini = 0.0 samples = 1 value = [0, 1] 5085->5087 5094 x7_TN <= 0.5 gini = 0.006 samples = 354 value = [353, 1] 5093->5094 5125 x13_1 <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 5093->5125 5095 x7_AR <= 0.5 gini = 0.006 samples = 338 value = [337, 1] 5094->5095 5124 gini = 0.0 samples = 16 value = [16, 0] 5094->5124 5096 x7_WA <= 0.5 gini = 0.006 samples = 330 value = [329, 1] 5095->5096 5123 gini = 0.0 samples = 8 value = [8, 0] 5095->5123 5097 x7_MD <= 0.5 gini = 0.006 samples = 325 value = [324, 1] 5096->5097 5122 gini = 0.0 samples = 5 value = [5, 0] 5096->5122 5098 x7_SC <= 0.5 gini = 0.006 samples = 320 value = [319, 1] 5097->5098 5121 gini = 0.0 samples = 5 value = [5, 0] 5097->5121 5099 x13_2 <= 0.5 gini = 0.006 samples = 309 value = [308, 1] 5098->5099 5120 gini = 0.0 samples = 11 value = [11, 0] 5098->5120 5100 x13_1 <= 0.5 gini = 0.008 samples = 252 value = [251, 1] 5099->5100 5119 gini = 0.0 samples = 57 value = [57, 0] 5099->5119 5101 x7_PR <= 0.5 gini = 0.011 samples = 181 value = [180, 1] 5100->5101 5118 gini = 0.0 samples = 71 value = [71, 0] 5100->5118 5102 x14_1 <= 0.5 gini = 0.011 samples = 174 value = [173, 1] 5101->5102 5117 gini = 0.0 samples = 7 value = [7, 0] 5101->5117 5103 x14_5 <= 0.5 gini = 0.012 samples = 163 value = [162, 1] 5102->5103 5116 gini = 0.0 samples = 11 value = [11, 0] 5102->5116 5104 gini = 0.0 samples = 138 value = [138, 0] 5103->5104 5105 x17_other <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 5103->5105 5106 gini = 0.0 samples = 1 value = [1, 0] 5105->5106 5107 x7_AL <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 5105->5107 5108 x7_IA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 5107->5108 5115 gini = 0.0 samples = 2 value = [2, 0] 5107->5115 5109 x13_4 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 5108->5109 5114 gini = 0.0 samples = 1 value = [1, 0] 5108->5114 5110 gini = 0.0 samples = 16 value = [16, 0] 5109->5110 5111 log_spend <= 2.871 gini = 0.32 samples = 5 value = [4, 1] 5109->5111 5112 gini = 0.0 samples = 4 value = [4, 0] 5111->5112 5113 gini = 0.0 samples = 1 value = [0, 1] 5111->5113 5126 x7_MI <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 5125->5126 5141 gini = 0.0 samples = 5 value = [5, 0] 5125->5141 5127 x7_MS <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 5126->5127 5140 gini = 0.0 samples = 1 value = [1, 0] 5126->5140 5128 x13_2 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 5127->5128 5139 gini = 0.0 samples = 1 value = [1, 0] 5127->5139 5129 x7_CA <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 5128->5129 5138 gini = 0.0 samples = 8 value = [8, 0] 5128->5138 5130 x7_CT <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 5129->5130 5137 gini = 0.0 samples = 5 value = [5, 0] 5129->5137 5131 x13_4 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5130->5131 5136 gini = 0.0 samples = 1 value = [0, 1] 5130->5136 5132 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5131->5132 5135 gini = 0.0 samples = 4 value = [4, 0] 5131->5135 5133 gini = 0.5 samples = 2 value = [1, 1] 5132->5133 5134 gini = 0.0 samples = 5 value = [5, 0] 5132->5134 5143 x7_SC <= 0.5 gini = 0.358 samples = 107 value = [82, 25] 5142->5143 5204 gini = 0.0 samples = 3 value = [3, 0] 5142->5204 5144 x16_oncol <= 0.5 gini = 0.344 samples = 104 value = [81, 23] 5143->5144 5203 gini = 0.444 samples = 3 value = [1, 2] 5143->5203 5145 x7_TN <= 0.5 gini = 0.077 samples = 50 value = [48, 2] 5144->5145 5170 x7_PA <= 0.5 gini = 0.475 samples = 54 value = [33, 21] 5144->5170 5146 x11_1 <= 0.5 gini = 0.078 samples = 49 value = [47, 2] 5145->5146 5169 gini = 0.0 samples = 1 value = [1, 0] 5145->5169 5147 x7_OH <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 5146->5147 5168 gini = 0.0 samples = 10 value = [10, 0] 5146->5168 5148 x7_MI <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 5147->5148 5167 gini = 0.0 samples = 1 value = [1, 0] 5147->5167 5149 x7_MD <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 5148->5149 5166 gini = 0.0 samples = 2 value = [2, 0] 5148->5166 5150 x15_respiratory <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 5149->5150 5165 gini = 0.0 samples = 1 value = [1, 0] 5149->5165 5151 x7_GA <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 5150->5151 5164 gini = 0.0 samples = 5 value = [5, 0] 5150->5164 5152 x7_TX <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 5151->5152 5163 gini = 0.0 samples = 2 value = [2, 0] 5151->5163 5153 x7_DC <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 5152->5153 5162 gini = 0.0 samples = 3 value = [3, 0] 5152->5162 5154 x16_other <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 5153->5154 5161 gini = 0.0 samples = 1 value = [1, 0] 5153->5161 5155 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 5154->5155 5160 gini = 0.0 samples = 18 value = [18, 0] 5154->5160 5156 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 5155->5156 5159 gini = 0.0 samples = 1 value = [1, 0] 5155->5159 5157 gini = 0.5 samples = 4 value = [2, 2] 5156->5157 5158 gini = 0.0 samples = 1 value = [1, 0] 5156->5158 5171 x7_ME <= 0.5 gini = 0.478 samples = 53 value = [32, 21] 5170->5171 5202 gini = 0.0 samples = 1 value = [1, 0] 5170->5202 5172 x4_In-kind items and services <= 0.5 gini = 0.477 samples = 51 value = [31, 20] 5171->5172 5201 gini = 0.5 samples = 2 value = [1, 1] 5171->5201 5173 x7_FL <= 0.5 gini = 0.444 samples = 39 value = [26, 13] 5172->5173 5188 x11_0 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 5172->5188 5174 log_spend <= 3.089 gini = 0.467 samples = 35 value = [22, 13] 5173->5174 5187 gini = 0.0 samples = 4 value = [4, 0] 5173->5187 5175 x13_3 <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 5174->5175 5186 gini = 0.0 samples = 11 value = [0, 11] 5174->5186 5176 log_spend <= 2.564 gini = 0.1 samples = 19 value = [18, 1] 5175->5176 5183 log_spend <= 2.236 gini = 0.32 samples = 5 value = [4, 1] 5175->5183 5177 gini = 0.0 samples = 11 value = [11, 0] 5176->5177 5178 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5176->5178 5179 x10_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5178->5179 5182 gini = 0.0 samples = 1 value = [1, 0] 5178->5182 5180 gini = 0.0 samples = 1 value = [0, 1] 5179->5180 5181 gini = 0.0 samples = 6 value = [6, 0] 5179->5181 5184 gini = 0.0 samples = 2 value = [2, 0] 5183->5184 5185 gini = 0.444 samples = 3 value = [2, 1] 5183->5185 5189 x7_CO <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 5188->5189 5200 gini = 0.0 samples = 2 value = [0, 2] 5188->5200 5190 x13_0 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 5189->5190 5199 gini = 0.0 samples = 1 value = [0, 1] 5189->5199 5191 x7_HI <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 5190->5191 5198 gini = 0.0 samples = 2 value = [2, 0] 5190->5198 5192 x13_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 5191->5192 5197 gini = 0.0 samples = 1 value = [1, 0] 5191->5197 5193 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 5192->5193 5196 gini = 0.0 samples = 1 value = [1, 0] 5192->5196 5194 gini = 0.5 samples = 2 value = [1, 1] 5193->5194 5195 gini = 0.0 samples = 3 value = [0, 3] 5193->5195 5206 x14_7 <= 0.5 gini = 0.021 samples = 189 value = [2, 187] 5205->5206 5221 gini = 0.0 samples = 11 value = [0, 11] 5205->5221 5207 x7_WY <= 0.5 gini = 0.023 samples = 172 value = [2, 170] 5206->5207 5220 gini = 0.0 samples = 17 value = [0, 17] 5206->5220 5208 x7_MI <= 0.5 gini = 0.023 samples = 171 value = [2, 169] 5207->5208 5219 gini = 0.0 samples = 1 value = [0, 1] 5207->5219 5209 x7_CA <= 0.5 gini = 0.025 samples = 161 value = [2, 159] 5208->5209 5218 gini = 0.0 samples = 10 value = [0, 10] 5208->5218 5210 x7_AL <= 0.5 gini = 0.013 samples = 158 value = [1, 157] 5209->5210 5217 gini = 0.444 samples = 3 value = [1, 2] 5209->5217 5211 x7_TX <= 0.5 gini = 0.013 samples = 154 value = [1, 153] 5210->5211 5216 gini = 0.0 samples = 4 value = [0, 4] 5210->5216 5212 gini = 0.0 samples = 139 value = [0, 139] 5211->5212 5213 x4_In-kind items and services <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 5211->5213 5214 gini = 0.0 samples = 14 value = [0, 14] 5213->5214 5215 gini = 0.0 samples = 1 value = [1, 0] 5213->5215 5224 x0_Ireland <= 0.5 gini = 0.034 samples = 30688 value = [30157, 531] 5223->5224 8187 x7_NM <= 0.5 gini = 0.008 samples = 4513 value = [4495, 18] 5223->8187 5225 x12_100000000067 <= 0.5 gini = 0.035 samples = 30129 value = [29598, 531] 5224->5225 8186 gini = 0.0 samples = 559 value = [559, 0] 5224->8186 5226 x12_100000000163 <= 0.5 gini = 0.034 samples = 30124 value = [29598, 526] 5225->5226 8185 gini = 0.0 samples = 5 value = [0, 5] 5225->8185 5227 x9_0 <= 0.5 gini = 0.031 samples = 30077 value = [29598, 479] 5226->5227 8184 gini = 0.0 samples = 47 value = [0, 47] 5226->8184 5228 x7_LA <= 0.5 gini = 0.058 samples = 1599 value = [1551, 48] 5227->5228 5429 x12_100000000053 <= 0.5 gini = 0.03 samples = 28478 value = [28047, 431] 5227->5429 5229 x11_1 <= 0.5 gini = 0.059 samples = 1573 value = [1525, 48] 5228->5229 5428 gini = 0.0 samples = 26 value = [26, 0] 5228->5428 5230 x7_UT <= 0.5 gini = 0.031 samples = 1399 value = [1377, 22] 5229->5230 5351 x7_MA <= 0.5 gini = 0.254 samples = 174 value = [148, 26] 5229->5351 5231 x14_8 <= 0.5 gini = 0.027 samples = 1392 value = [1373, 19] 5230->5231 5346 x17_other <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 5230->5346 5232 x9_6 <= 0.5 gini = 0.03 samples = 1268 value = [1249, 19] 5231->5232 5345 gini = 0.0 samples = 124 value = [124, 0] 5231->5345 5233 x4_Cash or cash equivalent <= 0.5 gini = 0.016 samples = 848 value = [841, 7] 5232->5233 5242 x13_1 <= 0.5 gini = 0.056 samples = 420 value = [408, 12] 5232->5242 5234 gini = 0.0 samples = 836 value = [836, 0] 5233->5234 5235 x7_TX <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 5233->5235 5236 x14_9 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 5235->5236 5241 gini = 0.0 samples = 3 value = [0, 3] 5235->5241 5237 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5236->5237 5240 gini = 0.0 samples = 3 value = [0, 3] 5236->5240 5238 gini = 0.375 samples = 4 value = [3, 1] 5237->5238 5239 gini = 0.0 samples = 2 value = [2, 0] 5237->5239 5243 x13_3 <= 0.5 gini = 0.074 samples = 311 value = [299, 12] 5242->5243 5344 gini = 0.0 samples = 109 value = [109, 0] 5242->5344 5244 x14_5 <= 0.5 gini = 0.053 samples = 219 value = [213, 6] 5243->5244 5317 x7_DC <= 0.5 gini = 0.122 samples = 92 value = [86, 6] 5243->5317 5245 x14_9 <= 0.5 gini = 0.059 samples = 196 value = [190, 6] 5244->5245 5316 gini = 0.0 samples = 23 value = [23, 0] 5244->5316 5246 x7_NY <= 0.5 gini = 0.067 samples = 174 value = [168, 6] 5245->5246 5315 gini = 0.0 samples = 22 value = [22, 0] 5245->5315 5247 x14_11 <= 0.5 gini = 0.062 samples = 156 value = [151, 5] 5246->5247 5308 x14_6 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 5246->5308 5248 x13_2 <= 0.5 gini = 0.056 samples = 140 value = [136, 4] 5247->5248 5295 x7_NJ <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 5247->5295 5249 x7_OK <= 0.5 gini = 0.023 samples = 86 value = [85, 1] 5248->5249 5270 x14_4 <= 0.5 gini = 0.105 samples = 54 value = [51, 3] 5248->5270 5250 x7_OH <= 0.5 gini = 0.024 samples = 81 value = [80, 1] 5249->5250 5269 gini = 0.0 samples = 5 value = [5, 0] 5249->5269 5251 x13_0 <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 5250->5251 5268 gini = 0.0 samples = 5 value = [5, 0] 5250->5268 5252 gini = 0.0 samples = 34 value = [34, 0] 5251->5252 5253 x14_6 <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 5251->5253 5254 x7_MO <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 5253->5254 5267 gini = 0.0 samples = 5 value = [5, 0] 5253->5267 5255 x14_1 <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 5254->5255 5266 gini = 0.0 samples = 1 value = [1, 0] 5254->5266 5256 x5_Drug <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 5255->5256 5265 gini = 0.0 samples = 4 value = [4, 0] 5255->5265 5257 x7_IA <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 5256->5257 5264 gini = 0.0 samples = 13 value = [13, 0] 5256->5264 5258 x14_4 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 5257->5258 5263 gini = 0.0 samples = 1 value = [1, 0] 5257->5263 5259 log_spend <= 3.124 gini = 0.142 samples = 13 value = [12, 1] 5258->5259 5262 gini = 0.0 samples = 5 value = [5, 0] 5258->5262 5260 gini = 0.0 samples = 12 value = [12, 0] 5259->5260 5261 gini = 0.0 samples = 1 value = [0, 1] 5259->5261 5271 x7_MD <= 0.5 gini = 0.13 samples = 43 value = [40, 3] 5270->5271 5294 gini = 0.0 samples = 11 value = [11, 0] 5270->5294 5272 x11_2 <= 0.5 gini = 0.136 samples = 41 value = [38, 3] 5271->5272 5293 gini = 0.0 samples = 2 value = [2, 0] 5271->5293 5273 x7_VA <= 0.5 gini = 0.157 samples = 35 value = [32, 3] 5272->5273 5292 gini = 0.0 samples = 6 value = [6, 0] 5272->5292 5274 x14_1 <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 5273->5274 5291 gini = 0.0 samples = 2 value = [2, 0] 5273->5291 5275 x7_TN <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 5274->5275 5290 gini = 0.0 samples = 1 value = [1, 0] 5274->5290 5276 x14_2 <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 5275->5276 5289 gini = 0.0 samples = 1 value = [1, 0] 5275->5289 5277 x14_7 <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 5276->5277 5288 gini = 0.0 samples = 5 value = [5, 0] 5276->5288 5278 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 5277->5278 5287 gini = 0.0 samples = 5 value = [5, 0] 5277->5287 5279 gini = 0.0 samples = 1 value = [1, 0] 5278->5279 5280 x5_Drug <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 5278->5280 5281 x14_10 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 5280->5281 5286 gini = 0.0 samples = 2 value = [2, 0] 5280->5286 5282 gini = 0.0 samples = 13 value = [13, 0] 5281->5282 5283 log_spend <= 2.717 gini = 0.48 samples = 5 value = [2, 3] 5281->5283 5284 gini = 0.0 samples = 2 value = [2, 0] 5283->5284 5285 gini = 0.0 samples = 3 value = [0, 3] 5283->5285 5296 x5_Biological <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 5295->5296 5307 gini = 0.0 samples = 1 value = [1, 0] 5295->5307 5297 gini = 0.0 samples = 5 value = [5, 0] 5296->5297 5298 x13_2 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5296->5298 5299 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5298->5299 5306 gini = 0.0 samples = 3 value = [3, 0] 5298->5306 5300 gini = 0.0 samples = 1 value = [1, 0] 5299->5300 5301 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5299->5301 5302 log_spend <= 2.896 gini = 0.32 samples = 5 value = [4, 1] 5301->5302 5305 gini = 0.0 samples = 1 value = [1, 0] 5301->5305 5303 gini = 0.0 samples = 4 value = [4, 0] 5302->5303 5304 gini = 0.0 samples = 1 value = [0, 1] 5302->5304 5309 x5_Drug <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5308->5309 5314 gini = 0.0 samples = 4 value = [4, 0] 5308->5314 5310 log_spend <= 2.824 gini = 0.18 samples = 10 value = [9, 1] 5309->5310 5313 gini = 0.0 samples = 4 value = [4, 0] 5309->5313 5311 gini = 0.0 samples = 7 value = [7, 0] 5310->5311 5312 gini = 0.444 samples = 3 value = [2, 1] 5310->5312 5318 x7_IN <= 0.5 gini = 0.086 samples = 89 value = [85, 4] 5317->5318 5343 gini = 0.444 samples = 3 value = [1, 2] 5317->5343 5319 x14_7 <= 0.5 gini = 0.089 samples = 86 value = [82, 4] 5318->5319 5342 gini = 0.0 samples = 3 value = [3, 0] 5318->5342 5320 x11_0 <= 0.5 gini = 0.1 samples = 76 value = [72, 4] 5319->5320 5341 gini = 0.0 samples = 10 value = [10, 0] 5319->5341 5321 gini = 0.0 samples = 21 value = [21, 0] 5320->5321 5322 x7_SC <= 0.5 gini = 0.135 samples = 55 value = [51, 4] 5320->5322 5323 x14_10 <= 0.5 gini = 0.105 samples = 54 value = [51, 3] 5322->5323 5340 gini = 0.0 samples = 1 value = [0, 1] 5322->5340 5324 x14_6 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 5323->5324 5331 x7_KS <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 5323->5331 5325 x7_TX <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 5324->5325 5330 gini = 0.0 samples = 3 value = [3, 0] 5324->5330 5326 gini = 0.0 samples = 38 value = [38, 0] 5325->5326 5327 log_spend <= 1.546 gini = 0.32 samples = 5 value = [4, 1] 5325->5327 5328 gini = 0.0 samples = 1 value = [0, 1] 5327->5328 5329 gini = 0.0 samples = 4 value = [4, 0] 5327->5329 5332 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5331->5332 5339 gini = 0.0 samples = 1 value = [0, 1] 5331->5339 5333 x7_CO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5332->5333 5338 gini = 0.0 samples = 1 value = [1, 0] 5332->5338 5334 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5333->5334 5337 gini = 0.0 samples = 1 value = [1, 0] 5333->5337 5335 gini = 0.0 samples = 4 value = [4, 0] 5334->5335 5336 gini = 0.0 samples = 1 value = [0, 1] 5334->5336 5347 x14_12 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 5346->5347 5350 gini = 0.0 samples = 2 value = [2, 0] 5346->5350 5348 gini = 0.5 samples = 4 value = [2, 2] 5347->5348 5349 gini = 0.0 samples = 1 value = [0, 1] 5347->5349 5352 x14_7 <= 0.5 gini = 0.248 samples = 172 value = [147, 25] 5351->5352 5427 gini = 0.5 samples = 2 value = [1, 1] 5351->5427 5353 x7_IA <= 0.5 gini = 0.261 samples = 162 value = [137, 25] 5352->5353 5426 gini = 0.0 samples = 10 value = [10, 0] 5352->5426 5354 x5_Biological <= 0.5 gini = 0.254 samples = 161 value = [137, 24] 5353->5354 5425 gini = 0.0 samples = 1 value = [0, 1] 5353->5425 5355 gini = 0.0 samples = 6 value = [0, 6] 5354->5355 5356 x7_VA <= 0.5 gini = 0.205 samples = 155 value = [137, 18] 5354->5356 5357 x13_1 <= 0.5 gini = 0.2 samples = 151 value = [134, 17] 5356->5357 5424 gini = 0.375 samples = 4 value = [3, 1] 5356->5424 5358 x9_69 <= 0.5 gini = 0.208 samples = 119 value = [105, 14] 5357->5358 5411 x14_11 <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 5357->5411 5359 x7_TX <= 0.5 gini = 0.212 samples = 116 value = [102, 14] 5358->5359 5410 gini = 0.0 samples = 3 value = [3, 0] 5358->5410 5360 x7_WI <= 0.5 gini = 0.202 samples = 105 value = [93, 12] 5359->5360 5403 x4_In-kind items and services <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 5359->5403 5361 x7_RI <= 0.5 gini = 0.204 samples = 104 value = [92, 12] 5360->5361 5402 gini = 0.0 samples = 1 value = [1, 0] 5360->5402 5362 x7_PR <= 0.5 gini = 0.208 samples = 102 value = [90, 12] 5361->5362 5401 gini = 0.0 samples = 2 value = [2, 0] 5361->5401 5363 x13_2 <= 0.5 gini = 0.194 samples = 101 value = [90, 11] 5362->5363 5400 gini = 0.0 samples = 1 value = [0, 1] 5362->5400 5364 x7_IN <= 0.5 gini = 0.144 samples = 77 value = [71, 6] 5363->5364 5397 x7_MD <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 5363->5397 5365 x7_OR <= 0.5 gini = 0.147 samples = 75 value = [69, 6] 5364->5365 5396 gini = 0.0 samples = 2 value = [2, 0] 5364->5396 5366 x4_In-kind items and services <= 0.5 gini = 0.129 samples = 72 value = [67, 5] 5365->5366 5395 gini = 0.444 samples = 3 value = [2, 1] 5365->5395 5367 gini = 0.0 samples = 1 value = [0, 1] 5366->5367 5368 x7_SC <= 0.5 gini = 0.106 samples = 71 value = [67, 4] 5366->5368 5369 x14_10 <= 0.5 gini = 0.111 samples = 68 value = [64, 4] 5368->5369 5394 gini = 0.0 samples = 3 value = [3, 0] 5368->5394 5370 x14_4 <= 0.5 gini = 0.095 samples = 60 value = [57, 3] 5369->5370 5385 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5369->5385 5371 x14_12 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 5370->5371 5376 x17_merck <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 5370->5376 5372 x14_9 <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 5371->5372 5375 gini = 0.0 samples = 6 value = [6, 0] 5371->5375 5373 gini = 0.0 samples = 41 value = [41, 0] 5372->5373 5374 gini = 0.375 samples = 4 value = [3, 1] 5372->5374 5377 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5376->5377 5384 gini = 0.5 samples = 2 value = [1, 1] 5376->5384 5378 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5377->5378 5383 gini = 0.0 samples = 1 value = [1, 0] 5377->5383 5379 x13_5 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5378->5379 5382 gini = 0.0 samples = 1 value = [1, 0] 5378->5382 5380 gini = 0.0 samples = 4 value = [4, 0] 5379->5380 5381 gini = 0.0 samples = 1 value = [0, 1] 5379->5381 5386 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5385->5386 5393 gini = 0.0 samples = 1 value = [1, 0] 5385->5393 5387 x7_OK <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5386->5387 5392 gini = 0.0 samples = 1 value = [1, 0] 5386->5392 5388 x7_TN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5387->5388 5391 gini = 0.0 samples = 1 value = [1, 0] 5387->5391 5389 gini = 0.375 samples = 4 value = [3, 1] 5388->5389 5390 gini = 0.0 samples = 1 value = [1, 0] 5388->5390 5398 gini = 0.0 samples = 19 value = [19, 0] 5397->5398 5399 gini = 0.0 samples = 5 value = [0, 5] 5397->5399 5404 gini = 0.0 samples = 1 value = [0, 1] 5403->5404 5405 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5403->5405 5406 x13_5 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 5405->5406 5409 gini = 0.0 samples = 1 value = [1, 0] 5405->5409 5407 gini = 0.0 samples = 7 value = [7, 0] 5406->5407 5408 gini = 0.5 samples = 2 value = [1, 1] 5406->5408 5412 x7_MI <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 5411->5412 5423 gini = 0.0 samples = 3 value = [3, 0] 5411->5423 5413 x1_NY <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 5412->5413 5422 gini = 0.0 samples = 1 value = [1, 0] 5412->5422 5414 gini = 0.0 samples = 5 value = [5, 0] 5413->5414 5415 x7_OR <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 5413->5415 5416 x7_MO <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 5415->5416 5421 gini = 0.0 samples = 1 value = [1, 0] 5415->5421 5417 x4_Cash or cash equivalent <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 5416->5417 5420 gini = 0.0 samples = 2 value = [2, 0] 5416->5420 5418 gini = 0.0 samples = 17 value = [17, 0] 5417->5418 5419 gini = 0.0 samples = 3 value = [0, 3] 5417->5419 5430 x6_NA <= 0.5 gini = 0.027 samples = 28015 value = [27627, 388] 5429->5430 7941 x7_SC <= 0.5 gini = 0.168 samples = 463 value = [420, 43] 5429->7941 5431 x4_Cash or cash equivalent <= 0.5 gini = 0.027 samples = 28014 value = [27627, 387] 5430->5431 7940 gini = 0.0 samples = 1 value = [0, 1] 5430->7940 5432 x14_2 <= 0.5 gini = 0.012 samples = 22803 value = [22665, 138] 5431->5432 6863 x10_6 <= 0.5 gini = 0.091 samples = 5211 value = [4962, 249] 5431->6863 5433 x12_0 <= 0.5 gini = 0.012 samples = 20773 value = [20644, 129] 5432->5433 6726 x16_cardio <= 0.5 gini = 0.009 samples = 2030 value = [2021, 9] 5432->6726 5434 x13_6 <= 0.5 gini = 0.021 samples = 2437 value = [2411, 26] 5433->5434 5635 x11_60 <= 0.5 gini = 0.011 samples = 18336 value = [18233, 103] 5433->5635 5435 x16_other <= 0.5 gini = 0.02 samples = 2428 value = [2404, 24] 5434->5435 5630 x5_Biological <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 5434->5630 5436 x7_MD <= 0.5 gini = 0.032 samples = 686 value = [675, 11] 5435->5436 5517 x14_8 <= 0.5 gini = 0.015 samples = 1742 value = [1729, 13] 5435->5517 5437 x11_60 <= 0.5 gini = 0.029 samples = 671 value = [661, 10] 5436->5437 5506 x14_11 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 5436->5506 5438 x7_MO <= 0.5 gini = 0.077 samples = 251 value = [241, 10] 5437->5438 5505 gini = 0.0 samples = 420 value = [420, 0] 5437->5505 5439 x14_11 <= 0.5 gini = 0.078 samples = 245 value = [235, 10] 5438->5439 5504 gini = 0.0 samples = 6 value = [6, 0] 5438->5504 5440 x14_1 <= 0.5 gini = 0.088 samples = 216 value = [206, 10] 5439->5440 5503 gini = 0.0 samples = 29 value = [29, 0] 5439->5503 5441 x7_MS <= 0.5 gini = 0.057 samples = 203 value = [197, 6] 5440->5441 5494 x13_1 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 5440->5494 5442 log_spend <= 2.257 gini = 0.058 samples = 199 value = [193, 6] 5441->5442 5493 gini = 0.0 samples = 4 value = [4, 0] 5441->5493 5443 x14_3 <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 5442->5443 5464 x13_1 <= 0.5 gini = 0.023 samples = 171 value = [169, 2] 5442->5464 5444 x14_9 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 5443->5444 5459 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 5443->5459 5445 x13_4 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 5444->5445 5458 gini = 0.0 samples = 6 value = [6, 0] 5444->5458 5446 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5445->5446 5457 gini = 0.0 samples = 2 value = [2, 0] 5445->5457 5447 x7_AZ <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 5446->5447 5456 gini = 0.0 samples = 1 value = [1, 0] 5446->5456 5448 x14_5 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5447->5448 5455 gini = 0.0 samples = 2 value = [2, 0] 5447->5455 5449 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5448->5449 5454 gini = 0.0 samples = 1 value = [1, 0] 5448->5454 5450 log_spend <= 2.223 gini = 0.198 samples = 9 value = [8, 1] 5449->5450 5453 gini = 0.0 samples = 1 value = [1, 0] 5449->5453 5451 gini = 0.0 samples = 8 value = [8, 0] 5450->5451 5452 gini = 0.0 samples = 1 value = [0, 1] 5450->5452 5460 x7_OK <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 5459->5460 5463 gini = 0.0 samples = 1 value = [1, 0] 5459->5463 5461 gini = 0.375 samples = 4 value = [1, 3] 5460->5461 5462 gini = 0.0 samples = 1 value = [1, 0] 5460->5462 5465 x14_12 <= 0.5 gini = 0.031 samples = 129 value = [127, 2] 5464->5465 5492 gini = 0.0 samples = 42 value = [42, 0] 5464->5492 5466 x13_4 <= 0.5 gini = 0.042 samples = 93 value = [91, 2] 5465->5466 5491 gini = 0.0 samples = 36 value = [36, 0] 5465->5491 5467 x7_PA <= 0.5 gini = 0.056 samples = 69 value = [67, 2] 5466->5467 5490 gini = 0.0 samples = 24 value = [24, 0] 5466->5490 5468 x13_2 <= 0.5 gini = 0.059 samples = 66 value = [64, 2] 5467->5468 5489 gini = 0.0 samples = 3 value = [3, 0] 5467->5489 5469 x14_6 <= 0.5 gini = 0.08 samples = 48 value = [46, 2] 5468->5469 5488 gini = 0.0 samples = 18 value = [18, 0] 5468->5488 5470 x13_3 <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 5469->5470 5487 gini = 0.375 samples = 4 value = [3, 1] 5469->5487 5471 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5470->5471 5486 gini = 0.0 samples = 30 value = [30, 0] 5470->5486 5472 gini = 0.0 samples = 1 value = [1, 0] 5471->5472 5473 x7_KY <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 5471->5473 5474 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 5473->5474 5485 gini = 0.0 samples = 1 value = [1, 0] 5473->5485 5475 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5474->5475 5484 gini = 0.0 samples = 1 value = [1, 0] 5474->5484 5476 x7_NJ <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5475->5476 5483 gini = 0.0 samples = 1 value = [1, 0] 5475->5483 5477 x7_TN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 5476->5477 5482 gini = 0.0 samples = 1 value = [1, 0] 5476->5482 5478 log_spend <= 3.059 gini = 0.219 samples = 8 value = [7, 1] 5477->5478 5481 gini = 0.0 samples = 1 value = [1, 0] 5477->5481 5479 gini = 0.0 samples = 7 value = [7, 0] 5478->5479 5480 gini = 0.0 samples = 1 value = [0, 1] 5478->5480 5495 x7_OH <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5494->5495 5500 x7_MI <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 5494->5500 5496 log_spend <= 2.944 gini = 0.245 samples = 7 value = [6, 1] 5495->5496 5499 gini = 0.0 samples = 1 value = [1, 0] 5495->5499 5497 gini = 0.0 samples = 6 value = [6, 0] 5496->5497 5498 gini = 0.0 samples = 1 value = [0, 1] 5496->5498 5501 gini = 0.5 samples = 4 value = [2, 2] 5500->5501 5502 gini = 0.0 samples = 1 value = [0, 1] 5500->5502 5507 x14_5 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5506->5507 5516 gini = 0.0 samples = 1 value = [1, 0] 5506->5516 5508 x13_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 5507->5508 5515 gini = 0.0 samples = 1 value = [1, 0] 5507->5515 5509 x5_Biological <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5508->5509 5514 gini = 0.0 samples = 2 value = [2, 0] 5508->5514 5510 gini = 0.0 samples = 6 value = [6, 0] 5509->5510 5511 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5509->5511 5512 gini = 0.0 samples = 4 value = [4, 0] 5511->5512 5513 gini = 0.0 samples = 1 value = [0, 1] 5511->5513 5518 x17_other <= 0.5 gini = 0.013 samples = 1556 value = [1546, 10] 5517->5518 5609 x12_100000000203 <= 0.5 gini = 0.032 samples = 186 value = [183, 3] 5517->5609 5519 x13_3 <= 0.5 gini = 0.047 samples = 166 value = [162, 4] 5518->5519 5540 x5_Drug <= 0.5 gini = 0.009 samples = 1390 value = [1384, 6] 5518->5540 5520 x13_5 <= 0.5 gini = 0.044 samples = 132 value = [129, 3] 5519->5520 5531 x7_OH <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 5519->5531 5521 x14_6 <= 0.5 gini = 0.016 samples = 128 value = [127, 1] 5520->5521 5530 gini = 0.5 samples = 4 value = [2, 2] 5520->5530 5522 x7_TX <= 0.5 gini = 0.017 samples = 118 value = [117, 1] 5521->5522 5529 gini = 0.0 samples = 10 value = [10, 0] 5521->5529 5523 x13_2 <= 0.5 gini = 0.019 samples = 104 value = [103, 1] 5522->5523 5528 gini = 0.0 samples = 14 value = [14, 0] 5522->5528 5524 x7_LA <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 5523->5524 5527 gini = 0.0 samples = 31 value = [31, 0] 5523->5527 5525 gini = 0.0 samples = 71 value = [71, 0] 5524->5525 5526 gini = 0.5 samples = 2 value = [1, 1] 5524->5526 5532 x14_7 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 5531->5532 5539 gini = 0.0 samples = 1 value = [1, 0] 5531->5539 5533 gini = 0.0 samples = 27 value = [27, 0] 5532->5533 5534 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5532->5534 5535 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5534->5535 5538 gini = 0.0 samples = 1 value = [1, 0] 5534->5538 5536 gini = 0.0 samples = 2 value = [2, 0] 5535->5536 5537 gini = 0.444 samples = 3 value = [2, 1] 5535->5537 5541 x14_7 <= 0.5 gini = 0.015 samples = 682 value = [677, 5] 5540->5541 5600 x13_0 <= 0.5 gini = 0.003 samples = 708 value = [707, 1] 5540->5600 5542 x1_NJ <= 0.5 gini = 0.013 samples = 605 value = [601, 4] 5541->5542 5589 x7_UT <= 0.5 gini = 0.026 samples = 77 value = [76, 1] 5541->5589 5543 x7_AZ <= 0.5 gini = 0.016 samples = 482 value = [478, 4] 5542->5543 5588 gini = 0.0 samples = 123 value = [123, 0] 5542->5588 5544 x7_MA <= 0.5 gini = 0.013 samples = 467 value = [464, 3] 5543->5544 5577 x11_1 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 5543->5577 5545 x7_MN <= 0.5 gini = 0.009 samples = 453 value = [451, 2] 5544->5545 5572 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5544->5572 5546 x13_2 <= 0.5 gini = 0.009 samples = 452 value = [450, 2] 5545->5546 5571 gini = 0.0 samples = 1 value = [1, 0] 5545->5571 5547 x7_GA <= 0.5 gini = 0.012 samples = 338 value = [336, 2] 5546->5547 5570 gini = 0.0 samples = 114 value = [114, 0] 5546->5570 5548 x7_DC <= 0.5 gini = 0.006 samples = 327 value = [326, 1] 5547->5548 5563 x14_12 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5547->5563 5549 x7_VA <= 0.5 gini = 0.006 samples = 326 value = [325, 1] 5548->5549 5562 gini = 0.0 samples = 1 value = [1, 0] 5548->5562 5550 x7_WA <= 0.5 gini = 0.006 samples = 319 value = [318, 1] 5549->5550 5561 gini = 0.0 samples = 7 value = [7, 0] 5549->5561 5551 x11_0 <= 0.5 gini = 0.006 samples = 311 value = [310, 1] 5550->5551 5560 gini = 0.0 samples = 8 value = [8, 0] 5550->5560 5552 x7_PA <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 5551->5552 5559 gini = 0.0 samples = 214 value = [214, 0] 5551->5559 5553 x12_100000000203 <= 0.5 gini = 0.022 samples = 91 value = [90, 1] 5552->5553 5558 gini = 0.0 samples = 6 value = [6, 0] 5552->5558 5554 gini = 0.0 samples = 74 value = [74, 0] 5553->5554 5555 x14_1 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 5553->5555 5556 gini = 0.0 samples = 15 value = [15, 0] 5555->5556 5557 gini = 0.5 samples = 2 value = [1, 1] 5555->5557 5564 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5563->5564 5569 gini = 0.0 samples = 3 value = [3, 0] 5563->5569 5565 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5564->5565 5568 gini = 0.0 samples = 1 value = [1, 0] 5564->5568 5566 gini = 0.375 samples = 4 value = [3, 1] 5565->5566 5567 gini = 0.0 samples = 3 value = [3, 0] 5565->5567 5573 log_spend <= 1.587 gini = 0.18 samples = 10 value = [9, 1] 5572->5573 5576 gini = 0.0 samples = 4 value = [4, 0] 5572->5576 5574 gini = 0.0 samples = 1 value = [0, 1] 5573->5574 5575 gini = 0.0 samples = 9 value = [9, 0] 5573->5575 5578 x1_CA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 5577->5578 5587 gini = 0.0 samples = 2 value = [2, 0] 5577->5587 5579 gini = 0.0 samples = 2 value = [2, 0] 5578->5579 5580 x13_1 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5578->5580 5581 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5580->5581 5586 gini = 0.0 samples = 3 value = [3, 0] 5580->5586 5582 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5581->5582 5585 gini = 0.0 samples = 1 value = [1, 0] 5581->5585 5583 gini = 0.444 samples = 3 value = [2, 1] 5582->5583 5584 gini = 0.0 samples = 4 value = [4, 0] 5582->5584 5590 x7_NY <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 5589->5590 5599 gini = 0.0 samples = 2 value = [2, 0] 5589->5599 5591 x11_0 <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 5590->5591 5598 gini = 0.0 samples = 2 value = [2, 0] 5590->5598 5592 gini = 0.0 samples = 19 value = [19, 0] 5591->5592 5593 x7_NC <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 5591->5593 5594 x13_5 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 5593->5594 5597 gini = 0.0 samples = 2 value = [2, 0] 5593->5597 5595 gini = 0.0 samples = 51 value = [51, 0] 5594->5595 5596 gini = 0.0 samples = 1 value = [0, 1] 5594->5596 5601 x13_4 <= 0.5 gini = 0.003 samples = 573 value = [572, 1] 5600->5601 5608 gini = 0.0 samples = 135 value = [135, 0] 5600->5608 5602 log_spend <= 0.863 gini = 0.004 samples = 481 value = [480, 1] 5601->5602 5607 gini = 0.0 samples = 92 value = [92, 0] 5601->5607 5603 x12_100000000203 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5602->5603 5606 gini = 0.0 samples = 473 value = [473, 0] 5602->5606 5604 gini = 0.0 samples = 7 value = [7, 0] 5603->5604 5605 gini = 0.0 samples = 1 value = [0, 1] 5603->5605 5610 gini = 0.0 samples = 149 value = [149, 0] 5609->5610 5611 x7_TN <= 0.5 gini = 0.149 samples = 37 value = [34, 3] 5609->5611 5612 x13_2 <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 5611->5612 5629 gini = 0.0 samples = 1 value = [1, 0] 5611->5629 5613 x7_NY <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 5612->5613 5628 gini = 0.0 samples = 7 value = [7, 0] 5612->5628 5614 x11_30 <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 5613->5614 5627 gini = 0.0 samples = 2 value = [2, 0] 5613->5627 5615 x13_1 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 5614->5615 5626 gini = 0.0 samples = 2 value = [2, 0] 5614->5626 5616 x7_VA <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 5615->5616 5625 gini = 0.0 samples = 6 value = [6, 0] 5615->5625 5617 x7_PA <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 5616->5617 5624 gini = 0.5 samples = 2 value = [1, 1] 5616->5624 5618 x7_WA <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 5617->5618 5623 gini = 0.0 samples = 1 value = [1, 0] 5617->5623 5619 x7_CA <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 5618->5619 5622 gini = 0.0 samples = 1 value = [1, 0] 5618->5622 5620 gini = 0.0 samples = 12 value = [12, 0] 5619->5620 5621 gini = 0.444 samples = 3 value = [1, 2] 5619->5621 5631 gini = 0.0 samples = 4 value = [4, 0] 5630->5631 5632 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 5630->5632 5633 gini = 0.5 samples = 4 value = [2, 2] 5632->5633 5634 gini = 0.0 samples = 1 value = [1, 0] 5632->5634 5636 x3_No <= 0.5 gini = 0.012 samples = 17175 value = [17072, 103] 5635->5636 6725 gini = 0.0 samples = 1161 value = [1161, 0] 5635->6725 5637 gini = 0.0 samples = 1 value = [0, 1] 5636->5637 5638 x7_IN <= 0.5 gini = 0.012 samples = 17174 value = [17072, 102] 5636->5638 5639 x7_WI <= 0.5 gini = 0.012 samples = 16808 value = [16706, 102] 5638->5639 6724 gini = 0.0 samples = 366 value = [366, 0] 5638->6724 5640 x11_0 <= 0.5 gini = 0.012 samples = 16697 value = [16599, 98] 5639->5640 6707 x14_1 <= 0.5 gini = 0.069 samples = 111 value = [107, 4] 5639->6707 5641 x7_OK <= 0.5 gini = 0.003 samples = 6709 value = [6700, 9] 5640->5641 5798 x6_United States <= 0.5 gini = 0.018 samples = 9988 value = [9899, 89] 5640->5798 5642 x13_4 <= 0.5 gini = 0.003 samples = 6621 value = [6612, 9] 5641->5642 5797 gini = 0.0 samples = 88 value = [88, 0] 5641->5797 5643 x7_MS <= 0.5 gini = 0.002 samples = 5706 value = [5700, 6] 5642->5643 5750 x11_20 <= 0.5 gini = 0.007 samples = 915 value = [912, 3] 5642->5750 5644 x11_3 <= 0.5 gini = 0.002 samples = 5633 value = [5627, 6] 5643->5644 5749 gini = 0.0 samples = 73 value = [73, 0] 5643->5749 5645 x1_CT <= 0.5 gini = 0.002 samples = 5423 value = [5417, 6] 5644->5645 5748 gini = 0.0 samples = 210 value = [210, 0] 5644->5748 5646 x7_OH <= 0.5 gini = 0.002 samples = 5419 value = [5413, 6] 5645->5646 5747 gini = 0.0 samples = 4 value = [4, 0] 5645->5747 5647 x1_NA <= 0.5 gini = 0.002 samples = 5111 value = [5105, 6] 5646->5647 5746 gini = 0.0 samples = 308 value = [308, 0] 5646->5746 5648 x17_other <= 0.5 gini = 0.002 samples = 5099 value = [5093, 6] 5647->5648 5745 gini = 0.0 samples = 12 value = [12, 0] 5647->5745 5649 x14_6 <= 0.5 gini = 0.009 samples = 231 value = [230, 1] 5648->5649 5658 x1_MA <= 0.5 gini = 0.002 samples = 4868 value = [4863, 5] 5648->5658 5650 x13_2 <= 0.5 gini = 0.01 samples = 199 value = [198, 1] 5649->5650 5657 gini = 0.0 samples = 32 value = [32, 0] 5649->5657 5651 log_spend <= 2.992 gini = 0.013 samples = 154 value = [153, 1] 5650->5651 5656 gini = 0.0 samples = 45 value = [45, 0] 5650->5656 5652 gini = 0.0 samples = 106 value = [106, 0] 5651->5652 5653 x11_15 <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 5651->5653 5654 gini = 0.0 samples = 47 value = [47, 0] 5653->5654 5655 gini = 0.0 samples = 1 value = [0, 1] 5653->5655 5659 x7_NJ <= 0.5 gini = 0.002 samples = 4361 value = [4356, 5] 5658->5659 5744 gini = 0.0 samples = 507 value = [507, 0] 5658->5744 5660 x1_CA <= 0.5 gini = 0.002 samples = 4175 value = [4171, 4] 5659->5660 5731 x14_1 <= 0.5 gini = 0.011 samples = 186 value = [185, 1] 5659->5731 5661 x11_1 <= 0.5 gini = 0.002 samples = 3828 value = [3824, 4] 5660->5661 5730 gini = 0.0 samples = 347 value = [347, 0] 5660->5730 5662 x7_PA <= 0.5 gini = 0.003 samples = 2584 value = [2580, 4] 5661->5662 5729 gini = 0.0 samples = 1244 value = [1244, 0] 5661->5729 5663 x7_TN <= 0.5 gini = 0.003 samples = 2458 value = [2454, 4] 5662->5663 5728 gini = 0.0 samples = 126 value = [126, 0] 5662->5728 5664 x14_3 <= 0.5 gini = 0.003 samples = 2367 value = [2364, 3] 5663->5664 5721 x11_20 <= 0.5 gini = 0.022 samples = 91 value = [90, 1] 5663->5721 5665 x7_CO <= 0.5 gini = 0.003 samples = 2084 value = [2081, 3] 5664->5665 5720 gini = 0.0 samples = 283 value = [283, 0] 5664->5720 5666 x13_5 <= 0.5 gini = 0.003 samples = 2058 value = [2055, 3] 5665->5666 5719 gini = 0.0 samples = 26 value = [26, 0] 5665->5719 5667 x1_NJ <= 0.5 gini = 0.003 samples = 2033 value = [2030, 3] 5666->5667 5718 gini = 0.0 samples = 25 value = [25, 0] 5666->5718 5668 x14_4 <= 0.5 gini = 0.004 samples = 1556 value = [1553, 3] 5667->5668 5717 gini = 0.0 samples = 477 value = [477, 0] 5667->5717 5669 x13_6 <= 0.5 gini = 0.003 samples = 1404 value = [1402, 2] 5668->5669 5690 x7_FL <= 0.5 gini = 0.013 samples = 152 value = [151, 1] 5668->5690 5670 x14_12 <= 0.5 gini = 0.003 samples = 1389 value = [1387, 2] 5669->5670 5689 gini = 0.0 samples = 15 value = [15, 0] 5669->5689 5671 gini = 0.0 samples = 1258 value = [1258, 0] 5670->5671 5672 x7_CA <= 0.5 gini = 0.03 samples = 131 value = [129, 2] 5670->5672 5673 x7_FL <= 0.5 gini = 0.035 samples = 113 value = [111, 2] 5672->5673 5688 gini = 0.0 samples = 18 value = [18, 0] 5672->5688 5674 x7_MD <= 0.5 gini = 0.039 samples = 101 value = [99, 2] 5673->5674 5687 gini = 0.0 samples = 12 value = [12, 0] 5673->5687 5675 x11_30 <= 0.5 gini = 0.04 samples = 98 value = [96, 2] 5674->5675 5686 gini = 0.0 samples = 3 value = [3, 0] 5674->5686 5676 x7_MA <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 5675->5676 5685 gini = 0.0 samples = 87 value = [87, 0] 5675->5685 5677 x5_Biological <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 5676->5677 5684 gini = 0.0 samples = 1 value = [1, 0] 5676->5684 5678 gini = 0.0 samples = 4 value = [4, 0] 5677->5678 5679 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 5677->5679 5680 log_spend <= 2.969 gini = 0.48 samples = 5 value = [3, 2] 5679->5680 5683 gini = 0.0 samples = 1 value = [1, 0] 5679->5683 5681 gini = 0.0 samples = 3 value = [3, 0] 5680->5681 5682 gini = 0.0 samples = 2 value = [0, 2] 5680->5682 5691 x7_IL <= 0.5 gini = 0.014 samples = 145 value = [144, 1] 5690->5691 5716 gini = 0.0 samples = 7 value = [7, 0] 5690->5716 5692 x7_VA <= 0.5 gini = 0.014 samples = 137 value = [136, 1] 5691->5692 5715 gini = 0.0 samples = 8 value = [8, 0] 5691->5715 5693 x7_AL <= 0.5 gini = 0.015 samples = 133 value = [132, 1] 5692->5693 5714 gini = 0.0 samples = 4 value = [4, 0] 5692->5714 5694 x7_TX <= 0.5 gini = 0.015 samples = 131 value = [130, 1] 5693->5694 5713 gini = 0.0 samples = 2 value = [2, 0] 5693->5713 5695 x1_WV <= 0.5 gini = 0.017 samples = 116 value = [115, 1] 5694->5695 5712 gini = 0.0 samples = 15 value = [15, 0] 5694->5712 5696 x7_MO <= 0.5 gini = 0.017 samples = 115 value = [114, 1] 5695->5696 5711 gini = 0.0 samples = 1 value = [1, 0] 5695->5711 5697 x7_MD <= 0.5 gini = 0.018 samples = 113 value = [112, 1] 5696->5697 5710 gini = 0.0 samples = 2 value = [2, 0] 5696->5710 5698 x5_Biological <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 5697->5698 5709 gini = 0.0 samples = 6 value = [6, 0] 5697->5709 5699 gini = 0.0 samples = 96 value = [96, 0] 5698->5699 5700 x7_AZ <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5698->5700 5701 x13_1 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5700->5701 5708 gini = 0.0 samples = 1 value = [1, 0] 5700->5708 5702 x1_PA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5701->5702 5707 gini = 0.0 samples = 2 value = [2, 0] 5701->5707 5703 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5702->5703 5706 gini = 0.0 samples = 1 value = [1, 0] 5702->5706 5704 gini = 0.375 samples = 4 value = [3, 1] 5703->5704 5705 gini = 0.0 samples = 3 value = [3, 0] 5703->5705 5722 gini = 0.0 samples = 84 value = [84, 0] 5721->5722 5723 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 5721->5723 5724 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5723->5724 5727 gini = 0.0 samples = 1 value = [1, 0] 5723->5727 5725 gini = 0.0 samples = 3 value = [3, 0] 5724->5725 5726 gini = 0.444 samples = 3 value = [2, 1] 5724->5726 5732 x13_2 <= 0.5 gini = 0.012 samples = 165 value = [164, 1] 5731->5732 5743 gini = 0.0 samples = 21 value = [21, 0] 5731->5743 5733 gini = 0.0 samples = 127 value = [127, 0] 5732->5733 5734 x1_VA <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 5732->5734 5735 x1_IL <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 5734->5735 5742 gini = 0.0 samples = 3 value = [3, 0] 5734->5742 5736 gini = 0.0 samples = 21 value = [21, 0] 5735->5736 5737 x14_6 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 5735->5737 5738 x16_cardio <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 5737->5738 5741 gini = 0.0 samples = 2 value = [2, 0] 5737->5741 5739 gini = 0.0 samples = 11 value = [11, 0] 5738->5739 5740 gini = 0.0 samples = 1 value = [0, 1] 5738->5740 5751 x7_CA <= 0.5 gini = 0.002 samples = 889 value = [888, 1] 5750->5751 5776 x7_IA <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 5750->5776 5752 x14_8 <= 0.5 gini = 0.002 samples = 802 value = [801, 1] 5751->5752 5775 gini = 0.0 samples = 87 value = [87, 0] 5751->5775 5753 x16_other <= 0.5 gini = 0.003 samples = 743 value = [742, 1] 5752->5753 5774 gini = 0.0 samples = 59 value = [59, 0] 5752->5774 5754 x5_Drug <= 0.5 gini = 0.032 samples = 61 value = [60, 1] 5753->5754 5773 gini = 0.0 samples = 682 value = [682, 0] 5753->5773 5755 gini = 0.0 samples = 34 value = [34, 0] 5754->5755 5756 x7_CT <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 5754->5756 5757 x1_WV <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 5756->5757 5772 gini = 0.0 samples = 1 value = [1, 0] 5756->5772 5758 x7_NC <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 5757->5758 5771 gini = 0.0 samples = 1 value = [1, 0] 5757->5771 5759 x7_MA <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 5758->5759 5770 gini = 0.0 samples = 1 value = [1, 0] 5758->5770 5760 x14_1 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 5759->5760 5769 gini = 0.0 samples = 1 value = [1, 0] 5759->5769 5761 x11_30 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 5760->5761 5768 gini = 0.0 samples = 2 value = [2, 0] 5760->5768 5762 gini = 0.0 samples = 10 value = [10, 0] 5761->5762 5763 x7_MN <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5761->5763 5764 x1_IL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5763->5764 5767 gini = 0.0 samples = 1 value = [1, 0] 5763->5767 5765 gini = 0.0 samples = 9 value = [9, 0] 5764->5765 5766 gini = 0.0 samples = 1 value = [0, 1] 5764->5766 5777 x14_5 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 5776->5777 5796 gini = 0.0 samples = 1 value = [1, 0] 5776->5796 5778 x7_DE <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 5777->5778 5795 gini = 0.0 samples = 2 value = [2, 0] 5777->5795 5779 x7_TN <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 5778->5779 5794 gini = 0.0 samples = 1 value = [1, 0] 5778->5794 5780 x7_KY <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 5779->5780 5793 gini = 0.0 samples = 1 value = [1, 0] 5779->5793 5781 x7_VA <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 5780->5781 5792 gini = 0.0 samples = 1 value = [1, 0] 5780->5792 5782 x14_9 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 5781->5782 5791 gini = 0.0 samples = 1 value = [1, 0] 5781->5791 5783 x5_Drug <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 5782->5783 5790 gini = 0.375 samples = 4 value = [3, 1] 5782->5790 5784 x7_AZ <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 5783->5784 5789 gini = 0.0 samples = 3 value = [3, 0] 5783->5789 5785 x14_4 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 5784->5785 5788 gini = 0.0 samples = 1 value = [1, 0] 5784->5788 5786 gini = 0.0 samples = 9 value = [9, 0] 5785->5786 5787 gini = 0.5 samples = 2 value = [1, 1] 5785->5787 5799 gini = 0.5 samples = 2 value = [1, 1] 5798->5799 5800 x7_OH <= 0.5 gini = 0.017 samples = 9986 value = [9898, 88] 5798->5800 5801 x1_TN <= 0.5 gini = 0.017 samples = 9623 value = [9542, 81] 5800->5801 6606 x16_immun <= 0.5 gini = 0.038 samples = 363 value = [356, 7] 5800->6606 5802 x7_OR <= 0.5 gini = 0.016 samples = 9231 value = [9155, 76] 5801->5802 6533 x7_MN <= 0.5 gini = 0.025 samples = 392 value = [387, 5] 5801->6533 5803 x7_MN <= 0.5 gini = 0.016 samples = 9172 value = [9096, 76] 5802->5803 6532 gini = 0.0 samples = 59 value = [59, 0] 5802->6532 5804 x17_sanofi <= 0.5 gini = 0.016 samples = 9080 value = [9007, 73] 5803->5804 6513 x14_5 <= 0.5 gini = 0.063 samples = 92 value = [89, 3] 5803->6513 5805 x1_AL <= 0.5 gini = 0.016 samples = 8861 value = [8788, 73] 5804->5805 6512 gini = 0.0 samples = 219 value = [219, 0] 5804->6512 5806 x7_IA <= 0.5 gini = 0.016 samples = 8807 value = [8734, 73] 5805->5806 6511 gini = 0.0 samples = 54 value = [54, 0] 5805->6511 5807 x1_CA <= 0.5 gini = 0.016 samples = 8738 value = [8667, 71] 5806->5807 6492 x14_8 <= 0.5 gini = 0.056 samples = 69 value = [67, 2] 5806->6492 5808 x7_NY <= 0.5 gini = 0.014 samples = 7025 value = [6974, 51] 5807->5808 6403 x7_SD <= 0.5 gini = 0.023 samples = 1713 value = [1693, 20] 5807->6403 5809 x14_1 <= 0.5 gini = 0.015 samples = 6497 value = [6447, 50] 5808->5809 6382 x14_5 <= 0.5 gini = 0.004 samples = 528 value = [527, 1] 5808->6382 5810 x1_AZ <= 0.5 gini = 0.014 samples = 5943 value = [5901, 42] 5809->5810 6235 x7_TN <= 0.5 gini = 0.028 samples = 554 value = [546, 8] 5809->6235 5811 x14_6 <= 0.5 gini = 0.013 samples = 5938 value = [5900, 38] 5810->5811 6232 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 5810->6232 5812 x13_5 <= 0.5 gini = 0.01 samples = 5319 value = [5291, 28] 5811->5812 6163 x7_WA <= 0.5 gini = 0.032 samples = 619 value = [609, 10] 5811->6163 5813 x1_MD <= 0.5 gini = 0.01 samples = 5096 value = [5071, 25] 5812->5813 6152 x7_NV <= 0.5 gini = 0.027 samples = 223 value = [220, 3] 5812->6152 5814 x1_MN <= 0.5 gini = 0.011 samples = 4621 value = [4596, 25] 5813->5814 6151 gini = 0.0 samples = 475 value = [475, 0] 5813->6151 5815 x7_IL <= 0.5 gini = 0.006 samples = 3773 value = [3762, 11] 5814->5815 6008 x5_Drug <= 0.5 gini = 0.032 samples = 848 value = [834, 14] 5814->6008 5816 x5_Biological <= 0.5 gini = 0.006 samples = 3621 value = [3610, 11] 5815->5816 6007 gini = 0.0 samples = 152 value = [152, 0] 5815->6007 5817 x7_MD <= 0.5 gini = 0.006 samples = 3520 value = [3509, 11] 5816->5817 6006 gini = 0.0 samples = 101 value = [101, 0] 5816->6006 5818 x7_LA <= 0.5 gini = 0.006 samples = 3429 value = [3418, 11] 5817->5818 6005 gini = 0.0 samples = 91 value = [91, 0] 5817->6005 5819 x1_CO <= 0.5 gini = 0.006 samples = 3362 value = [3352, 10] 5818->5819 5986 x14_3 <= 0.5 gini = 0.029 samples = 67 value = [66, 1] 5818->5986 5820 x16_other <= 0.5 gini = 0.005 samples = 3305 value = [3296, 9] 5819->5820 5959 x7_HI <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 5819->5959 5821 x1_WV <= 0.5 gini = 0.024 samples = 252 value = [249, 3] 5820->5821 5854 x7_HI <= 0.5 gini = 0.004 samples = 3053 value = [3047, 6] 5820->5854 5822 x1_GA <= 0.5 gini = 0.039 samples = 150 value = [147, 3] 5821->5822 5853 gini = 0.0 samples = 102 value = [102, 0] 5821->5853 5823 x7_NC <= 0.5 gini = 0.041 samples = 145 value = [142, 3] 5822->5823 5852 gini = 0.0 samples = 5 value = [5, 0] 5822->5852 5824 x7_NJ <= 0.5 gini = 0.042 samples = 139 value = [136, 3] 5823->5824 5851 gini = 0.0 samples = 6 value = [6, 0] 5823->5851 5825 x16_oncol <= 0.5 gini = 0.043 samples = 135 value = [132, 3] 5824->5825 5850 gini = 0.0 samples = 4 value = [4, 0] 5824->5850 5826 gini = 0.0 samples = 70 value = [70, 0] 5825->5826 5827 x14_12 <= 0.5 gini = 0.088 samples = 65 value = [62, 3] 5825->5827 5828 x5_Drug <= 0.5 gini = 0.097 samples = 59 value = [56, 3] 5827->5828 5849 gini = 0.0 samples = 6 value = [6, 0] 5827->5849 5829 gini = 0.0 samples = 13 value = [13, 0] 5828->5829 5830 x14_8 <= 0.5 gini = 0.122 samples = 46 value = [43, 3] 5828->5830 5831 x14_7 <= 0.5 gini = 0.145 samples = 38 value = [35, 3] 5830->5831 5848 gini = 0.0 samples = 8 value = [8, 0] 5830->5848 5832 x7_PR <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 5831->5832 5847 gini = 0.0 samples = 2 value = [2, 0] 5831->5847 5833 x13_1 <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 5832->5833 5846 gini = 0.0 samples = 4 value = [4, 0] 5832->5846 5834 x7_CT <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 5833->5834 5845 gini = 0.0 samples = 5 value = [5, 0] 5833->5845 5835 x7_TX <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 5834->5835 5844 gini = 0.0 samples = 2 value = [2, 0] 5834->5844 5836 x7_TN <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 5835->5836 5843 gini = 0.5 samples = 4 value = [2, 2] 5835->5843 5837 x13_0 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 5836->5837 5842 gini = 0.0 samples = 4 value = [4, 0] 5836->5842 5838 x14_5 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 5837->5838 5841 gini = 0.0 samples = 4 value = [4, 0] 5837->5841 5839 gini = 0.0 samples = 12 value = [12, 0] 5838->5839 5840 gini = 0.0 samples = 1 value = [0, 1] 5838->5840 5855 x1_UT <= 0.5 gini = 0.004 samples = 3014 value = [3008, 6] 5854->5855 5958 gini = 0.0 samples = 39 value = [39, 0] 5854->5958 5856 x5_Drug <= 0.5 gini = 0.003 samples = 3012 value = [3008, 4] 5855->5856 5957 gini = 0.0 samples = 2 value = [0, 2] 5855->5957 5857 x13_0 <= 0.5 gini = 0.004 samples = 1999 value = [1995, 4] 5856->5857 5956 gini = 0.0 samples = 1013 value = [1013, 0] 5856->5956 5858 log_spend <= -0.053 gini = 0.005 samples = 1723 value = [1719, 4] 5857->5858 5955 gini = 0.0 samples = 276 value = [276, 0] 5857->5955 5859 x1_IN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5858->5859 5862 x7_KS <= 0.5 gini = 0.003 samples = 1718 value = [1715, 3] 5858->5862 5860 gini = 0.375 samples = 4 value = [3, 1] 5859->5860 5861 gini = 0.0 samples = 1 value = [1, 0] 5859->5861 5863 x7_AL <= 0.5 gini = 0.004 samples = 1698 value = [1695, 3] 5862->5863 5954 gini = 0.0 samples = 20 value = [20, 0] 5862->5954 5864 x1_CT <= 0.5 gini = 0.004 samples = 1665 value = [1662, 3] 5863->5864 5953 gini = 0.0 samples = 33 value = [33, 0] 5863->5953 5865 x14_9 <= 0.5 gini = 0.004 samples = 1658 value = [1655, 3] 5864->5865 5952 gini = 0.0 samples = 7 value = [7, 0] 5864->5952 5866 x7_CA <= 0.5 gini = 0.003 samples = 1478 value = [1476, 2] 5865->5866 5945 x1_NA <= 0.5 gini = 0.011 samples = 180 value = [179, 1] 5865->5945 5867 x7_UT <= 0.5 gini = 0.003 samples = 1267 value = [1265, 2] 5866->5867 5944 gini = 0.0 samples = 211 value = [211, 0] 5866->5944 5868 x13_1 <= 0.5 gini = 0.003 samples = 1236 value = [1234, 2] 5867->5868 5943 gini = 0.0 samples = 31 value = [31, 0] 5867->5943 5869 x1_MA <= 0.5 gini = 0.004 samples = 932 value = [930, 2] 5868->5869 5942 gini = 0.0 samples = 304 value = [304, 0] 5868->5942 5870 gini = 0.0 samples = 593 value = [593, 0] 5869->5870 5871 x7_KY <= 0.5 gini = 0.012 samples = 339 value = [337, 2] 5869->5871 5872 x13_2 <= 0.5 gini = 0.012 samples = 331 value = [329, 2] 5871->5872 5941 gini = 0.0 samples = 8 value = [8, 0] 5871->5941 5873 x7_DC <= 0.5 gini = 0.009 samples = 224 value = [223, 1] 5872->5873 5916 x7_MA <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 5872->5916 5874 x7_AR <= 0.5 gini = 0.009 samples = 223 value = [222, 1] 5873->5874 5915 gini = 0.0 samples = 1 value = [1, 0] 5873->5915 5875 x7_VA <= 0.5 gini = 0.009 samples = 221 value = [220, 1] 5874->5875 5914 gini = 0.0 samples = 2 value = [2, 0] 5874->5914 5876 x7_NJ <= 0.5 gini = 0.01 samples = 209 value = [208, 1] 5875->5876 5913 gini = 0.0 samples = 12 value = [12, 0] 5875->5913 5877 x7_OK <= 0.5 gini = 0.01 samples = 191 value = [190, 1] 5876->5877 5912 gini = 0.0 samples = 18 value = [18, 0] 5876->5912 5878 x14_10 <= 0.5 gini = 0.011 samples = 189 value = [188, 1] 5877->5878 5911 gini = 0.0 samples = 2 value = [2, 0] 5877->5911 5879 x14_4 <= 0.5 gini = 0.012 samples = 165 value = [164, 1] 5878->5879 5910 gini = 0.0 samples = 24 value = [24, 0] 5878->5910 5880 x13_6 <= 0.5 gini = 0.013 samples = 148 value = [147, 1] 5879->5880 5909 gini = 0.0 samples = 17 value = [17, 0] 5879->5909 5881 x14_5 <= 0.5 gini = 0.014 samples = 144 value = [143, 1] 5880->5881 5908 gini = 0.0 samples = 4 value = [4, 0] 5880->5908 5882 x7_NE <= 0.5 gini = 0.017 samples = 116 value = [115, 1] 5881->5882 5907 gini = 0.0 samples = 28 value = [28, 0] 5881->5907 5883 x7_MS <= 0.5 gini = 0.017 samples = 115 value = [114, 1] 5882->5883 5906 gini = 0.0 samples = 1 value = [1, 0] 5882->5906 5884 x7_SC <= 0.5 gini = 0.018 samples = 113 value = [112, 1] 5883->5884 5905 gini = 0.0 samples = 2 value = [2, 0] 5883->5905 5885 x13_4 <= 0.5 gini = 0.018 samples = 108 value = [107, 1] 5884->5885 5904 gini = 0.0 samples = 5 value = [5, 0] 5884->5904 5886 gini = 0.0 samples = 49 value = [49, 0] 5885->5886 5887 x7_CT <= 0.5 gini = 0.033 samples = 59 value = [58, 1] 5885->5887 5888 x14_7 <= 0.5 gini = 0.034 samples = 58 value = [57, 1] 5887->5888 5903 gini = 0.0 samples = 1 value = [1, 0] 5887->5903 5889 x7_MO <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 5888->5889 5902 gini = 0.0 samples = 9 value = [9, 0] 5888->5902 5890 x7_TN <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 5889->5890 5901 gini = 0.0 samples = 1 value = [1, 0] 5889->5901 5891 x14_12 <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 5890->5891 5900 gini = 0.0 samples = 1 value = [1, 0] 5890->5900 5892 x7_FL <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 5891->5892 5899 gini = 0.0 samples = 15 value = [15, 0] 5891->5899 5893 x14_8 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 5892->5893 5898 gini = 0.0 samples = 3 value = [3, 0] 5892->5898 5894 gini = 0.0 samples = 24 value = [24, 0] 5893->5894 5895 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5893->5895 5896 gini = 0.375 samples = 4 value = [3, 1] 5895->5896 5897 gini = 0.0 samples = 1 value = [1, 0] 5895->5897 5917 x7_AZ <= 0.5 gini = 0.019 samples = 105 value = [104, 1] 5916->5917 5940 gini = 0.0 samples = 2 value = [2, 0] 5916->5940 5918 x7_PA <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 5917->5918 5939 gini = 0.0 samples = 8 value = [8, 0] 5917->5939 5919 log_spend <= 2.887 gini = 0.023 samples = 87 value = [86, 1] 5918->5919 5938 gini = 0.0 samples = 10 value = [10, 0] 5918->5938 5920 gini = 0.0 samples = 48 value = [48, 0] 5919->5920 5921 x14_7 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 5919->5921 5922 x7_NC <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 5921->5922 5937 gini = 0.0 samples = 4 value = [4, 0] 5921->5937 5923 x7_CT <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 5922->5923 5936 gini = 0.0 samples = 3 value = [3, 0] 5922->5936 5924 x14_11 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 5923->5924 5935 gini = 0.0 samples = 1 value = [1, 0] 5923->5935 5925 x7_TX <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 5924->5925 5934 gini = 0.0 samples = 6 value = [6, 0] 5924->5934 5926 x7_GA <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 5925->5926 5933 gini = 0.0 samples = 4 value = [4, 0] 5925->5933 5927 x7_WV <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 5926->5927 5932 gini = 0.0 samples = 1 value = [1, 0] 5926->5932 5928 log_spend <= 2.891 gini = 0.1 samples = 19 value = [18, 1] 5927->5928 5931 gini = 0.0 samples = 1 value = [1, 0] 5927->5931 5929 gini = 0.0 samples = 1 value = [0, 1] 5928->5929 5930 gini = 0.0 samples = 18 value = [18, 0] 5928->5930 5946 x7_SC <= 0.5 gini = 0.011 samples = 179 value = [178, 1] 5945->5946 5951 gini = 0.0 samples = 1 value = [1, 0] 5945->5951 5947 gini = 0.0 samples = 174 value = [174, 0] 5946->5947 5948 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5946->5948 5949 gini = 0.0 samples = 4 value = [4, 0] 5948->5949 5950 gini = 0.0 samples = 1 value = [0, 1] 5948->5950 5960 x14_12 <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 5959->5960 5985 gini = 0.0 samples = 1 value = [1, 0] 5959->5985 5961 x13_1 <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 5960->5961 5984 gini = 0.0 samples = 7 value = [7, 0] 5960->5984 5962 x13_0 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 5961->5962 5983 gini = 0.0 samples = 9 value = [9, 0] 5961->5983 5963 x7_OK <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 5962->5963 5982 gini = 0.0 samples = 10 value = [10, 0] 5962->5982 5964 x13_6 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 5963->5964 5981 gini = 0.0 samples = 1 value = [1, 0] 5963->5981 5965 x7_CA <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 5964->5965 5980 gini = 0.0 samples = 2 value = [2, 0] 5964->5980 5966 x14_9 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 5965->5966 5979 gini = 0.0 samples = 2 value = [2, 0] 5965->5979 5967 x7_TX <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 5966->5967 5978 gini = 0.0 samples = 7 value = [7, 0] 5966->5978 5968 x14_11 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 5967->5968 5977 gini = 0.0 samples = 8 value = [8, 0] 5967->5977 5969 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 5968->5969 5976 gini = 0.0 samples = 2 value = [2, 0] 5968->5976 5970 gini = 0.0 samples = 2 value = [2, 0] 5969->5970 5971 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 5969->5971 5972 x5_Drug <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 5971->5972 5975 gini = 0.0 samples = 1 value = [1, 0] 5971->5975 5973 gini = 0.375 samples = 4 value = [3, 1] 5972->5973 5974 gini = 0.0 samples = 1 value = [1, 0] 5972->5974 5987 x1_NJ <= 0.5 gini = 0.032 samples = 61 value = [60, 1] 5986->5987 6004 gini = 0.0 samples = 6 value = [6, 0] 5986->6004 5988 x1_NY <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 5987->5988 6003 gini = 0.0 samples = 9 value = [9, 0] 5987->6003 5989 x5_Device <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 5988->5989 6002 gini = 0.0 samples = 1 value = [1, 0] 5988->6002 5990 gini = 0.0 samples = 20 value = [20, 0] 5989->5990 5991 x1_GA <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 5989->5991 5992 x14_4 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 5991->5992 6001 gini = 0.0 samples = 1 value = [1, 0] 5991->6001 5993 x13_3 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 5992->5993 6000 gini = 0.0 samples = 2 value = [2, 0] 5992->6000 5994 x1_OH <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 5993->5994 5999 gini = 0.0 samples = 6 value = [6, 0] 5993->5999 5995 x14_8 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 5994->5995 5998 gini = 0.0 samples = 2 value = [2, 0] 5994->5998 5996 gini = 0.0 samples = 17 value = [17, 0] 5995->5996 5997 gini = 0.444 samples = 3 value = [2, 1] 5995->5997 6009 x13_0 <= 0.5 gini = 0.03 samples = 847 value = [834, 13] 6008->6009 6150 gini = 0.0 samples = 1 value = [0, 1] 6008->6150 6010 x13_1 <= 0.5 gini = 0.033 samples = 717 value = [705, 12] 6009->6010 6137 x7_CA <= 0.5 gini = 0.015 samples = 130 value = [129, 1] 6009->6137 6011 x7_MD <= 0.5 gini = 0.04 samples = 543 value = [532, 11] 6010->6011 6122 x14_8 <= 0.5 gini = 0.011 samples = 174 value = [173, 1] 6010->6122 6012 x7_CT <= 0.5 gini = 0.04 samples = 533 value = [522, 11] 6011->6012 6121 gini = 0.0 samples = 10 value = [10, 0] 6011->6121 6013 x14_10 <= 0.5 gini = 0.041 samples = 526 value = [515, 11] 6012->6013 6120 gini = 0.0 samples = 7 value = [7, 0] 6012->6120 6014 x7_MA <= 0.5 gini = 0.034 samples = 467 value = [459, 8] 6013->6014 6107 x7_UT <= 0.5 gini = 0.097 samples = 59 value = [56, 3] 6013->6107 6015 x7_TN <= 0.5 gini = 0.03 samples = 460 value = [453, 7] 6014->6015 6102 x13_6 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6014->6102 6016 log_spend <= 0.752 gini = 0.031 samples = 443 value = [436, 7] 6015->6016 6101 gini = 0.0 samples = 17 value = [17, 0] 6015->6101 6017 x7_LA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6016->6017 6024 x7_MO <= 0.5 gini = 0.027 samples = 436 value = [430, 6] 6016->6024 6018 x7_NH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6017->6018 6023 gini = 0.0 samples = 1 value = [1, 0] 6017->6023 6019 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6018->6019 6022 gini = 0.0 samples = 1 value = [1, 0] 6018->6022 6020 gini = 0.375 samples = 4 value = [3, 1] 6019->6020 6021 gini = 0.0 samples = 1 value = [1, 0] 6019->6021 6025 x14_9 <= 0.5 gini = 0.028 samples = 426 value = [420, 6] 6024->6025 6100 gini = 0.0 samples = 10 value = [10, 0] 6024->6100 6026 x7_TX <= 0.5 gini = 0.031 samples = 384 value = [378, 6] 6025->6026 6099 gini = 0.0 samples = 42 value = [42, 0] 6025->6099 6027 x13_2 <= 0.5 gini = 0.036 samples = 331 value = [325, 6] 6026->6027 6098 gini = 0.0 samples = 53 value = [53, 0] 6026->6098 6028 x14_3 <= 0.5 gini = 0.01 samples = 195 value = [194, 1] 6027->6028 6037 x7_WA <= 0.5 gini = 0.071 samples = 136 value = [131, 5] 6027->6037 6029 gini = 0.0 samples = 156 value = [156, 0] 6028->6029 6030 x7_FL <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 6028->6030 6031 x13_3 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 6030->6031 6036 gini = 0.0 samples = 7 value = [7, 0] 6030->6036 6032 gini = 0.0 samples = 19 value = [19, 0] 6031->6032 6033 log_spend <= 1.812 gini = 0.142 samples = 13 value = [12, 1] 6031->6033 6034 gini = 0.5 samples = 2 value = [1, 1] 6033->6034 6035 gini = 0.0 samples = 11 value = [11, 0] 6033->6035 6038 x7_NM <= 0.5 gini = 0.072 samples = 134 value = [129, 5] 6037->6038 6097 gini = 0.0 samples = 2 value = [2, 0] 6037->6097 6039 x7_MI <= 0.5 gini = 0.073 samples = 132 value = [127, 5] 6038->6039 6096 gini = 0.0 samples = 2 value = [2, 0] 6038->6096 6040 log_spend <= 2.882 gini = 0.062 samples = 125 value = [121, 4] 6039->6040 6089 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6039->6089 6041 x7_OK <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 6040->6041 6064 x7_AZ <= 0.5 gini = 0.122 samples = 46 value = [43, 3] 6040->6064 6042 x7_SC <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 6041->6042 6063 gini = 0.0 samples = 3 value = [3, 0] 6041->6063 6043 x14_4 <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 6042->6043 6062 gini = 0.0 samples = 3 value = [3, 0] 6042->6062 6044 x7_GA <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 6043->6044 6061 gini = 0.0 samples = 9 value = [9, 0] 6043->6061 6045 x14_8 <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 6044->6045 6060 gini = 0.0 samples = 4 value = [4, 0] 6044->6060 6046 x7_MS <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 6045->6046 6059 gini = 0.0 samples = 10 value = [10, 0] 6045->6059 6047 x7_NC <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 6046->6047 6058 gini = 0.0 samples = 1 value = [1, 0] 6046->6058 6048 x14_12 <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 6047->6048 6057 gini = 0.0 samples = 3 value = [3, 0] 6047->6057 6049 gini = 0.0 samples = 38 value = [38, 0] 6048->6049 6050 x7_LA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 6048->6050 6051 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6050->6051 6056 gini = 0.0 samples = 2 value = [2, 0] 6050->6056 6052 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6051->6052 6055 gini = 0.0 samples = 1 value = [1, 0] 6051->6055 6053 gini = 0.444 samples = 3 value = [2, 1] 6052->6053 6054 gini = 0.0 samples = 2 value = [2, 0] 6052->6054 6065 x16_other <= 0.5 gini = 0.13 samples = 43 value = [40, 3] 6064->6065 6088 gini = 0.0 samples = 3 value = [3, 0] 6064->6088 6066 gini = 0.0 samples = 1 value = [1, 0] 6065->6066 6067 x7_PR <= 0.5 gini = 0.133 samples = 42 value = [39, 3] 6065->6067 6068 x7_NJ <= 0.5 gini = 0.142 samples = 39 value = [36, 3] 6067->6068 6087 gini = 0.0 samples = 3 value = [3, 0] 6067->6087 6069 x7_IL <= 0.5 gini = 0.157 samples = 35 value = [32, 3] 6068->6069 6086 gini = 0.0 samples = 4 value = [4, 0] 6068->6086 6070 x7_SC <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 6069->6070 6085 gini = 0.0 samples = 2 value = [2, 0] 6069->6085 6071 x14_5 <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 6070->6071 6084 gini = 0.0 samples = 2 value = [2, 0] 6070->6084 6072 x7_FL <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 6071->6072 6083 gini = 0.0 samples = 5 value = [5, 0] 6071->6083 6073 x14_11 <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 6072->6073 6082 gini = 0.0 samples = 4 value = [4, 0] 6072->6082 6074 x14_4 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 6073->6074 6081 gini = 0.0 samples = 3 value = [3, 0] 6073->6081 6075 x14_8 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 6074->6075 6080 gini = 0.0 samples = 2 value = [2, 0] 6074->6080 6076 gini = 0.0 samples = 11 value = [11, 0] 6075->6076 6077 x7_CA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 6075->6077 6078 gini = 0.5 samples = 4 value = [2, 2] 6077->6078 6079 gini = 0.5 samples = 2 value = [1, 1] 6077->6079 6090 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6089->6090 6095 gini = 0.0 samples = 1 value = [1, 0] 6089->6095 6091 log_spend <= 2.464 gini = 0.32 samples = 5 value = [4, 1] 6090->6091 6094 gini = 0.0 samples = 1 value = [1, 0] 6090->6094 6092 gini = 0.0 samples = 1 value = [0, 1] 6091->6092 6093 gini = 0.0 samples = 4 value = [4, 0] 6091->6093 6103 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6102->6103 6106 gini = 0.0 samples = 2 value = [2, 0] 6102->6106 6104 gini = 0.375 samples = 4 value = [3, 1] 6103->6104 6105 gini = 0.0 samples = 1 value = [1, 0] 6103->6105 6108 x7_FL <= 0.5 gini = 0.067 samples = 58 value = [56, 2] 6107->6108 6119 gini = 0.0 samples = 1 value = [0, 1] 6107->6119 6109 gini = 0.0 samples = 49 value = [49, 0] 6108->6109 6110 x16_other <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 6108->6110 6111 gini = 0.0 samples = 1 value = [1, 0] 6110->6111 6112 x13_6 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 6110->6112 6113 log_spend <= 3.223 gini = 0.408 samples = 7 value = [5, 2] 6112->6113 6118 gini = 0.0 samples = 1 value = [1, 0] 6112->6118 6114 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6113->6114 6117 gini = 0.0 samples = 1 value = [0, 1] 6113->6117 6115 gini = 0.375 samples = 4 value = [3, 1] 6114->6115 6116 gini = 0.0 samples = 2 value = [2, 0] 6114->6116 6123 x14_12 <= 0.5 gini = 0.013 samples = 152 value = [151, 1] 6122->6123 6136 gini = 0.0 samples = 22 value = [22, 0] 6122->6136 6124 x7_FL <= 0.5 gini = 0.016 samples = 128 value = [127, 1] 6123->6124 6135 gini = 0.0 samples = 24 value = [24, 0] 6123->6135 6125 x7_WA <= 0.5 gini = 0.018 samples = 113 value = [112, 1] 6124->6125 6134 gini = 0.0 samples = 15 value = [15, 0] 6124->6134 6126 x14_4 <= 0.5 gini = 0.018 samples = 108 value = [107, 1] 6125->6126 6133 gini = 0.0 samples = 5 value = [5, 0] 6125->6133 6127 x7_PA <= 0.5 gini = 0.022 samples = 88 value = [87, 1] 6126->6127 6132 gini = 0.0 samples = 20 value = [20, 0] 6126->6132 6128 gini = 0.0 samples = 80 value = [80, 0] 6127->6128 6129 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 6127->6129 6130 gini = 0.0 samples = 5 value = [5, 0] 6129->6130 6131 gini = 0.444 samples = 3 value = [2, 1] 6129->6131 6138 x16_other <= 0.5 gini = 0.018 samples = 110 value = [109, 1] 6137->6138 6149 gini = 0.0 samples = 20 value = [20, 0] 6137->6149 6139 gini = 0.0 samples = 5 value = [5, 0] 6138->6139 6140 x14_8 <= 0.5 gini = 0.019 samples = 105 value = [104, 1] 6138->6140 6141 gini = 0.0 samples = 98 value = [98, 0] 6140->6141 6142 x7_MI <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6140->6142 6143 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6142->6143 6148 gini = 0.0 samples = 1 value = [1, 0] 6142->6148 6144 x7_VA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6143->6144 6147 gini = 0.0 samples = 1 value = [1, 0] 6143->6147 6145 gini = 0.0 samples = 4 value = [4, 0] 6144->6145 6146 gini = 0.0 samples = 1 value = [0, 1] 6144->6146 6153 x7_AZ <= 0.5 gini = 0.027 samples = 222 value = [219, 3] 6152->6153 6162 gini = 0.0 samples = 1 value = [1, 0] 6152->6162 6154 x1_MN <= 0.5 gini = 0.028 samples = 213 value = [210, 3] 6153->6154 6161 gini = 0.0 samples = 9 value = [9, 0] 6153->6161 6155 gini = 0.0 samples = 156 value = [156, 0] 6154->6155 6156 x7_TN <= 0.5 gini = 0.1 samples = 57 value = [54, 3] 6154->6156 6157 x5_Device <= 0.5 gini = 0.107 samples = 53 value = [50, 3] 6156->6157 6160 gini = 0.0 samples = 4 value = [4, 0] 6156->6160 6158 gini = 0.0 samples = 3 value = [0, 3] 6157->6158 6159 gini = 0.0 samples = 50 value = [50, 0] 6157->6159 6164 x1_MA <= 0.5 gini = 0.029 samples = 613 value = [604, 9] 6163->6164 6227 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6163->6227 6165 x13_6 <= 0.5 gini = 0.008 samples = 481 value = [479, 2] 6164->6165 6192 x13_3 <= 0.5 gini = 0.1 samples = 132 value = [125, 7] 6164->6192 6166 x7_PR <= 0.5 gini = 0.008 samples = 471 value = [469, 2] 6165->6166 6191 gini = 0.0 samples = 10 value = [10, 0] 6165->6191 6167 x1_MN <= 0.5 gini = 0.009 samples = 468 value = [466, 2] 6166->6167 6190 gini = 0.0 samples = 3 value = [3, 0] 6166->6190 6168 x7_MI <= 0.5 gini = 0.011 samples = 359 value = [357, 2] 6167->6168 6189 gini = 0.0 samples = 109 value = [109, 0] 6167->6189 6169 x13_4 <= 0.5 gini = 0.006 samples = 342 value = [341, 1] 6168->6169 6186 x1_NJ <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6168->6186 6170 x1_NJ <= 0.5 gini = 0.007 samples = 269 value = [268, 1] 6169->6170 6185 gini = 0.0 samples = 73 value = [73, 0] 6169->6185 6171 gini = 0.0 samples = 220 value = [220, 0] 6170->6171 6172 x7_TX <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 6170->6172 6173 x7_PA <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 6172->6173 6184 gini = 0.0 samples = 5 value = [5, 0] 6172->6184 6174 x13_3 <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 6173->6174 6183 gini = 0.0 samples = 2 value = [2, 0] 6173->6183 6175 log_spend <= 2.773 gini = 0.064 samples = 30 value = [29, 1] 6174->6175 6182 gini = 0.0 samples = 12 value = [12, 0] 6174->6182 6176 gini = 0.0 samples = 23 value = [23, 0] 6175->6176 6177 x7_AZ <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6175->6177 6178 log_spend <= 2.931 gini = 0.278 samples = 6 value = [5, 1] 6177->6178 6181 gini = 0.0 samples = 1 value = [1, 0] 6177->6181 6179 gini = 0.0 samples = 1 value = [0, 1] 6178->6179 6180 gini = 0.0 samples = 5 value = [5, 0] 6178->6180 6187 gini = 0.0 samples = 16 value = [16, 0] 6186->6187 6188 gini = 0.0 samples = 1 value = [0, 1] 6186->6188 6193 x7_PA <= 0.5 gini = 0.126 samples = 104 value = [97, 7] 6192->6193 6226 gini = 0.0 samples = 28 value = [28, 0] 6192->6226 6194 x13_1 <= 0.5 gini = 0.134 samples = 97 value = [90, 7] 6193->6194 6225 gini = 0.0 samples = 7 value = [7, 0] 6193->6225 6195 gini = 0.0 samples = 62 value = [62, 0] 6194->6195 6196 x7_FL <= 0.5 gini = 0.32 samples = 35 value = [28, 7] 6194->6196 6197 x7_NJ <= 0.5 gini = 0.35 samples = 31 value = [24, 7] 6196->6197 6224 gini = 0.0 samples = 4 value = [4, 0] 6196->6224 6198 x7_MI <= 0.5 gini = 0.384 samples = 27 value = [20, 7] 6197->6198 6223 gini = 0.0 samples = 4 value = [4, 0] 6197->6223 6199 x7_SC <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 6198->6199 6222 gini = 0.444 samples = 3 value = [1, 2] 6198->6222 6200 x5_Device <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 6199->6200 6221 gini = 0.0 samples = 2 value = [0, 2] 6199->6221 6201 gini = 0.0 samples = 4 value = [4, 0] 6200->6201 6202 x7_OK <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 6200->6202 6203 x7_VA <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 6202->6203 6220 gini = 0.0 samples = 1 value = [1, 0] 6202->6220 6204 x7_NC <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 6203->6204 6219 gini = 0.0 samples = 1 value = [1, 0] 6203->6219 6205 x7_AL <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 6204->6205 6218 gini = 0.0 samples = 1 value = [1, 0] 6204->6218 6206 x7_CA <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 6205->6206 6217 gini = 0.0 samples = 1 value = [1, 0] 6205->6217 6207 x7_IL <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 6206->6207 6216 gini = 0.0 samples = 4 value = [4, 0] 6206->6216 6208 x7_LA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 6207->6208 6215 gini = 0.0 samples = 2 value = [2, 0] 6207->6215 6209 x7_PR <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6208->6209 6214 gini = 0.0 samples = 2 value = [0, 2] 6208->6214 6210 x7_CO <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6209->6210 6213 gini = 0.0 samples = 1 value = [1, 0] 6209->6213 6211 gini = 0.444 samples = 3 value = [2, 1] 6210->6211 6212 gini = 0.0 samples = 2 value = [2, 0] 6210->6212 6228 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6227->6228 6231 gini = 0.0 samples = 1 value = [1, 0] 6227->6231 6229 gini = 0.0 samples = 4 value = [4, 0] 6228->6229 6230 gini = 0.0 samples = 1 value = [0, 1] 6228->6230 6233 gini = 0.0 samples = 4 value = [0, 4] 6232->6233 6234 gini = 0.0 samples = 1 value = [1, 0] 6232->6234 6236 x7_OK <= 0.5 gini = 0.03 samples = 533 value = [525, 8] 6235->6236 6381 gini = 0.0 samples = 21 value = [21, 0] 6235->6381 6237 x7_MD <= 0.5 gini = 0.03 samples = 525 value = [517, 8] 6236->6237 6380 gini = 0.0 samples = 8 value = [8, 0] 6236->6380 6238 x1_PA <= 0.5 gini = 0.031 samples = 514 value = [506, 8] 6237->6238 6379 gini = 0.0 samples = 11 value = [11, 0] 6237->6379 6239 x1_NJ <= 0.5 gini = 0.034 samples = 466 value = [458, 8] 6238->6239 6378 gini = 0.0 samples = 48 value = [48, 0] 6238->6378 6240 x5_Biological <= 0.5 gini = 0.025 samples = 402 value = [397, 5] 6239->6240 6357 x7_NJ <= 0.5 gini = 0.089 samples = 64 value = [61, 3] 6239->6357 6241 x13_0 <= 0.5 gini = 0.025 samples = 394 value = [389, 5] 6240->6241 6356 gini = 0.0 samples = 8 value = [8, 0] 6240->6356 6242 x16_other <= 0.5 gini = 0.023 samples = 338 value = [334, 4] 6241->6242 6331 x7_UT <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 6241->6331 6243 gini = 0.0 samples = 17 value = [17, 0] 6242->6243 6244 x7_ID <= 0.5 gini = 0.025 samples = 321 value = [317, 4] 6242->6244 6245 x1_MD <= 0.5 gini = 0.025 samples = 317 value = [313, 4] 6244->6245 6330 gini = 0.0 samples = 4 value = [4, 0] 6244->6330 6246 x7_TX <= 0.5 gini = 0.028 samples = 278 value = [274, 4] 6245->6246 6329 gini = 0.0 samples = 39 value = [39, 0] 6245->6329 6247 x13_3 <= 0.5 gini = 0.033 samples = 241 value = [237, 4] 6246->6247 6328 gini = 0.0 samples = 37 value = [37, 0] 6246->6328 6248 x1_CO <= 0.5 gini = 0.022 samples = 180 value = [178, 2] 6247->6248 6291 x7_VA <= 0.5 gini = 0.063 samples = 61 value = [59, 2] 6247->6291 6249 x1_IN <= 0.5 gini = 0.023 samples = 175 value = [173, 2] 6248->6249 6290 gini = 0.0 samples = 5 value = [5, 0] 6248->6290 6250 x7_MT <= 0.5 gini = 0.024 samples = 166 value = [164, 2] 6249->6250 6289 gini = 0.0 samples = 9 value = [9, 0] 6249->6289 6251 x7_NC <= 0.5 gini = 0.024 samples = 165 value = [163, 2] 6250->6251 6288 gini = 0.0 samples = 1 value = [1, 0] 6250->6288 6252 x1_MN <= 0.5 gini = 0.025 samples = 155 value = [153, 2] 6251->6252 6287 gini = 0.0 samples = 10 value = [10, 0] 6251->6287 6253 x7_KY <= 0.5 gini = 0.035 samples = 111 value = [109, 2] 6252->6253 6286 gini = 0.0 samples = 44 value = [44, 0] 6252->6286 6254 log_spend <= 3.285 gini = 0.036 samples = 109 value = [107, 2] 6253->6254 6285 gini = 0.0 samples = 2 value = [2, 0] 6253->6285 6255 x7_CA <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 6254->6255 6284 gini = 0.5 samples = 2 value = [1, 1] 6254->6284 6256 x13_4 <= 0.5 gini = 0.023 samples = 87 value = [86, 1] 6255->6256 6283 gini = 0.0 samples = 20 value = [20, 0] 6255->6283 6257 x7_MI <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 6256->6257 6282 gini = 0.0 samples = 23 value = [23, 0] 6256->6282 6258 x7_AR <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 6257->6258 6281 gini = 0.0 samples = 4 value = [4, 0] 6257->6281 6259 x7_IL <= 0.5 gini = 0.033 samples = 59 value = [58, 1] 6258->6259 6280 gini = 0.0 samples = 1 value = [1, 0] 6258->6280 6260 x7_NJ <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 6259->6260 6279 gini = 0.0 samples = 3 value = [3, 0] 6259->6279 6261 x13_6 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 6260->6261 6278 gini = 0.0 samples = 4 value = [4, 0] 6260->6278 6262 x7_AZ <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 6261->6262 6277 gini = 0.0 samples = 4 value = [4, 0] 6261->6277 6263 x1_IL <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 6262->6263 6276 gini = 0.0 samples = 5 value = [5, 0] 6262->6276 6264 x13_2 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 6263->6264 6275 gini = 0.0 samples = 4 value = [4, 0] 6263->6275 6265 gini = 0.0 samples = 18 value = [18, 0] 6264->6265 6266 x7_DE <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 6264->6266 6267 x1_OH <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 6266->6267 6274 gini = 0.0 samples = 2 value = [2, 0] 6266->6274 6268 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6267->6268 6273 gini = 0.0 samples = 1 value = [1, 0] 6267->6273 6269 x1_MA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 6268->6269 6272 gini = 0.0 samples = 4 value = [4, 0] 6268->6272 6270 gini = 0.375 samples = 4 value = [3, 1] 6269->6270 6271 gini = 0.0 samples = 10 value = [10, 0] 6269->6271 6292 x7_LA <= 0.5 gini = 0.065 samples = 59 value = [57, 2] 6291->6292 6327 gini = 0.0 samples = 2 value = [2, 0] 6291->6327 6293 x7_MO <= 0.5 gini = 0.068 samples = 57 value = [55, 2] 6292->6293 6326 gini = 0.0 samples = 2 value = [2, 0] 6292->6326 6294 x7_MA <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 6293->6294 6325 gini = 0.0 samples = 2 value = [2, 0] 6293->6325 6295 x7_FL <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 6294->6295 6324 gini = 0.0 samples = 2 value = [2, 0] 6294->6324 6296 x7_MI <= 0.5 gini = 0.081 samples = 47 value = [45, 2] 6295->6296 6323 gini = 0.0 samples = 6 value = [6, 0] 6295->6323 6297 x1_GA <= 0.5 gini = 0.083 samples = 46 value = [44, 2] 6296->6297 6322 gini = 0.0 samples = 1 value = [1, 0] 6296->6322 6298 x7_NC <= 0.5 gini = 0.085 samples = 45 value = [43, 2] 6297->6298 6321 gini = 0.0 samples = 1 value = [1, 0] 6297->6321 6299 x7_IL <= 0.5 gini = 0.091 samples = 42 value = [40, 2] 6298->6299 6320 gini = 0.0 samples = 3 value = [3, 0] 6298->6320 6300 x1_MA <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 6299->6300 6319 gini = 0.0 samples = 1 value = [1, 0] 6299->6319 6301 x1_UT <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 6300->6301 6318 gini = 0.0 samples = 18 value = [18, 0] 6300->6318 6302 x5_Device <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 6301->6302 6317 gini = 0.0 samples = 1 value = [0, 1] 6301->6317 6303 gini = 0.0 samples = 4 value = [4, 0] 6302->6303 6304 x1_IL <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6302->6304 6305 x7_SC <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6304->6305 6316 gini = 0.0 samples = 1 value = [1, 0] 6304->6316 6306 x7_UT <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 6305->6306 6315 gini = 0.0 samples = 1 value = [1, 0] 6305->6315 6307 x7_WV <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 6306->6307 6314 gini = 0.0 samples = 1 value = [1, 0] 6306->6314 6308 x7_MS <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 6307->6308 6313 gini = 0.0 samples = 1 value = [1, 0] 6307->6313 6309 log_spend <= 1.388 gini = 0.153 samples = 12 value = [11, 1] 6308->6309 6312 gini = 0.0 samples = 2 value = [2, 0] 6308->6312 6310 gini = 0.0 samples = 1 value = [0, 1] 6309->6310 6311 gini = 0.0 samples = 11 value = [11, 0] 6309->6311 6332 x1_MA <= 0.5 gini = 0.036 samples = 55 value = [54, 1] 6331->6332 6355 gini = 0.0 samples = 1 value = [1, 0] 6331->6355 6333 x1_WV <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 6332->6333 6354 gini = 0.0 samples = 15 value = [15, 0] 6332->6354 6334 x7_DC <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 6333->6334 6353 gini = 0.0 samples = 2 value = [2, 0] 6333->6353 6335 x7_NJ <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 6334->6335 6352 gini = 0.0 samples = 2 value = [2, 0] 6334->6352 6336 x7_GA <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 6335->6336 6351 gini = 0.0 samples = 4 value = [4, 0] 6335->6351 6337 x7_TX <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 6336->6337 6350 gini = 0.0 samples = 4 value = [4, 0] 6336->6350 6338 x7_CO <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 6337->6338 6349 gini = 0.0 samples = 3 value = [3, 0] 6337->6349 6339 x1_NC <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 6338->6339 6348 gini = 0.0 samples = 1 value = [1, 0] 6338->6348 6340 x1_MD <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 6339->6340 6347 gini = 0.0 samples = 3 value = [3, 0] 6339->6347 6341 x5_Device <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 6340->6341 6346 gini = 0.0 samples = 7 value = [7, 0] 6340->6346 6342 gini = 0.0 samples = 3 value = [3, 0] 6341->6342 6343 log_spend <= 0.421 gini = 0.165 samples = 11 value = [10, 1] 6341->6343 6344 gini = 0.0 samples = 1 value = [0, 1] 6343->6344 6345 gini = 0.0 samples = 10 value = [10, 0] 6343->6345 6358 x7_KS <= 0.5 gini = 0.103 samples = 55 value = [52, 3] 6357->6358 6377 gini = 0.0 samples = 9 value = [9, 0] 6357->6377 6359 x7_SC <= 0.5 gini = 0.105 samples = 54 value = [51, 3] 6358->6359 6376 gini = 0.0 samples = 1 value = [1, 0] 6358->6376 6360 x13_0 <= 0.5 gini = 0.111 samples = 51 value = [48, 3] 6359->6360 6375 gini = 0.0 samples = 3 value = [3, 0] 6359->6375 6361 x7_AZ <= 0.5 gini = 0.127 samples = 44 value = [41, 3] 6360->6361 6374 gini = 0.0 samples = 7 value = [7, 0] 6360->6374 6362 x7_PR <= 0.5 gini = 0.13 samples = 43 value = [40, 3] 6361->6362 6373 gini = 0.0 samples = 1 value = [1, 0] 6361->6373 6363 x13_3 <= 0.5 gini = 0.133 samples = 42 value = [39, 3] 6362->6363 6372 gini = 0.0 samples = 1 value = [1, 0] 6362->6372 6364 x7_FL <= 0.5 gini = 0.18 samples = 30 value = [27, 3] 6363->6364 6371 gini = 0.0 samples = 12 value = [12, 0] 6363->6371 6365 x16_oncol <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 6364->6365 6368 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6364->6368 6366 gini = 0.0 samples = 21 value = [21, 0] 6365->6366 6367 gini = 0.5 samples = 4 value = [2, 2] 6365->6367 6369 gini = 0.375 samples = 4 value = [3, 1] 6368->6369 6370 gini = 0.0 samples = 1 value = [1, 0] 6368->6370 6383 x13_0 <= 0.5 gini = 0.004 samples = 461 value = [460, 1] 6382->6383 6402 gini = 0.0 samples = 67 value = [67, 0] 6382->6402 6384 gini = 0.0 samples = 395 value = [395, 0] 6383->6384 6385 x1_MN <= 0.5 gini = 0.03 samples = 66 value = [65, 1] 6383->6385 6386 x14_4 <= 0.5 gini = 0.037 samples = 53 value = [52, 1] 6385->6386 6401 gini = 0.0 samples = 13 value = [13, 0] 6385->6401 6387 x1_IN <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 6386->6387 6400 gini = 0.0 samples = 4 value = [4, 0] 6386->6400 6388 x5_Drug <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 6387->6388 6399 gini = 0.0 samples = 1 value = [1, 0] 6387->6399 6389 x14_10 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 6388->6389 6398 gini = 0.0 samples = 25 value = [25, 0] 6388->6398 6390 x14_6 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6389->6390 6397 gini = 0.0 samples = 5 value = [5, 0] 6389->6397 6391 x1_NJ <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6390->6391 6396 gini = 0.0 samples = 1 value = [1, 0] 6390->6396 6392 x14_1 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 6391->6392 6395 gini = 0.0 samples = 2 value = [2, 0] 6391->6395 6393 gini = 0.0 samples = 11 value = [11, 0] 6392->6393 6394 gini = 0.375 samples = 4 value = [3, 1] 6392->6394 6404 x13_6 <= 0.5 gini = 0.023 samples = 1701 value = [1681, 20] 6403->6404 6491 gini = 0.0 samples = 12 value = [12, 0] 6403->6491 6405 x7_TX <= 0.5 gini = 0.005 samples = 1661 value = [1657, 4] 6404->6405 6454 x7_NJ <= 0.5 gini = 0.48 samples = 40 value = [24, 16] 6404->6454 6406 x7_CA <= 0.5 gini = 0.005 samples = 1474 value = [1470, 4] 6405->6406 6453 gini = 0.0 samples = 187 value = [187, 0] 6405->6453 6407 x7_GA <= 0.5 gini = 0.002 samples = 1299 value = [1298, 1] 6406->6407 6426 x13_5 <= 0.5 gini = 0.034 samples = 175 value = [172, 3] 6406->6426 6408 x7_NE <= 0.5 gini = 0.002 samples = 1225 value = [1224, 1] 6407->6408 6425 gini = 0.0 samples = 74 value = [74, 0] 6407->6425 6409 x7_CO <= 0.5 gini = 0.002 samples = 1214 value = [1213, 1] 6408->6409 6424 gini = 0.0 samples = 11 value = [11, 0] 6408->6424 6410 x14_1 <= 0.5 gini = 0.002 samples = 1179 value = [1178, 1] 6409->6410 6423 gini = 0.0 samples = 35 value = [35, 0] 6409->6423 6411 gini = 0.0 samples = 1090 value = [1090, 0] 6410->6411 6412 x16_other <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 6410->6412 6413 gini = 0.0 samples = 14 value = [14, 0] 6412->6413 6414 x7_VA <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 6412->6414 6415 x7_NC <= 0.5 gini = 0.028 samples = 71 value = [70, 1] 6414->6415 6422 gini = 0.0 samples = 4 value = [4, 0] 6414->6422 6416 x7_NY <= 0.5 gini = 0.029 samples = 68 value = [67, 1] 6415->6416 6421 gini = 0.0 samples = 3 value = [3, 0] 6415->6421 6417 log_spend <= 3.378 gini = 0.033 samples = 59 value = [58, 1] 6416->6417 6420 gini = 0.0 samples = 9 value = [9, 0] 6416->6420 6418 gini = 0.0 samples = 58 value = [58, 0] 6417->6418 6419 gini = 0.0 samples = 1 value = [0, 1] 6417->6419 6427 x13_3 <= 0.5 gini = 0.035 samples = 169 value = [166, 3] 6426->6427 6452 gini = 0.0 samples = 6 value = [6, 0] 6426->6452 6428 x14_8 <= 0.5 gini = 0.031 samples = 128 value = [126, 2] 6427->6428 6449 log_spend <= 3.25 gini = 0.048 samples = 41 value = [40, 1] 6427->6449 6429 x14_6 <= 0.5 gini = 0.035 samples = 112 value = [110, 2] 6428->6429 6448 gini = 0.0 samples = 16 value = [16, 0] 6428->6448 6430 x16_other <= 0.5 gini = 0.04 samples = 99 value = [97, 2] 6429->6430 6447 gini = 0.0 samples = 13 value = [13, 0] 6429->6447 6431 gini = 0.0 samples = 11 value = [11, 0] 6430->6431 6432 x14_3 <= 0.5 gini = 0.044 samples = 88 value = [86, 2] 6430->6432 6433 log_spend <= 3.065 gini = 0.026 samples = 76 value = [75, 1] 6432->6433 6440 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 6432->6440 6434 gini = 0.0 samples = 58 value = [58, 0] 6433->6434 6435 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6433->6435 6436 gini = 0.0 samples = 13 value = [13, 0] 6435->6436 6437 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 6435->6437 6438 gini = 0.444 samples = 3 value = [2, 1] 6437->6438 6439 gini = 0.0 samples = 2 value = [2, 0] 6437->6439 6441 x13_2 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 6440->6441 6446 gini = 0.0 samples = 3 value = [3, 0] 6440->6446 6442 log_spend <= 2.971 gini = 0.32 samples = 5 value = [4, 1] 6441->6442 6445 gini = 0.0 samples = 4 value = [4, 0] 6441->6445 6443 gini = 0.0 samples = 4 value = [4, 0] 6442->6443 6444 gini = 0.0 samples = 1 value = [0, 1] 6442->6444 6450 gini = 0.0 samples = 38 value = [38, 0] 6449->6450 6451 gini = 0.444 samples = 3 value = [2, 1] 6449->6451 6455 x5_Biological <= 0.5 gini = 0.473 samples = 39 value = [24, 15] 6454->6455 6490 gini = 0.0 samples = 1 value = [0, 1] 6454->6490 6456 x5_Device <= 0.5 gini = 0.478 samples = 38 value = [23, 15] 6455->6456 6489 gini = 0.0 samples = 1 value = [1, 0] 6455->6489 6457 gini = 0.0 samples = 3 value = [3, 0] 6456->6457 6458 x14_11 <= 0.5 gini = 0.49 samples = 35 value = [20, 15] 6456->6458 6459 x14_4 <= 0.5 gini = 0.496 samples = 33 value = [18, 15] 6458->6459 6488 gini = 0.0 samples = 2 value = [2, 0] 6458->6488 6460 x7_IL <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 6459->6460 6487 gini = 0.0 samples = 1 value = [1, 0] 6459->6487 6461 x7_OK <= 0.5 gini = 0.498 samples = 30 value = [16, 14] 6460->6461 6486 gini = 0.5 samples = 2 value = [1, 1] 6460->6486 6462 log_spend <= 2.438 gini = 0.495 samples = 29 value = [16, 13] 6461->6462 6485 gini = 0.0 samples = 1 value = [0, 1] 6461->6485 6463 x7_MO <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 6462->6463 6468 log_spend <= 2.745 gini = 0.5 samples = 22 value = [11, 11] 6462->6468 6464 log_spend <= 2.125 gini = 0.444 samples = 6 value = [4, 2] 6463->6464 6467 gini = 0.0 samples = 1 value = [1, 0] 6463->6467 6465 gini = 0.444 samples = 3 value = [1, 2] 6464->6465 6466 gini = 0.0 samples = 3 value = [3, 0] 6464->6466 6469 x7_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 6468->6469 6476 x7_MA <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 6468->6476 6470 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 6469->6470 6475 gini = 0.0 samples = 1 value = [0, 1] 6469->6475 6471 gini = 0.0 samples = 1 value = [1, 0] 6470->6471 6472 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 6470->6472 6473 gini = 0.375 samples = 4 value = [1, 3] 6472->6473 6474 gini = 0.0 samples = 1 value = [0, 1] 6472->6474 6477 x14_12 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 6476->6477 6484 gini = 0.444 samples = 3 value = [2, 1] 6476->6484 6478 gini = 0.0 samples = 3 value = [3, 0] 6477->6478 6479 x7_CO <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 6477->6479 6480 x7_CA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 6479->6480 6483 gini = 0.0 samples = 1 value = [0, 1] 6479->6483 6481 gini = 0.375 samples = 4 value = [1, 3] 6480->6481 6482 gini = 0.375 samples = 4 value = [3, 1] 6480->6482 6493 x14_7 <= 0.5 gini = 0.061 samples = 63 value = [61, 2] 6492->6493 6510 gini = 0.0 samples = 6 value = [6, 0] 6492->6510 6494 x14_9 <= 0.5 gini = 0.064 samples = 60 value = [58, 2] 6493->6494 6509 gini = 0.0 samples = 3 value = [3, 0] 6493->6509 6495 x5_Device <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 6494->6495 6508 gini = 0.0 samples = 5 value = [5, 0] 6494->6508 6496 gini = 0.0 samples = 14 value = [14, 0] 6495->6496 6497 x14_12 <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 6495->6497 6498 x1_FL <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 6497->6498 6505 x13_6 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 6497->6505 6499 x14_11 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 6498->6499 6504 gini = 0.0 samples = 3 value = [3, 0] 6498->6504 6500 gini = 0.0 samples = 21 value = [21, 0] 6499->6500 6501 log_spend <= 3.251 gini = 0.32 samples = 5 value = [4, 1] 6499->6501 6502 gini = 0.0 samples = 4 value = [4, 0] 6501->6502 6503 gini = 0.0 samples = 1 value = [0, 1] 6501->6503 6506 gini = 0.0 samples = 9 value = [9, 0] 6505->6506 6507 gini = 0.444 samples = 3 value = [2, 1] 6505->6507 6514 x1_MD <= 0.5 gini = 0.067 samples = 86 value = [83, 3] 6513->6514 6531 gini = 0.0 samples = 6 value = [6, 0] 6513->6531 6515 x1_FL <= 0.5 gini = 0.068 samples = 85 value = [82, 3] 6514->6515 6530 gini = 0.0 samples = 1 value = [1, 0] 6514->6530 6516 x1_CO <= 0.5 gini = 0.07 samples = 83 value = [80, 3] 6515->6516 6529 gini = 0.0 samples = 2 value = [2, 0] 6515->6529 6517 x1_NV <= 0.5 gini = 0.07 samples = 82 value = [79, 3] 6516->6517 6528 gini = 0.0 samples = 1 value = [1, 0] 6516->6528 6518 x14_4 <= 0.5 gini = 0.071 samples = 81 value = [78, 3] 6517->6518 6527 gini = 0.0 samples = 1 value = [1, 0] 6517->6527 6519 x13_3 <= 0.5 gini = 0.082 samples = 70 value = [67, 3] 6518->6519 6526 gini = 0.0 samples = 11 value = [11, 0] 6518->6526 6520 x1_NJ <= 0.5 gini = 0.098 samples = 58 value = [55, 3] 6519->6520 6525 gini = 0.0 samples = 12 value = [12, 0] 6519->6525 6521 gini = 0.0 samples = 53 value = [53, 0] 6520->6521 6522 x5_Device <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 6520->6522 6523 gini = 0.0 samples = 3 value = [0, 3] 6522->6523 6524 gini = 0.0 samples = 2 value = [2, 0] 6522->6524 6534 x7_ID <= 0.5 gini = 0.025 samples = 391 value = [386, 5] 6533->6534 6605 gini = 0.0 samples = 1 value = [1, 0] 6533->6605 6535 x7_CA <= 0.5 gini = 0.025 samples = 390 value = [385, 5] 6534->6535 6604 gini = 0.0 samples = 1 value = [1, 0] 6534->6604 6536 x7_AZ <= 0.5 gini = 0.028 samples = 354 value = [349, 5] 6535->6536 6603 gini = 0.0 samples = 36 value = [36, 0] 6535->6603 6537 x13_2 <= 0.5 gini = 0.028 samples = 348 value = [343, 5] 6536->6537 6602 gini = 0.0 samples = 6 value = [6, 0] 6536->6602 6538 x7_NY <= 0.5 gini = 0.022 samples = 274 value = [271, 3] 6537->6538 6585 x7_TN <= 0.5 gini = 0.053 samples = 74 value = [72, 2] 6537->6585 6539 x7_MI <= 0.5 gini = 0.016 samples = 244 value = [242, 2] 6538->6539 6580 x14_3 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 6538->6580 6540 x7_HI <= 0.5 gini = 0.017 samples = 230 value = [228, 2] 6539->6540 6579 gini = 0.0 samples = 14 value = [14, 0] 6539->6579 6541 x14_10 <= 0.5 gini = 0.017 samples = 228 value = [226, 2] 6540->6541 6578 gini = 0.0 samples = 2 value = [2, 0] 6540->6578 6542 x7_MO <= 0.5 gini = 0.009 samples = 211 value = [210, 1] 6541->6542 6573 x7_FL <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6541->6573 6543 x5_Drug <= 0.5 gini = 0.01 samples = 205 value = [204, 1] 6542->6543 6572 gini = 0.0 samples = 6 value = [6, 0] 6542->6572 6544 x14_7 <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 6543->6544 6571 gini = 0.0 samples = 94 value = [94, 0] 6543->6571 6545 x14_4 <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 6544->6545 6570 gini = 0.0 samples = 14 value = [14, 0] 6544->6570 6546 x13_0 <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 6545->6546 6569 gini = 0.0 samples = 8 value = [8, 0] 6545->6569 6547 x7_WA <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 6546->6547 6568 gini = 0.0 samples = 10 value = [10, 0] 6546->6568 6548 x13_6 <= 0.5 gini = 0.025 samples = 78 value = [77, 1] 6547->6548 6567 gini = 0.0 samples = 1 value = [1, 0] 6547->6567 6549 x7_PA <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 6548->6549 6566 gini = 0.0 samples = 2 value = [2, 0] 6548->6566 6550 x5_Biological <= 0.5 gini = 0.028 samples = 71 value = [70, 1] 6549->6550 6565 gini = 0.0 samples = 5 value = [5, 0] 6549->6565 6551 x13_3 <= 0.5 gini = 0.029 samples = 68 value = [67, 1] 6550->6551 6564 gini = 0.0 samples = 3 value = [3, 0] 6550->6564 6552 gini = 0.0 samples = 45 value = [45, 0] 6551->6552 6553 x14_9 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 6551->6553 6554 x7_NJ <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 6553->6554 6563 gini = 0.0 samples = 3 value = [3, 0] 6553->6563 6555 x14_3 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6554->6555 6562 gini = 0.0 samples = 2 value = [2, 0] 6554->6562 6556 x14_1 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 6555->6556 6561 gini = 0.0 samples = 4 value = [4, 0] 6555->6561 6557 x7_NV <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 6556->6557 6560 gini = 0.0 samples = 2 value = [2, 0] 6556->6560 6558 gini = 0.0 samples = 10 value = [10, 0] 6557->6558 6559 gini = 0.5 samples = 2 value = [1, 1] 6557->6559 6574 log_spend <= 2.002 gini = 0.124 samples = 15 value = [14, 1] 6573->6574 6577 gini = 0.0 samples = 2 value = [2, 0] 6573->6577 6575 gini = 0.375 samples = 4 value = [3, 1] 6574->6575 6576 gini = 0.0 samples = 11 value = [11, 0] 6574->6576 6581 log_spend <= 1.505 gini = 0.067 samples = 29 value = [28, 1] 6580->6581 6584 gini = 0.0 samples = 1 value = [1, 0] 6580->6584 6582 gini = 0.0 samples = 1 value = [0, 1] 6581->6582 6583 gini = 0.0 samples = 28 value = [28, 0] 6581->6583 6586 x5_Drug <= 0.5 gini = 0.055 samples = 71 value = [69, 2] 6585->6586 6601 gini = 0.0 samples = 3 value = [3, 0] 6585->6601 6587 x7_VA <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 6586->6587 6600 gini = 0.0 samples = 45 value = [45, 0] 6586->6600 6588 x7_PA <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 6587->6588 6599 gini = 0.0 samples = 1 value = [0, 1] 6587->6599 6589 x7_IL <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 6588->6589 6598 gini = 0.0 samples = 1 value = [1, 0] 6588->6598 6590 x7_SC <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 6589->6590 6597 gini = 0.0 samples = 1 value = [1, 0] 6589->6597 6591 x14_8 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 6590->6591 6596 gini = 0.0 samples = 1 value = [1, 0] 6590->6596 6592 gini = 0.0 samples = 17 value = [17, 0] 6591->6592 6593 log_spend <= 3.177 gini = 0.32 samples = 5 value = [4, 1] 6591->6593 6594 gini = 0.0 samples = 4 value = [4, 0] 6593->6594 6595 gini = 0.0 samples = 1 value = [0, 1] 6593->6595 6607 x1_OH <= 0.5 gini = 0.038 samples = 360 value = [353, 7] 6606->6607 6706 gini = 0.0 samples = 3 value = [3, 0] 6606->6706 6608 x13_3 <= 0.5 gini = 0.038 samples = 358 value = [351, 7] 6607->6608 6705 gini = 0.0 samples = 2 value = [2, 0] 6607->6705 6609 x14_5 <= 0.5 gini = 0.042 samples = 282 value = [276, 6] 6608->6609 6676 x14_4 <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 6608->6676 6610 x1_MN <= 0.5 gini = 0.046 samples = 256 value = [250, 6] 6609->6610 6675 gini = 0.0 samples = 26 value = [26, 0] 6609->6675 6611 x1_CA <= 0.5 gini = 0.052 samples = 225 value = [219, 6] 6610->6611 6674 gini = 0.0 samples = 31 value = [31, 0] 6610->6674 6612 x13_0 <= 0.5 gini = 0.052 samples = 187 value = [182, 5] 6611->6612 6665 x14_6 <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 6611->6665 6613 x17_other <= 0.5 gini = 0.04 samples = 146 value = [143, 3] 6612->6613 6646 x14_8 <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 6612->6646 6614 gini = 0.0 samples = 6 value = [6, 0] 6613->6614 6615 x13_2 <= 0.5 gini = 0.042 samples = 140 value = [137, 3] 6613->6615 6616 x13_4 <= 0.5 gini = 0.064 samples = 91 value = [88, 3] 6615->6616 6645 gini = 0.0 samples = 49 value = [49, 0] 6615->6645 6617 x14_6 <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 6616->6617 6638 x1_MA <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 6616->6638 6618 x14_12 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 6617->6618 6637 gini = 0.375 samples = 4 value = [3, 1] 6617->6637 6619 x14_7 <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 6618->6619 6636 gini = 0.0 samples = 4 value = [4, 0] 6618->6636 6620 x14_10 <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 6619->6620 6635 gini = 0.0 samples = 4 value = [4, 0] 6619->6635 6621 x1_IN <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 6620->6621 6634 gini = 0.0 samples = 2 value = [2, 0] 6620->6634 6622 x14_4 <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 6621->6622 6633 gini = 0.0 samples = 3 value = [3, 0] 6621->6633 6623 x13_1 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 6622->6623 6632 gini = 0.0 samples = 4 value = [4, 0] 6622->6632 6624 gini = 0.0 samples = 6 value = [6, 0] 6623->6624 6625 x5_Drug <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 6623->6625 6626 x1_PA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 6625->6626 6631 gini = 0.0 samples = 15 value = [15, 0] 6625->6631 6627 x14_8 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 6626->6627 6630 gini = 0.0 samples = 1 value = [1, 0] 6626->6630 6628 gini = 0.0 samples = 9 value = [9, 0] 6627->6628 6629 gini = 0.444 samples = 3 value = [2, 1] 6627->6629 6639 gini = 0.0 samples = 29 value = [29, 0] 6638->6639 6640 x14_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6638->6640 6641 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6640->6641 6644 gini = 0.0 samples = 1 value = [1, 0] 6640->6644 6642 gini = 0.444 samples = 3 value = [2, 1] 6641->6642 6643 gini = 0.0 samples = 3 value = [3, 0] 6641->6643 6647 x5_Device <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 6646->6647 6664 gini = 0.0 samples = 4 value = [4, 0] 6646->6664 6648 gini = 0.0 samples = 18 value = [18, 0] 6647->6648 6649 x14_4 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 6647->6649 6650 x1_UT <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 6649->6650 6663 gini = 0.0 samples = 1 value = [1, 0] 6649->6663 6651 x14_11 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6650->6651 6662 gini = 0.0 samples = 1 value = [0, 1] 6650->6662 6652 x14_6 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 6651->6652 6661 gini = 0.0 samples = 1 value = [1, 0] 6651->6661 6653 x1_IN <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 6652->6653 6660 gini = 0.0 samples = 3 value = [3, 0] 6652->6660 6654 x1_MA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 6653->6654 6659 gini = 0.0 samples = 2 value = [2, 0] 6653->6659 6655 gini = 0.0 samples = 5 value = [5, 0] 6654->6655 6656 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6654->6656 6657 gini = 0.0 samples = 4 value = [4, 0] 6656->6657 6658 gini = 0.5 samples = 2 value = [1, 1] 6656->6658 6666 x5_Biological <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 6665->6666 6673 gini = 0.0 samples = 2 value = [2, 0] 6665->6673 6667 log_spend <= 2.035 gini = 0.059 samples = 33 value = [32, 1] 6666->6667 6672 gini = 0.0 samples = 3 value = [3, 0] 6666->6672 6668 x13_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6667->6668 6671 gini = 0.0 samples = 27 value = [27, 0] 6667->6671 6669 gini = 0.0 samples = 5 value = [5, 0] 6668->6669 6670 gini = 0.0 samples = 1 value = [0, 1] 6668->6670 6677 x17_sanofi <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 6676->6677 6704 gini = 0.0 samples = 12 value = [12, 0] 6676->6704 6678 x14_5 <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 6677->6678 6703 gini = 0.0 samples = 4 value = [4, 0] 6677->6703 6679 x14_8 <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 6678->6679 6702 gini = 0.0 samples = 3 value = [3, 0] 6678->6702 6680 x1_NJ <= 0.5 gini = 0.037 samples = 53 value = [52, 1] 6679->6680 6701 gini = 0.0 samples = 4 value = [4, 0] 6679->6701 6681 x1_MA <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 6680->6681 6700 gini = 0.0 samples = 2 value = [2, 0] 6680->6700 6682 x14_11 <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 6681->6682 6699 gini = 0.0 samples = 8 value = [8, 0] 6681->6699 6683 x1_IN <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 6682->6683 6698 gini = 0.0 samples = 7 value = [7, 0] 6682->6698 6684 x1_DE <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 6683->6684 6697 gini = 0.0 samples = 3 value = [3, 0] 6683->6697 6685 x1_TX <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 6684->6685 6696 gini = 0.0 samples = 1 value = [1, 0] 6684->6696 6686 x16_oncol <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 6685->6686 6695 gini = 0.0 samples = 1 value = [1, 0] 6685->6695 6687 x1_TN <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 6686->6687 6694 gini = 0.0 samples = 1 value = [1, 0] 6686->6694 6688 x1_MD <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 6687->6688 6693 gini = 0.0 samples = 3 value = [3, 0] 6687->6693 6689 x1_FL <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 6688->6689 6692 gini = 0.0 samples = 6 value = [6, 0] 6688->6692 6690 gini = 0.0 samples = 19 value = [19, 0] 6689->6690 6691 gini = 0.5 samples = 2 value = [1, 1] 6689->6691 6708 log_spend <= 2.21 gini = 0.074 samples = 104 value = [100, 4] 6707->6708 6723 gini = 0.0 samples = 7 value = [7, 0] 6707->6723 6709 x11_1 <= 0.5 gini = 0.332 samples = 19 value = [15, 4] 6708->6709 6722 gini = 0.0 samples = 85 value = [85, 0] 6708->6722 6710 x14_11 <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 6709->6710 6721 gini = 0.0 samples = 1 value = [1, 0] 6709->6721 6711 x14_4 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 6710->6711 6720 gini = 0.5 samples = 2 value = [1, 1] 6710->6720 6712 x5_Device <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 6711->6712 6719 gini = 0.0 samples = 1 value = [1, 0] 6711->6719 6713 gini = 0.0 samples = 7 value = [7, 0] 6712->6713 6714 x1_CA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 6712->6714 6715 x14_7 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 6714->6715 6718 gini = 0.444 samples = 3 value = [2, 1] 6714->6718 6716 gini = 0.5 samples = 4 value = [2, 2] 6715->6716 6717 gini = 0.0 samples = 1 value = [1, 0] 6715->6717 6727 x11_60 <= 0.5 gini = 0.008 samples = 1909 value = [1901, 8] 6726->6727 6852 log_spend <= 2.756 gini = 0.016 samples = 121 value = [120, 1] 6726->6852 6728 x1_MN <= 0.5 gini = 0.009 samples = 1802 value = [1794, 8] 6727->6728 6851 gini = 0.0 samples = 107 value = [107, 0] 6727->6851 6729 x7_GA <= 0.5 gini = 0.008 samples = 1674 value = [1667, 7] 6728->6729 6818 x13_5 <= 0.5 gini = 0.016 samples = 128 value = [127, 1] 6728->6818 6730 x16_resp <= 0.5 gini = 0.009 samples = 1599 value = [1592, 7] 6729->6730 6817 gini = 0.0 samples = 75 value = [75, 0] 6729->6817 6731 x12_100000000203 <= 0.5 gini = 0.009 samples = 1583 value = [1576, 7] 6730->6731 6816 gini = 0.0 samples = 16 value = [16, 0] 6730->6816 6732 x13_2 <= 0.5 gini = 0.009 samples = 1543 value = [1536, 7] 6731->6732 6815 gini = 0.0 samples = 40 value = [40, 0] 6731->6815 6733 x5_Drug <= 0.5 gini = 0.01 samples = 1221 value = [1215, 6] 6732->6733 6784 x7_FL <= 0.5 gini = 0.006 samples = 322 value = [321, 1] 6732->6784 6734 x5_Biological <= 0.5 gini = 0.018 samples = 436 value = [432, 4] 6733->6734 6769 x10_0 <= 0.5 gini = 0.005 samples = 785 value = [783, 2] 6733->6769 6735 x1_AZ <= 0.5 gini = 0.023 samples = 351 value = [347, 4] 6734->6735 6768 gini = 0.0 samples = 85 value = [85, 0] 6734->6768 6736 x7_TX <= 0.5 gini = 0.011 samples = 349 value = [347, 2] 6735->6736 6767 gini = 0.0 samples = 2 value = [0, 2] 6735->6767 6737 x7_OH <= 0.5 gini = 0.012 samples = 324 value = [322, 2] 6736->6737 6766 gini = 0.0 samples = 25 value = [25, 0] 6736->6766 6738 x7_WA <= 0.5 gini = 0.013 samples = 307 value = [305, 2] 6737->6738 6765 gini = 0.0 samples = 17 value = [17, 0] 6737->6765 6739 x7_FL <= 0.5 gini = 0.013 samples = 300 value = [298, 2] 6738->6739 6764 gini = 0.0 samples = 7 value = [7, 0] 6738->6764 6740 log_spend <= 2.409 gini = 0.015 samples = 271 value = [269, 2] 6739->6740 6763 gini = 0.0 samples = 29 value = [29, 0] 6739->6763 6741 x7_NE <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 6740->6741 6754 x7_CA <= 0.5 gini = 0.009 samples = 220 value = [219, 1] 6740->6754 6742 x1_IN <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 6741->6742 6753 gini = 0.0 samples = 1 value = [1, 0] 6741->6753 6743 x12_100000000278 <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 6742->6743 6752 gini = 0.0 samples = 5 value = [5, 0] 6742->6752 6744 x7_AL <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 6743->6744 6751 gini = 0.0 samples = 1 value = [1, 0] 6743->6751 6745 x7_KY <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 6744->6745 6750 gini = 0.0 samples = 1 value = [1, 0] 6744->6750 6746 log_spend <= 2.407 gini = 0.049 samples = 40 value = [39, 1] 6745->6746 6749 gini = 0.0 samples = 3 value = [3, 0] 6745->6749 6747 gini = 0.0 samples = 39 value = [39, 0] 6746->6747 6748 gini = 0.0 samples = 1 value = [0, 1] 6746->6748 6755 x1_MA <= 0.5 gini = 0.011 samples = 185 value = [184, 1] 6754->6755 6762 gini = 0.0 samples = 35 value = [35, 0] 6754->6762 6756 gini = 0.0 samples = 149 value = [149, 0] 6755->6756 6757 x7_IL <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 6755->6757 6758 x7_WI <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 6757->6758 6761 gini = 0.0 samples = 1 value = [1, 0] 6757->6761 6759 gini = 0.0 samples = 34 value = [34, 0] 6758->6759 6760 gini = 0.0 samples = 1 value = [0, 1] 6758->6760 6770 gini = 0.0 samples = 12 value = [12, 0] 6769->6770 6771 x17_abbvie, <= 0.5 gini = 0.005 samples = 773 value = [771, 2] 6769->6771 6772 x13_5 <= 0.5 gini = 0.005 samples = 766 value = [764, 2] 6771->6772 6783 gini = 0.0 samples = 7 value = [7, 0] 6771->6783 6773 x12_0 <= 0.5 gini = 0.005 samples = 758 value = [756, 2] 6772->6773 6782 gini = 0.0 samples = 8 value = [8, 0] 6772->6782 6774 gini = 0.0 samples = 57 value = [57, 0] 6773->6774 6775 x7_WI <= 0.5 gini = 0.006 samples = 701 value = [699, 2] 6773->6775 6776 gini = 0.0 samples = 695 value = [695, 0] 6775->6776 6777 x1_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 6775->6777 6778 x11_30 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 6777->6778 6781 gini = 0.0 samples = 1 value = [1, 0] 6777->6781 6779 gini = 0.0 samples = 3 value = [3, 0] 6778->6779 6780 gini = 0.0 samples = 2 value = [0, 2] 6778->6780 6785 x12_0 <= 0.5 gini = 0.007 samples = 296 value = [295, 1] 6784->6785 6814 gini = 0.0 samples = 26 value = [26, 0] 6784->6814 6786 gini = 0.0 samples = 15 value = [15, 0] 6785->6786 6787 x7_KY <= 0.5 gini = 0.007 samples = 281 value = [280, 1] 6785->6787 6788 x7_WV <= 0.5 gini = 0.007 samples = 276 value = [275, 1] 6787->6788 6813 gini = 0.0 samples = 5 value = [5, 0] 6787->6813 6789 x1_CA <= 0.5 gini = 0.007 samples = 274 value = [273, 1] 6788->6789 6812 gini = 0.0 samples = 2 value = [2, 0] 6788->6812 6790 x1_IL <= 0.5 gini = 0.008 samples = 241 value = [240, 1] 6789->6790 6811 gini = 0.0 samples = 33 value = [33, 0] 6789->6811 6791 x7_NC <= 0.5 gini = 0.01 samples = 194 value = [193, 1] 6790->6791 6810 gini = 0.0 samples = 47 value = [47, 0] 6790->6810 6792 x7_NY <= 0.5 gini = 0.011 samples = 188 value = [187, 1] 6791->6792 6809 gini = 0.0 samples = 6 value = [6, 0] 6791->6809 6793 log_spend <= 2.788 gini = 0.012 samples = 163 value = [162, 1] 6792->6793 6808 gini = 0.0 samples = 25 value = [25, 0] 6792->6808 6794 gini = 0.0 samples = 102 value = [102, 0] 6793->6794 6795 x1_DC <= 0.5 gini = 0.032 samples = 61 value = [60, 1] 6793->6795 6796 x7_IL <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 6795->6796 6807 gini = 0.0 samples = 1 value = [1, 0] 6795->6807 6797 x17_other <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 6796->6797 6806 gini = 0.0 samples = 3 value = [3, 0] 6796->6806 6798 gini = 0.0 samples = 4 value = [4, 0] 6797->6798 6799 x7_PA <= 0.5 gini = 0.037 samples = 53 value = [52, 1] 6797->6799 6800 x1_NY <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 6799->6800 6805 gini = 0.0 samples = 6 value = [6, 0] 6799->6805 6801 x7_WA <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 6800->6801 6804 gini = 0.0 samples = 1 value = [1, 0] 6800->6804 6802 gini = 0.0 samples = 45 value = [45, 0] 6801->6802 6803 gini = 0.0 samples = 1 value = [0, 1] 6801->6803 6819 x7_WA <= 0.5 gini = 0.017 samples = 119 value = [118, 1] 6818->6819 6850 gini = 0.0 samples = 9 value = [9, 0] 6818->6850 6820 x7_MO <= 0.5 gini = 0.017 samples = 117 value = [116, 1] 6819->6820 6849 gini = 0.0 samples = 2 value = [2, 0] 6819->6849 6821 x13_6 <= 0.5 gini = 0.017 samples = 115 value = [114, 1] 6820->6821 6848 gini = 0.0 samples = 2 value = [2, 0] 6820->6848 6822 x7_IL <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 6821->6822 6847 gini = 0.0 samples = 4 value = [4, 0] 6821->6847 6823 x7_NV <= 0.5 gini = 0.019 samples = 107 value = [106, 1] 6822->6823 6846 gini = 0.0 samples = 4 value = [4, 0] 6822->6846 6824 x7_GA <= 0.5 gini = 0.019 samples = 103 value = [102, 1] 6823->6824 6845 gini = 0.0 samples = 4 value = [4, 0] 6823->6845 6825 x7_MD <= 0.5 gini = 0.02 samples = 100 value = [99, 1] 6824->6825 6844 gini = 0.0 samples = 3 value = [3, 0] 6824->6844 6826 x7_OH <= 0.5 gini = 0.02 samples = 98 value = [97, 1] 6825->6826 6843 gini = 0.0 samples = 2 value = [2, 0] 6825->6843 6827 x7_NJ <= 0.5 gini = 0.021 samples = 94 value = [93, 1] 6826->6827 6842 gini = 0.0 samples = 4 value = [4, 0] 6826->6842 6828 x7_SC <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 6827->6828 6841 gini = 0.0 samples = 5 value = [5, 0] 6827->6841 6829 x7_KY <= 0.5 gini = 0.022 samples = 88 value = [87, 1] 6828->6829 6840 gini = 0.0 samples = 1 value = [1, 0] 6828->6840 6830 x7_PR <= 0.5 gini = 0.023 samples = 86 value = [85, 1] 6829->6830 6839 gini = 0.0 samples = 2 value = [2, 0] 6829->6839 6831 x7_MN <= 0.5 gini = 0.024 samples = 83 value = [82, 1] 6830->6831 6838 gini = 0.0 samples = 3 value = [3, 0] 6830->6838 6832 x7_PA <= 0.5 gini = 0.024 samples = 81 value = [80, 1] 6831->6832 6837 gini = 0.0 samples = 2 value = [2, 0] 6831->6837 6833 gini = 0.0 samples = 75 value = [75, 0] 6832->6833 6834 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 6832->6834 6835 gini = 0.0 samples = 4 value = [4, 0] 6834->6835 6836 gini = 0.5 samples = 2 value = [1, 1] 6834->6836 6853 x13_1 <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 6852->6853 6862 gini = 0.0 samples = 67 value = [67, 0] 6852->6862 6854 gini = 0.0 samples = 36 value = [36, 0] 6853->6854 6855 x12_0 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6853->6855 6856 x7_IL <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 6855->6856 6861 gini = 0.0 samples = 6 value = [6, 0] 6855->6861 6857 x11_1 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 6856->6857 6860 gini = 0.0 samples = 1 value = [1, 0] 6856->6860 6858 gini = 0.0 samples = 8 value = [8, 0] 6857->6858 6859 gini = 0.444 samples = 3 value = [2, 1] 6857->6859 6864 x7_CA <= 0.5 gini = 0.091 samples = 5210 value = [4962, 248] 6863->6864 7939 gini = 0.0 samples = 1 value = [0, 1] 6863->7939 6865 x12_100000000204 <= 0.5 gini = 0.081 samples = 4682 value = [4483, 199] 6864->6865 7774 x17_janssen <= 0.5 gini = 0.168 samples = 528 value = [479, 49] 6864->7774 6866 x12_100000000108 <= 0.5 gini = 0.081 samples = 4681 value = [4483, 198] 6865->6866 7773 gini = 0.0 samples = 1 value = [0, 1] 6865->7773 6867 x14_4 <= 0.5 gini = 0.079 samples = 4676 value = [4483, 193] 6866->6867 7772 gini = 0.0 samples = 5 value = [0, 5] 6866->7772 6868 x14_11 <= 0.5 gini = 0.074 samples = 4264 value = [4099, 165] 6867->6868 7673 x13_1 <= 0.5 gini = 0.127 samples = 412 value = [384, 28] 6867->7673 6869 x12_100000000089 <= 0.5 gini = 0.079 samples = 3858 value = [3700, 158] 6868->6869 7596 x1_CA <= 0.5 gini = 0.034 samples = 406 value = [399, 7] 6868->7596 6870 x11_1 <= 0.5 gini = 0.076 samples = 3852 value = [3700, 152] 6869->6870 7595 gini = 0.0 samples = 6 value = [0, 6] 6869->7595 6871 x13_6 <= 0.5 gini = 0.073 samples = 3700 value = [3560, 140] 6870->6871 7516 x7_DC <= 0.5 gini = 0.145 samples = 152 value = [140, 12] 6870->7516 6872 x11_20 <= 0.5 gini = 0.065 samples = 3647 value = [3524, 123] 6871->6872 7499 x14_12 <= 0.5 gini = 0.436 samples = 53 value = [36, 17] 6871->7499 6873 x1_AZ <= 0.5 gini = 0.061 samples = 3635 value = [3520, 115] 6872->6873 7492 x13_0 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 6872->7492 6874 x1_TN <= 0.5 gini = 0.063 samples = 3543 value = [3428, 115] 6873->6874 7491 gini = 0.0 samples = 92 value = [92, 0] 6873->7491 6875 x14_6 <= 0.5 gini = 0.062 samples = 3533 value = [3420, 113] 6874->6875 7486 x7_VA <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 6874->7486 6876 x7_VT <= 0.5 gini = 0.066 samples = 3169 value = [3060, 109] 6875->6876 7413 x7_TN <= 0.5 gini = 0.022 samples = 364 value = [360, 4] 6875->7413 6877 x7_MO <= 0.5 gini = 0.066 samples = 3168 value = [3060, 108] 6876->6877 7412 gini = 0.0 samples = 1 value = [0, 1] 6876->7412 6878 x7_NY <= 0.5 gini = 0.061 samples = 3093 value = [2995, 98] 6877->6878 7385 x1_CO <= 0.5 gini = 0.231 samples = 75 value = [65, 10] 6877->7385 6879 x13_3 <= 0.5 gini = 0.065 samples = 2841 value = [2745, 96] 6878->6879 7372 x1_CA <= 0.5 gini = 0.016 samples = 252 value = [250, 2] 6878->7372 6880 x1_MN <= 0.5 gini = 0.075 samples = 2222 value = [2135, 87] 6879->6880 7297 x7_MS <= 0.5 gini = 0.029 samples = 619 value = [610, 9] 6879->7297 6881 x12_100000005449 <= 0.5 gini = 0.041 samples = 1935 value = [1894, 41] 6880->6881 7196 x13_1 <= 0.5 gini = 0.269 samples = 287 value = [241, 46] 6880->7196 6882 x13_1 <= 0.5 gini = 0.039 samples = 1932 value = [1894, 38] 6881->6882 7195 gini = 0.0 samples = 3 value = [0, 3] 6881->7195 6883 x7_NE <= 0.5 gini = 0.033 samples = 1424 value = [1400, 24] 6882->6883 7082 x7_SD <= 0.5 gini = 0.054 samples = 508 value = [494, 14] 6882->7082 6884 x1_PA <= 0.5 gini = 0.032 samples = 1415 value = [1392, 23] 6883->6884 7077 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 6883->7077 6885 x7_WI <= 0.5 gini = 0.024 samples = 1258 value = [1243, 15] 6884->6885 7040 x14_10 <= 0.5 gini = 0.097 samples = 157 value = [149, 8] 6884->7040 6886 x11_60 <= 0.5 gini = 0.022 samples = 1239 value = [1225, 14] 6885->6886 7029 x14_5 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 6885->7029 6887 log_spend <= 3.182 gini = 0.025 samples = 1089 value = [1075, 14] 6886->6887 7028 gini = 0.0 samples = 150 value = [150, 0] 6886->7028 6888 x7_TX <= 0.5 gini = 0.008 samples = 949 value = [945, 4] 6887->6888 6975 x14_8 <= 0.5 gini = 0.133 samples = 140 value = [130, 10] 6887->6975 6889 x1_NJ <= 0.5 gini = 0.009 samples = 861 value = [857, 4] 6888->6889 6974 gini = 0.0 samples = 88 value = [88, 0] 6888->6974 6890 x14_1 <= 0.5 gini = 0.01 samples = 797 value = [793, 4] 6889->6890 6973 gini = 0.0 samples = 64 value = [64, 0] 6889->6973 6891 x14_7 <= 0.5 gini = 0.011 samples = 727 value = [723, 4] 6890->6891 6972 gini = 0.0 samples = 70 value = [70, 0] 6890->6972 6892 x13_2 <= 0.5 gini = 0.012 samples = 664 value = [660, 4] 6891->6892 6971 gini = 0.0 samples = 63 value = [63, 0] 6891->6971 6893 x7_OH <= 0.5 gini = 0.015 samples = 409 value = [406, 3] 6892->6893 6950 x1_CA <= 0.5 gini = 0.008 samples = 255 value = [254, 1] 6892->6950 6894 x14_9 <= 0.5 gini = 0.015 samples = 386 value = [383, 3] 6893->6894 6949 gini = 0.0 samples = 23 value = [23, 0] 6893->6949 6895 x13_5 <= 0.5 gini = 0.012 samples = 329 value = [327, 2] 6894->6895 6934 x7_MI <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 6894->6934 6896 x1_IN <= 0.5 gini = 0.013 samples = 310 value = [308, 2] 6895->6896 6933 gini = 0.0 samples = 19 value = [19, 0] 6895->6933 6897 x7_MI <= 0.5 gini = 0.013 samples = 298 value = [296, 2] 6896->6897 6932 gini = 0.0 samples = 12 value = [12, 0] 6896->6932 6898 x1_CA <= 0.5 gini = 0.014 samples = 275 value = [273, 2] 6897->6898 6931 gini = 0.0 samples = 23 value = [23, 0] 6897->6931 6899 x5_Drug <= 0.5 gini = 0.008 samples = 247 value = [246, 1] 6898->6899 6916 x14_3 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 6898->6916 6900 x1_DE <= 0.5 gini = 0.02 samples = 100 value = [99, 1] 6899->6900 6915 gini = 0.0 samples = 147 value = [147, 0] 6899->6915 6901 x7_AL <= 0.5 gini = 0.02 samples = 99 value = [98, 1] 6900->6901 6914 gini = 0.0 samples = 1 value = [1, 0] 6900->6914 6902 x7_AZ <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 6901->6902 6913 gini = 0.0 samples = 2 value = [2, 0] 6901->6913 6903 x1_MA <= 0.5 gini = 0.021 samples = 94 value = [93, 1] 6902->6903 6912 gini = 0.0 samples = 3 value = [3, 0] 6902->6912 6904 gini = 0.0 samples = 67 value = [67, 0] 6903->6904 6905 x13_4 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 6903->6905 6906 x7_GA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 6905->6906 6911 gini = 0.0 samples = 11 value = [11, 0] 6905->6911 6907 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 6906->6907 6910 gini = 0.0 samples = 7 value = [7, 0] 6906->6910 6908 gini = 0.0 samples = 8 value = [8, 0] 6907->6908 6909 gini = 0.0 samples = 1 value = [0, 1] 6907->6909 6917 x7_GA <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 6916->6917 6930 gini = 0.0 samples = 7 value = [7, 0] 6916->6930 6918 x7_PA <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 6917->6918 6929 gini = 0.0 samples = 2 value = [2, 0] 6917->6929 6919 x7_IA <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 6918->6919 6928 gini = 0.0 samples = 1 value = [1, 0] 6918->6928 6920 x14_2 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6919->6920 6927 gini = 0.0 samples = 1 value = [1, 0] 6919->6927 6921 gini = 0.0 samples = 9 value = [9, 0] 6920->6921 6922 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 6920->6922 6923 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 6922->6923 6926 gini = 0.0 samples = 1 value = [1, 0] 6922->6926 6924 gini = 0.0 samples = 5 value = [5, 0] 6923->6924 6925 gini = 0.5 samples = 2 value = [1, 1] 6923->6925 6935 x13_4 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 6934->6935 6948 gini = 0.0 samples = 5 value = [5, 0] 6934->6948 6936 gini = 0.0 samples = 17 value = [17, 0] 6935->6936 6937 x7_CO <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 6935->6937 6938 x7_NV <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 6937->6938 6947 gini = 0.0 samples = 1 value = [1, 0] 6937->6947 6939 x16_immun <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 6938->6939 6946 gini = 0.0 samples = 1 value = [1, 0] 6938->6946 6940 x1_NC <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 6939->6940 6945 gini = 0.0 samples = 5 value = [5, 0] 6939->6945 6941 x1_CA <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 6940->6941 6944 gini = 0.0 samples = 1 value = [1, 0] 6940->6944 6942 gini = 0.0 samples = 26 value = [26, 0] 6941->6942 6943 gini = 0.0 samples = 1 value = [0, 1] 6941->6943 6951 x7_NC <= 0.5 gini = 0.008 samples = 235 value = [234, 1] 6950->6951 6970 gini = 0.0 samples = 20 value = [20, 0] 6950->6970 6952 x7_LA <= 0.5 gini = 0.009 samples = 225 value = [224, 1] 6951->6952 6969 gini = 0.0 samples = 10 value = [10, 0] 6951->6969 6953 x7_AL <= 0.5 gini = 0.009 samples = 219 value = [218, 1] 6952->6953 6968 gini = 0.0 samples = 6 value = [6, 0] 6952->6968 6954 x11_30 <= 0.5 gini = 0.009 samples = 215 value = [214, 1] 6953->6954 6967 gini = 0.0 samples = 4 value = [4, 0] 6953->6967 6955 x11_0 <= 0.5 gini = 0.01 samples = 203 value = [202, 1] 6954->6955 6966 gini = 0.0 samples = 12 value = [12, 0] 6954->6966 6956 gini = 0.0 samples = 53 value = [53, 0] 6955->6956 6957 x14_5 <= 0.5 gini = 0.013 samples = 150 value = [149, 1] 6955->6957 6958 x1_MA <= 0.5 gini = 0.016 samples = 123 value = [122, 1] 6957->6958 6965 gini = 0.0 samples = 27 value = [27, 0] 6957->6965 6959 gini = 0.0 samples = 104 value = [104, 0] 6958->6959 6960 x14_10 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 6958->6960 6961 log_spend <= 1.905 gini = 0.124 samples = 15 value = [14, 1] 6960->6961 6964 gini = 0.0 samples = 4 value = [4, 0] 6960->6964 6962 gini = 0.5 samples = 2 value = [1, 1] 6961->6962 6963 gini = 0.0 samples = 13 value = [13, 0] 6961->6963 6976 x14_1 <= 0.5 gini = 0.143 samples = 129 value = [119, 10] 6975->6976 7027 gini = 0.0 samples = 11 value = [11, 0] 6975->7027 6977 x7_MN <= 0.5 gini = 0.123 samples = 106 value = [99, 7] 6976->6977 7016 x5_Medical Supply <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 6976->7016 6978 x11_15 <= 0.5 gini = 0.124 samples = 105 value = [98, 7] 6977->6978 7015 gini = 0.0 samples = 1 value = [1, 0] 6977->7015 6979 x5_Device <= 0.5 gini = 0.13 samples = 100 value = [93, 7] 6978->6979 7014 gini = 0.0 samples = 5 value = [5, 0] 6978->7014 6980 x14_2 <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 6979->6980 6991 x7_MD <= 0.5 gini = 0.024 samples = 82 value = [81, 1] 6979->6991 6981 x5_Biological <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 6980->6981 6990 gini = 0.0 samples = 2 value = [2, 0] 6980->6990 6982 x1_IL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 6981->6982 6985 x1_WA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 6981->6985 6983 gini = 0.0 samples = 6 value = [6, 0] 6982->6983 6984 gini = 0.375 samples = 4 value = [3, 1] 6982->6984 6986 x11_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 6985->6986 6989 gini = 0.0 samples = 1 value = [0, 1] 6985->6989 6987 gini = 0.0 samples = 1 value = [0, 1] 6986->6987 6988 gini = 0.375 samples = 4 value = [1, 3] 6986->6988 6992 x14_12 <= 0.5 gini = 0.025 samples = 80 value = [79, 1] 6991->6992 7013 gini = 0.0 samples = 2 value = [2, 0] 6991->7013 6993 x14_9 <= 0.5 gini = 0.029 samples = 67 value = [66, 1] 6992->6993 7012 gini = 0.0 samples = 13 value = [13, 0] 6992->7012 6994 x1_MI <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 6993->6994 7011 gini = 0.0 samples = 11 value = [11, 0] 6993->7011 6995 x7_TX <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 6994->6995 7010 gini = 0.0 samples = 26 value = [26, 0] 6994->7010 6996 x7_PR <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 6995->6996 7009 gini = 0.0 samples = 4 value = [4, 0] 6995->7009 6997 x14_7 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 6996->6997 7008 gini = 0.0 samples = 1 value = [1, 0] 6996->7008 6998 x7_VA <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 6997->6998 7007 gini = 0.0 samples = 5 value = [5, 0] 6997->7007 6999 x16_oncol <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 6998->6999 7006 gini = 0.0 samples = 3 value = [3, 0] 6998->7006 7000 x13_5 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 6999->7000 7005 gini = 0.0 samples = 1 value = [1, 0] 6999->7005 7001 x1_MA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 7000->7001 7004 gini = 0.0 samples = 2 value = [2, 0] 7000->7004 7002 gini = 0.0 samples = 10 value = [10, 0] 7001->7002 7003 gini = 0.375 samples = 4 value = [3, 1] 7001->7003 7017 x5_Device <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 7016->7017 7026 gini = 0.0 samples = 1 value = [1, 0] 7016->7026 7018 gini = 0.0 samples = 2 value = [2, 0] 7017->7018 7019 x7_NC <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 7017->7019 7020 x1_CA <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7019->7020 7025 gini = 0.0 samples = 2 value = [0, 2] 7019->7025 7021 gini = 0.0 samples = 12 value = [12, 0] 7020->7021 7022 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7020->7022 7023 gini = 0.444 samples = 3 value = [2, 1] 7022->7023 7024 gini = 0.0 samples = 3 value = [3, 0] 7022->7024 7030 x14_3 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 7029->7030 7039 gini = 0.0 samples = 3 value = [3, 0] 7029->7039 7031 x1_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7030->7031 7038 gini = 0.0 samples = 4 value = [4, 0] 7030->7038 7032 x11_2 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7031->7032 7037 gini = 0.0 samples = 1 value = [1, 0] 7031->7037 7033 x5_Drug <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7032->7033 7036 gini = 0.0 samples = 2 value = [2, 0] 7032->7036 7034 gini = 0.0 samples = 6 value = [6, 0] 7033->7034 7035 gini = 0.444 samples = 3 value = [2, 1] 7033->7035 7041 log_spend <= 2.425 gini = 0.112 samples = 134 value = [126, 8] 7040->7041 7076 gini = 0.0 samples = 23 value = [23, 0] 7040->7076 7042 x7_FL <= 0.5 gini = 0.278 samples = 36 value = [30, 6] 7041->7042 7059 x7_MN <= 0.5 gini = 0.04 samples = 98 value = [96, 2] 7041->7059 7043 x7_MI <= 0.5 gini = 0.285 samples = 29 value = [24, 5] 7042->7043 7056 x5_Device <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7042->7056 7044 x14_12 <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 7043->7044 7055 gini = 0.0 samples = 1 value = [1, 0] 7043->7055 7045 log_spend <= 2.2 gini = 0.33 samples = 24 value = [19, 5] 7044->7045 7054 gini = 0.0 samples = 4 value = [4, 0] 7044->7054 7046 gini = 0.0 samples = 13 value = [13, 0] 7045->7046 7047 x7_NJ <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 7045->7047 7048 x13_2 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 7047->7048 7053 gini = 0.0 samples = 1 value = [1, 0] 7047->7053 7049 x5_Drug <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 7048->7049 7052 gini = 0.0 samples = 3 value = [3, 0] 7048->7052 7050 gini = 0.0 samples = 2 value = [2, 0] 7049->7050 7051 gini = 0.0 samples = 5 value = [0, 5] 7049->7051 7057 gini = 0.0 samples = 1 value = [0, 1] 7056->7057 7058 gini = 0.0 samples = 6 value = [6, 0] 7056->7058 7060 x5_Drug <= 0.5 gini = 0.04 samples = 97 value = [95, 2] 7059->7060 7075 gini = 0.0 samples = 1 value = [1, 0] 7059->7075 7061 gini = 0.0 samples = 86 value = [86, 0] 7060->7061 7062 x10_580 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 7060->7062 7063 x11_2 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 7062->7063 7074 gini = 0.0 samples = 1 value = [1, 0] 7062->7074 7064 x14_12 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 7063->7064 7073 gini = 0.0 samples = 1 value = [1, 0] 7063->7073 7065 x7_NJ <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 7064->7065 7072 gini = 0.0 samples = 1 value = [1, 0] 7064->7072 7066 x14_9 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 7065->7066 7071 gini = 0.0 samples = 1 value = [1, 0] 7065->7071 7067 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 7066->7067 7070 gini = 0.0 samples = 2 value = [2, 0] 7066->7070 7068 gini = 0.5 samples = 4 value = [2, 2] 7067->7068 7069 gini = 0.0 samples = 1 value = [1, 0] 7067->7069 7078 log_spend <= 2.38 gini = 0.219 samples = 8 value = [7, 1] 7077->7078 7081 gini = 0.0 samples = 1 value = [1, 0] 7077->7081 7079 gini = 0.375 samples = 4 value = [3, 1] 7078->7079 7080 gini = 0.0 samples = 4 value = [4, 0] 7078->7080 7083 x16_oncol <= 0.5 gini = 0.05 samples = 507 value = [494, 13] 7082->7083 7194 gini = 0.0 samples = 1 value = [0, 1] 7082->7194 7084 x7_KY <= 0.5 gini = 0.052 samples = 488 value = [475, 13] 7083->7084 7193 gini = 0.0 samples = 19 value = [19, 0] 7083->7193 7085 x7_OH <= 0.5 gini = 0.049 samples = 479 value = [467, 12] 7084->7085 7188 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7084->7188 7086 x11_60 <= 0.5 gini = 0.051 samples = 454 value = [442, 12] 7085->7086 7187 gini = 0.0 samples = 25 value = [25, 0] 7085->7187 7087 x5_Device <= 0.5 gini = 0.057 samples = 408 value = [396, 12] 7086->7087 7186 gini = 0.0 samples = 46 value = [46, 0] 7086->7186 7088 x0_Barbados <= 0.5 gini = 0.1 samples = 189 value = [179, 10] 7087->7088 7151 x7_NJ <= 0.5 gini = 0.018 samples = 219 value = [217, 2] 7087->7151 7089 x7_LA <= 0.5 gini = 0.101 samples = 188 value = [178, 10] 7088->7089 7150 gini = 0.0 samples = 1 value = [1, 0] 7088->7150 7090 x7_MD <= 0.5 gini = 0.102 samples = 185 value = [175, 10] 7089->7090 7149 gini = 0.0 samples = 3 value = [3, 0] 7089->7149 7091 x1_MA <= 0.5 gini = 0.096 samples = 179 value = [170, 9] 7090->7091 7144 x11_30 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7090->7144 7092 log_spend <= 2.954 gini = 0.077 samples = 175 value = [168, 7] 7091->7092 7143 gini = 0.5 samples = 4 value = [2, 2] 7091->7143 7093 x7_IL <= 0.5 gini = 0.03 samples = 132 value = [130, 2] 7092->7093 7118 x11_15 <= 0.5 gini = 0.206 samples = 43 value = [38, 5] 7092->7118 7094 x7_PA <= 0.5 gini = 0.031 samples = 125 value = [123, 2] 7093->7094 7117 gini = 0.0 samples = 7 value = [7, 0] 7093->7117 7095 x11_30 <= 0.5 gini = 0.034 samples = 116 value = [114, 2] 7094->7095 7116 gini = 0.0 samples = 9 value = [9, 0] 7094->7116 7096 x7_NE <= 0.5 gini = 0.039 samples = 100 value = [98, 2] 7095->7096 7115 gini = 0.0 samples = 16 value = [16, 0] 7095->7115 7097 x7_MI <= 0.5 gini = 0.04 samples = 99 value = [97, 2] 7096->7097 7114 gini = 0.0 samples = 1 value = [1, 0] 7096->7114 7098 x7_GA <= 0.5 gini = 0.042 samples = 93 value = [91, 2] 7097->7098 7113 gini = 0.0 samples = 6 value = [6, 0] 7097->7113 7099 x14_1 <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 7098->7099 7112 gini = 0.375 samples = 4 value = [3, 1] 7098->7112 7100 x7_OK <= 0.5 gini = 0.024 samples = 84 value = [83, 1] 7099->7100 7111 gini = 0.0 samples = 5 value = [5, 0] 7099->7111 7101 x7_WV <= 0.5 gini = 0.025 samples = 78 value = [77, 1] 7100->7101 7110 gini = 0.0 samples = 6 value = [6, 0] 7100->7110 7102 x5_Biological <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 7101->7102 7109 gini = 0.0 samples = 2 value = [2, 0] 7101->7109 7103 log_spend <= 1.093 gini = 0.027 samples = 74 value = [73, 1] 7102->7103 7108 gini = 0.0 samples = 2 value = [2, 0] 7102->7108 7104 log_spend <= 0.739 gini = 0.32 samples = 5 value = [4, 1] 7103->7104 7107 gini = 0.0 samples = 69 value = [69, 0] 7103->7107 7105 gini = 0.0 samples = 4 value = [4, 0] 7104->7105 7106 gini = 0.0 samples = 1 value = [0, 1] 7104->7106 7119 x7_WA <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 7118->7119 7142 gini = 0.0 samples = 10 value = [10, 0] 7118->7142 7120 x1_VA <= 0.5 gini = 0.264 samples = 32 value = [27, 5] 7119->7120 7141 gini = 0.0 samples = 1 value = [1, 0] 7119->7141 7121 x7_GA <= 0.5 gini = 0.285 samples = 29 value = [24, 5] 7120->7121 7140 gini = 0.0 samples = 3 value = [3, 0] 7120->7140 7122 x7_WI <= 0.5 gini = 0.302 samples = 27 value = [22, 5] 7121->7122 7139 gini = 0.0 samples = 2 value = [2, 0] 7121->7139 7123 x14_8 <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 7122->7123 7138 gini = 0.0 samples = 2 value = [2, 0] 7122->7138 7124 x1_TX <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 7123->7124 7137 gini = 0.0 samples = 2 value = [2, 0] 7123->7137 7125 x7_TX <= 0.5 gini = 0.351 samples = 22 value = [17, 5] 7124->7125 7136 gini = 0.0 samples = 1 value = [1, 0] 7124->7136 7126 x7_PA <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 7125->7126 7135 gini = 0.0 samples = 5 value = [5, 0] 7125->7135 7127 x7_NC <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 7126->7127 7134 gini = 0.0 samples = 1 value = [1, 0] 7126->7134 7128 x11_30 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7127->7128 7131 log_spend <= 2.978 gini = 0.32 samples = 5 value = [1, 4] 7127->7131 7129 gini = 0.0 samples = 7 value = [7, 0] 7128->7129 7130 gini = 0.375 samples = 4 value = [3, 1] 7128->7130 7132 gini = 0.0 samples = 4 value = [0, 4] 7131->7132 7133 gini = 0.0 samples = 1 value = [1, 0] 7131->7133 7145 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7144->7145 7148 gini = 0.0 samples = 1 value = [1, 0] 7144->7148 7146 gini = 0.375 samples = 4 value = [3, 1] 7145->7146 7147 gini = 0.0 samples = 1 value = [1, 0] 7145->7147 7152 x14_9 <= 0.5 gini = 0.019 samples = 208 value = [206, 2] 7151->7152 7185 gini = 0.0 samples = 11 value = [11, 0] 7151->7185 7153 x1_IN <= 0.5 gini = 0.021 samples = 186 value = [184, 2] 7152->7153 7184 gini = 0.0 samples = 22 value = [22, 0] 7152->7184 7154 x14_8 <= 0.5 gini = 0.011 samples = 174 value = [173, 1] 7153->7154 7177 x7_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7153->7177 7155 x7_LA <= 0.5 gini = 0.014 samples = 145 value = [144, 1] 7154->7155 7176 gini = 0.0 samples = 29 value = [29, 0] 7154->7176 7156 x7_IL <= 0.5 gini = 0.014 samples = 142 value = [141, 1] 7155->7156 7175 gini = 0.0 samples = 3 value = [3, 0] 7155->7175 7157 x1_TX <= 0.5 gini = 0.015 samples = 132 value = [131, 1] 7156->7157 7174 gini = 0.0 samples = 10 value = [10, 0] 7156->7174 7158 x7_IN <= 0.5 gini = 0.015 samples = 129 value = [128, 1] 7157->7158 7173 gini = 0.0 samples = 3 value = [3, 0] 7157->7173 7159 x1_CA <= 0.5 gini = 0.016 samples = 124 value = [123, 1] 7158->7159 7172 gini = 0.0 samples = 5 value = [5, 0] 7158->7172 7160 gini = 0.0 samples = 92 value = [92, 0] 7159->7160 7161 x14_7 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 7159->7161 7162 log_spend <= 2.849 gini = 0.069 samples = 28 value = [27, 1] 7161->7162 7171 gini = 0.0 samples = 4 value = [4, 0] 7161->7171 7163 gini = 0.0 samples = 15 value = [15, 0] 7162->7163 7164 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7162->7164 7165 x7_NE <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7164->7165 7170 gini = 0.0 samples = 4 value = [4, 0] 7164->7170 7166 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7165->7166 7169 gini = 0.0 samples = 1 value = [1, 0] 7165->7169 7167 gini = 0.0 samples = 6 value = [6, 0] 7166->7167 7168 gini = 0.5 samples = 2 value = [1, 1] 7166->7168 7178 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 7177->7178 7183 gini = 0.0 samples = 2 value = [2, 0] 7177->7183 7179 log_spend <= 3.169 gini = 0.219 samples = 8 value = [7, 1] 7178->7179 7182 gini = 0.0 samples = 2 value = [2, 0] 7178->7182 7180 gini = 0.0 samples = 7 value = [7, 0] 7179->7180 7181 gini = 0.0 samples = 1 value = [0, 1] 7179->7181 7189 x11_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7188->7189 7192 gini = 0.0 samples = 3 value = [3, 0] 7188->7192 7190 gini = 0.0 samples = 2 value = [2, 0] 7189->7190 7191 gini = 0.375 samples = 4 value = [3, 1] 7189->7191 7197 x7_WI <= 0.5 gini = 0.329 samples = 222 value = [176, 46] 7196->7197 7296 gini = 0.0 samples = 65 value = [65, 0] 7196->7296 7198 x7_OK <= 0.5 gini = 0.332 samples = 219 value = [173, 46] 7197->7198 7295 gini = 0.0 samples = 3 value = [3, 0] 7197->7295 7199 x7_LA <= 0.5 gini = 0.333 samples = 218 value = [172, 46] 7198->7199 7294 gini = 0.0 samples = 1 value = [1, 0] 7198->7294 7200 x7_MA <= 0.5 gini = 0.337 samples = 214 value = [168, 46] 7199->7200 7293 gini = 0.0 samples = 4 value = [4, 0] 7199->7293 7201 x7_CO <= 0.5 gini = 0.342 samples = 210 value = [164, 46] 7200->7201 7292 gini = 0.0 samples = 4 value = [4, 0] 7200->7292 7202 x7_MN <= 0.5 gini = 0.343 samples = 209 value = [163, 46] 7201->7202 7291 gini = 0.0 samples = 1 value = [1, 0] 7201->7291 7203 x14_10 <= 0.5 gini = 0.344 samples = 208 value = [162, 46] 7202->7203 7290 gini = 0.0 samples = 1 value = [1, 0] 7202->7290 7204 x7_TX <= 0.5 gini = 0.353 samples = 188 value = [145, 43] 7203->7204 7271 x7_MD <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 7203->7271 7205 x7_UT <= 0.5 gini = 0.387 samples = 164 value = [121, 43] 7204->7205 7270 gini = 0.0 samples = 24 value = [24, 0] 7204->7270 7206 x7_TN <= 0.5 gini = 0.388 samples = 163 value = [120, 43] 7205->7206 7269 gini = 0.0 samples = 1 value = [1, 0] 7205->7269 7207 x13_2 <= 0.5 gini = 0.034 samples = 114 value = [112, 2] 7206->7207 7242 x13_0 <= 0.5 gini = 0.273 samples = 49 value = [8, 41] 7206->7242 7208 x14_8 <= 0.5 gini = 0.026 samples = 76 value = [75, 1] 7207->7208 7221 x7_IN <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 7207->7221 7209 log_spend <= 2.443 gini = 0.029 samples = 67 value = [66, 1] 7208->7209 7220 gini = 0.0 samples = 9 value = [9, 0] 7208->7220 7210 x7_CT <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7209->7210 7219 gini = 0.0 samples = 49 value = [49, 0] 7209->7219 7211 x14_1 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 7210->7211 7218 gini = 0.0 samples = 2 value = [2, 0] 7210->7218 7212 x7_OR <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 7211->7212 7217 gini = 0.0 samples = 2 value = [2, 0] 7211->7217 7213 x14_12 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7212->7213 7216 gini = 0.0 samples = 1 value = [1, 0] 7212->7216 7214 gini = 0.0 samples = 9 value = [9, 0] 7213->7214 7215 gini = 0.375 samples = 4 value = [3, 1] 7213->7215 7222 x14_8 <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 7221->7222 7241 gini = 0.0 samples = 3 value = [3, 0] 7221->7241 7223 x7_MD <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 7222->7223 7240 gini = 0.0 samples = 3 value = [3, 0] 7222->7240 7224 x7_FL <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 7223->7224 7239 gini = 0.0 samples = 2 value = [2, 0] 7223->7239 7225 x7_KS <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 7224->7225 7238 gini = 0.0 samples = 7 value = [7, 0] 7224->7238 7226 x14_1 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 7225->7226 7237 gini = 0.0 samples = 2 value = [2, 0] 7225->7237 7227 x7_MS <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 7226->7227 7236 gini = 0.0 samples = 2 value = [2, 0] 7226->7236 7228 x7_IL <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7227->7228 7235 gini = 0.0 samples = 1 value = [1, 0] 7227->7235 7229 x14_12 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 7228->7229 7234 gini = 0.0 samples = 3 value = [3, 0] 7228->7234 7230 x7_AZ <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7229->7230 7233 gini = 0.0 samples = 3 value = [3, 0] 7229->7233 7231 gini = 0.0 samples = 11 value = [11, 0] 7230->7231 7232 gini = 0.0 samples = 1 value = [0, 1] 7230->7232 7243 x14_9 <= 0.5 gini = 0.249 samples = 48 value = [7, 41] 7242->7243 7268 gini = 0.0 samples = 1 value = [1, 0] 7242->7268 7244 x14_5 <= 0.5 gini = 0.254 samples = 47 value = [7, 40] 7243->7244 7267 gini = 0.0 samples = 1 value = [0, 1] 7243->7267 7245 x13_2 <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 7244->7245 7262 x13_2 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 7244->7262 7246 gini = 0.0 samples = 2 value = [2, 0] 7245->7246 7247 x14_12 <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 7245->7247 7248 x14_2 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 7247->7248 7259 log_spend <= 2.758 gini = 0.278 samples = 6 value = [1, 5] 7247->7259 7249 x14_3 <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 7248->7249 7258 gini = 0.0 samples = 1 value = [0, 1] 7248->7258 7250 log_spend <= 2.813 gini = 0.172 samples = 21 value = [2, 19] 7249->7250 7257 gini = 0.0 samples = 6 value = [0, 6] 7249->7257 7251 x14_8 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 7250->7251 7256 gini = 0.0 samples = 11 value = [0, 11] 7250->7256 7252 gini = 0.0 samples = 5 value = [0, 5] 7251->7252 7253 log_spend <= 2.515 gini = 0.48 samples = 5 value = [2, 3] 7251->7253 7254 gini = 0.0 samples = 2 value = [0, 2] 7253->7254 7255 gini = 0.444 samples = 3 value = [2, 1] 7253->7255 7260 gini = 0.0 samples = 3 value = [0, 3] 7259->7260 7261 gini = 0.444 samples = 3 value = [1, 2] 7259->7261 7263 gini = 0.0 samples = 1 value = [1, 0] 7262->7263 7264 x5_Device <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 7262->7264 7265 gini = 0.0 samples = 1 value = [1, 0] 7264->7265 7266 gini = 0.0 samples = 9 value = [0, 9] 7264->7266 7272 x13_4 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 7271->7272 7289 gini = 0.0 samples = 1 value = [1, 0] 7271->7289 7273 x7_VA <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 7272->7273 7288 gini = 0.0 samples = 5 value = [5, 0] 7272->7288 7274 x7_IL <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 7273->7274 7287 gini = 0.0 samples = 1 value = [1, 0] 7273->7287 7275 x7_MI <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 7274->7275 7286 gini = 0.0 samples = 1 value = [1, 0] 7274->7286 7276 x13_5 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 7275->7276 7285 gini = 0.0 samples = 1 value = [1, 0] 7275->7285 7277 x7_TX <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 7276->7277 7284 gini = 0.0 samples = 1 value = [1, 0] 7276->7284 7278 x7_CT <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 7277->7278 7283 gini = 0.0 samples = 2 value = [2, 0] 7277->7283 7279 x7_TN <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 7278->7279 7282 gini = 0.0 samples = 1 value = [1, 0] 7278->7282 7280 gini = 0.0 samples = 3 value = [3, 0] 7279->7280 7281 gini = 0.375 samples = 4 value = [1, 3] 7279->7281 7298 x16_other <= 0.5 gini = 0.026 samples = 608 value = [600, 8] 7297->7298 7363 x11_0 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7297->7363 7299 gini = 0.0 samples = 21 value = [21, 0] 7298->7299 7300 x7_SD <= 0.5 gini = 0.027 samples = 587 value = [579, 8] 7298->7300 7301 x14_12 <= 0.5 gini = 0.024 samples = 586 value = [579, 7] 7300->7301 7362 gini = 0.0 samples = 1 value = [0, 1] 7300->7362 7302 x10_0 <= 0.5 gini = 0.025 samples = 546 value = [539, 7] 7301->7302 7361 gini = 0.0 samples = 40 value = [40, 0] 7301->7361 7303 gini = 0.0 samples = 1 value = [1, 0] 7302->7303 7304 x14_10 <= 0.5 gini = 0.025 samples = 545 value = [538, 7] 7302->7304 7305 x7_NM <= 0.5 gini = 0.03 samples = 463 value = [456, 7] 7304->7305 7360 gini = 0.0 samples = 82 value = [82, 0] 7304->7360 7306 x7_WI <= 0.5 gini = 0.021 samples = 461 value = [456, 5] 7305->7306 7359 gini = 0.0 samples = 2 value = [0, 2] 7305->7359 7307 x7_TX <= 0.5 gini = 0.017 samples = 455 value = [451, 4] 7306->7307 7356 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7306->7356 7308 x1_MN <= 0.5 gini = 0.014 samples = 411 value = [408, 3] 7307->7308 7345 x14_5 <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 7307->7345 7309 x7_KS <= 0.5 gini = 0.006 samples = 356 value = [355, 1] 7308->7309 7326 x7_MD <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 7308->7326 7310 x1_PA <= 0.5 gini = 0.006 samples = 352 value = [351, 1] 7309->7310 7325 gini = 0.0 samples = 4 value = [4, 0] 7309->7325 7311 log_spend <= 2.836 gini = 0.007 samples = 303 value = [302, 1] 7310->7311 7324 gini = 0.0 samples = 49 value = [49, 0] 7310->7324 7312 gini = 0.0 samples = 217 value = [217, 0] 7311->7312 7313 x7_HI <= 0.5 gini = 0.023 samples = 86 value = [85, 1] 7311->7313 7314 x14_3 <= 0.5 gini = 0.024 samples = 84 value = [83, 1] 7313->7314 7323 gini = 0.0 samples = 2 value = [2, 0] 7313->7323 7315 x14_2 <= 0.5 gini = 0.027 samples = 72 value = [71, 1] 7314->7315 7322 gini = 0.0 samples = 12 value = [12, 0] 7314->7322 7316 x14_7 <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 7315->7316 7321 gini = 0.0 samples = 16 value = [16, 0] 7315->7321 7317 gini = 0.0 samples = 49 value = [49, 0] 7316->7317 7318 x5_Drug <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7316->7318 7319 gini = 0.0 samples = 3 value = [3, 0] 7318->7319 7320 gini = 0.375 samples = 4 value = [3, 1] 7318->7320 7327 x14_7 <= 0.5 gini = 0.071 samples = 54 value = [52, 2] 7326->7327 7344 gini = 0.0 samples = 1 value = [1, 0] 7326->7344 7328 x7_FL <= 0.5 gini = 0.077 samples = 50 value = [48, 2] 7327->7328 7343 gini = 0.0 samples = 4 value = [4, 0] 7327->7343 7329 x7_AZ <= 0.5 gini = 0.085 samples = 45 value = [43, 2] 7328->7329 7342 gini = 0.0 samples = 5 value = [5, 0] 7328->7342 7330 x7_NJ <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 7329->7330 7341 gini = 0.0 samples = 4 value = [4, 0] 7329->7341 7331 x7_IL <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 7330->7331 7340 gini = 0.0 samples = 5 value = [5, 0] 7330->7340 7332 x7_KY <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 7331->7332 7339 gini = 0.0 samples = 2 value = [2, 0] 7331->7339 7333 x14_8 <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 7332->7333 7338 gini = 0.0 samples = 1 value = [1, 0] 7332->7338 7334 log_spend <= 3.209 gini = 0.133 samples = 28 value = [26, 2] 7333->7334 7337 gini = 0.0 samples = 5 value = [5, 0] 7333->7337 7335 gini = 0.0 samples = 25 value = [25, 0] 7334->7335 7336 gini = 0.444 samples = 3 value = [1, 2] 7334->7336 7346 gini = 0.0 samples = 35 value = [35, 0] 7345->7346 7347 x1_IN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7345->7347 7348 x1_GA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7347->7348 7355 gini = 0.0 samples = 1 value = [1, 0] 7347->7355 7349 x1_MO <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7348->7349 7354 gini = 0.0 samples = 1 value = [1, 0] 7348->7354 7350 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7349->7350 7353 gini = 0.0 samples = 1 value = [1, 0] 7349->7353 7351 gini = 0.375 samples = 4 value = [3, 1] 7350->7351 7352 gini = 0.0 samples = 2 value = [2, 0] 7350->7352 7357 gini = 0.0 samples = 4 value = [4, 0] 7356->7357 7358 gini = 0.5 samples = 2 value = [1, 1] 7356->7358 7364 gini = 0.0 samples = 2 value = [2, 0] 7363->7364 7365 x5_Device <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7363->7365 7366 gini = 0.0 samples = 2 value = [2, 0] 7365->7366 7367 x1_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7365->7367 7368 x1_MN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7367->7368 7371 gini = 0.0 samples = 1 value = [1, 0] 7367->7371 7369 gini = 0.0 samples = 3 value = [3, 0] 7368->7369 7370 gini = 0.444 samples = 3 value = [2, 1] 7368->7370 7373 gini = 0.0 samples = 234 value = [234, 0] 7372->7373 7374 x13_3 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 7372->7374 7375 x14_9 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 7374->7375 7384 gini = 0.0 samples = 4 value = [4, 0] 7374->7384 7376 x14_2 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 7375->7376 7383 gini = 0.0 samples = 1 value = [1, 0] 7375->7383 7377 x14_3 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 7376->7377 7382 gini = 0.0 samples = 1 value = [1, 0] 7376->7382 7378 x14_7 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 7377->7378 7381 gini = 0.0 samples = 2 value = [2, 0] 7377->7381 7379 gini = 0.0 samples = 7 value = [7, 0] 7378->7379 7380 gini = 0.444 samples = 3 value = [1, 2] 7378->7380 7386 x1_DE <= 0.5 gini = 0.214 samples = 74 value = [65, 9] 7385->7386 7411 gini = 0.0 samples = 1 value = [0, 1] 7385->7411 7387 x14_3 <= 0.5 gini = 0.221 samples = 71 value = [62, 9] 7386->7387 7410 gini = 0.0 samples = 3 value = [3, 0] 7386->7410 7388 x5_Biological <= 0.5 gini = 0.259 samples = 59 value = [50, 9] 7387->7388 7409 gini = 0.0 samples = 12 value = [12, 0] 7387->7409 7389 log_spend <= 2.443 gini = 0.262 samples = 58 value = [49, 9] 7388->7389 7408 gini = 0.0 samples = 1 value = [1, 0] 7388->7408 7390 x1_CT <= 0.5 gini = 0.483 samples = 22 value = [13, 9] 7389->7390 7407 gini = 0.0 samples = 36 value = [36, 0] 7389->7407 7391 x1_MA <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 7390->7391 7406 gini = 0.0 samples = 1 value = [1, 0] 7390->7406 7392 x13_1 <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 7391->7392 7405 gini = 0.0 samples = 1 value = [1, 0] 7391->7405 7393 x1_IL <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 7392->7393 7400 x5_Device <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 7392->7400 7394 x5_Device <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 7393->7394 7399 gini = 0.0 samples = 1 value = [1, 0] 7393->7399 7395 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 7394->7395 7398 gini = 0.0 samples = 3 value = [3, 0] 7394->7398 7396 gini = 0.375 samples = 4 value = [3, 1] 7395->7396 7397 gini = 0.0 samples = 1 value = [0, 1] 7395->7397 7401 x14_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 7400->7401 7404 gini = 0.0 samples = 2 value = [2, 0] 7400->7404 7402 gini = 0.0 samples = 2 value = [2, 0] 7401->7402 7403 gini = 0.0 samples = 7 value = [0, 7] 7401->7403 7414 x12_0 <= 0.5 gini = 0.017 samples = 356 value = [353, 3] 7413->7414 7483 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7413->7483 7415 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7414->7415 7420 x7_NJ <= 0.5 gini = 0.012 samples = 345 value = [343, 2] 7414->7420 7416 x11_60 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7415->7416 7419 gini = 0.0 samples = 4 value = [4, 0] 7415->7419 7417 gini = 0.0 samples = 1 value = [0, 1] 7416->7417 7418 gini = 0.0 samples = 6 value = [6, 0] 7416->7418 7421 x16_cardio <= 0.5 gini = 0.012 samples = 338 value = [336, 2] 7420->7421 7482 gini = 0.0 samples = 7 value = [7, 0] 7420->7482 7422 x1_CT <= 0.5 gini = 0.012 samples = 333 value = [331, 2] 7421->7422 7481 gini = 0.0 samples = 5 value = [5, 0] 7421->7481 7423 x7_OH <= 0.5 gini = 0.013 samples = 311 value = [309, 2] 7422->7423 7480 gini = 0.0 samples = 22 value = [22, 0] 7422->7480 7424 x11_0 <= 0.5 gini = 0.013 samples = 296 value = [294, 2] 7423->7424 7479 gini = 0.0 samples = 15 value = [15, 0] 7423->7479 7425 gini = 0.0 samples = 63 value = [63, 0] 7424->7425 7426 x7_NY <= 0.5 gini = 0.017 samples = 233 value = [231, 2] 7424->7426 7427 x1_CA <= 0.5 gini = 0.01 samples = 207 value = [206, 1] 7426->7427 7460 x1_FL <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 7426->7460 7428 x7_FL <= 0.5 gini = 0.011 samples = 183 value = [182, 1] 7427->7428 7459 gini = 0.0 samples = 24 value = [24, 0] 7427->7459 7429 x1_MN <= 0.5 gini = 0.012 samples = 159 value = [158, 1] 7428->7429 7458 gini = 0.0 samples = 24 value = [24, 0] 7428->7458 7430 x13_3 <= 0.5 gini = 0.015 samples = 131 value = [130, 1] 7429->7430 7457 gini = 0.0 samples = 28 value = [28, 0] 7429->7457 7431 x7_TX <= 0.5 gini = 0.022 samples = 88 value = [87, 1] 7430->7431 7456 gini = 0.0 samples = 43 value = [43, 0] 7430->7456 7432 x1_PA <= 0.5 gini = 0.027 samples = 72 value = [71, 1] 7431->7432 7455 gini = 0.0 samples = 16 value = [16, 0] 7431->7455 7433 x16_gastro <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 7432->7433 7454 gini = 0.0 samples = 15 value = [15, 0] 7432->7454 7434 x5_Drug <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 7433->7434 7453 gini = 0.0 samples = 1 value = [1, 0] 7433->7453 7435 x7_WV <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 7434->7435 7452 gini = 0.0 samples = 17 value = [17, 0] 7434->7452 7436 x7_NV <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 7435->7436 7451 gini = 0.0 samples = 1 value = [1, 0] 7435->7451 7437 x13_4 <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 7436->7437 7450 gini = 0.0 samples = 1 value = [1, 0] 7436->7450 7438 gini = 0.0 samples = 26 value = [26, 0] 7437->7438 7439 x7_SD <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7437->7439 7440 x7_KS <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 7439->7440 7449 gini = 0.0 samples = 1 value = [1, 0] 7439->7449 7441 x7_AL <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7440->7441 7448 gini = 0.0 samples = 1 value = [1, 0] 7440->7448 7442 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7441->7442 7447 gini = 0.0 samples = 1 value = [1, 0] 7441->7447 7443 x7_CO <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7442->7443 7446 gini = 0.0 samples = 1 value = [1, 0] 7442->7446 7444 gini = 0.0 samples = 6 value = [6, 0] 7443->7444 7445 gini = 0.0 samples = 1 value = [0, 1] 7443->7445 7461 x16_oncol <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 7460->7461 7478 gini = 0.0 samples = 3 value = [3, 0] 7460->7478 7462 x5_Biological <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 7461->7462 7477 gini = 0.0 samples = 2 value = [2, 0] 7461->7477 7463 x1_MI <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 7462->7463 7476 gini = 0.0 samples = 1 value = [1, 0] 7462->7476 7464 x1_MN <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 7463->7464 7475 gini = 0.0 samples = 5 value = [5, 0] 7463->7475 7465 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7464->7465 7474 gini = 0.0 samples = 2 value = [2, 0] 7464->7474 7466 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7465->7466 7473 gini = 0.0 samples = 5 value = [5, 0] 7465->7473 7467 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7466->7467 7472 gini = 0.0 samples = 2 value = [2, 0] 7466->7472 7468 x1_PA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7467->7468 7471 gini = 0.0 samples = 1 value = [1, 0] 7467->7471 7469 gini = 0.0 samples = 3 value = [3, 0] 7468->7469 7470 gini = 0.5 samples = 2 value = [1, 1] 7468->7470 7484 gini = 0.0 samples = 5 value = [5, 0] 7483->7484 7485 gini = 0.444 samples = 3 value = [2, 1] 7483->7485 7487 log_spend <= 2.944 gini = 0.198 samples = 9 value = [8, 1] 7486->7487 7490 gini = 0.0 samples = 1 value = [0, 1] 7486->7490 7488 gini = 0.375 samples = 4 value = [3, 1] 7487->7488 7489 gini = 0.0 samples = 5 value = [5, 0] 7487->7489 7493 x13_3 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 7492->7493 7498 gini = 0.0 samples = 1 value = [1, 0] 7492->7498 7494 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 7493->7494 7497 gini = 0.375 samples = 4 value = [1, 3] 7493->7497 7495 gini = 0.0 samples = 5 value = [0, 5] 7494->7495 7496 gini = 0.0 samples = 2 value = [2, 0] 7494->7496 7500 x5_Device <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 7499->7500 7509 x12_100000000278 <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 7499->7509 7501 x7_MD <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 7500->7501 7508 gini = 0.0 samples = 28 value = [28, 0] 7500->7508 7502 x14_10 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 7501->7502 7507 gini = 0.0 samples = 1 value = [1, 0] 7501->7507 7503 x5_Biological <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 7502->7503 7506 gini = 0.0 samples = 1 value = [1, 0] 7502->7506 7504 gini = 0.0 samples = 1 value = [1, 0] 7503->7504 7505 gini = 0.0 samples = 5 value = [0, 5] 7503->7505 7510 x7_NC <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7509->7510 7515 gini = 0.0 samples = 11 value = [0, 11] 7509->7515 7511 x7_OR <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7510->7511 7514 gini = 0.0 samples = 1 value = [1, 0] 7510->7514 7512 gini = 0.375 samples = 4 value = [3, 1] 7511->7512 7513 gini = 0.0 samples = 1 value = [1, 0] 7511->7513 7517 x13_0 <= 0.5 gini = 0.146 samples = 151 value = [139, 12] 7516->7517 7594 gini = 0.0 samples = 1 value = [1, 0] 7516->7594 7518 x12_100000000203 <= 0.5 gini = 0.12 samples = 125 value = [117, 8] 7517->7518 7573 x1_NC <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 7517->7573 7519 x14_6 <= 0.5 gini = 0.109 samples = 121 value = [114, 7] 7518->7519 7572 gini = 0.375 samples = 4 value = [3, 1] 7518->7572 7520 x13_3 <= 0.5 gini = 0.104 samples = 109 value = [103, 6] 7519->7520 7567 x1_NC <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7519->7567 7521 log_spend <= 2.863 gini = 0.105 samples = 90 value = [85, 5] 7520->7521 7564 x7_NC <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 7520->7564 7522 x7_GA <= 0.5 gini = 0.158 samples = 58 value = [53, 5] 7521->7522 7563 gini = 0.0 samples = 32 value = [32, 0] 7521->7563 7523 x1_NJ <= 0.5 gini = 0.165 samples = 55 value = [50, 5] 7522->7523 7562 gini = 0.0 samples = 3 value = [3, 0] 7522->7562 7524 x7_WI <= 0.5 gini = 0.168 samples = 54 value = [49, 5] 7523->7524 7561 gini = 0.0 samples = 1 value = [1, 0] 7523->7561 7525 x7_TX <= 0.5 gini = 0.14 samples = 53 value = [49, 4] 7524->7525 7560 gini = 0.0 samples = 1 value = [0, 1] 7524->7560 7526 x7_IN <= 0.5 gini = 0.12 samples = 47 value = [44, 3] 7525->7526 7557 x1_MD <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7525->7557 7527 x16_other <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 7526->7527 7556 gini = 0.0 samples = 2 value = [2, 0] 7526->7556 7528 gini = 0.0 samples = 5 value = [5, 0] 7527->7528 7529 log_spend <= 2.826 gini = 0.139 samples = 40 value = [37, 3] 7527->7529 7530 x7_CT <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 7529->7530 7555 gini = 0.0 samples = 1 value = [0, 1] 7529->7555 7531 x1_NC <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 7530->7531 7554 gini = 0.0 samples = 1 value = [1, 0] 7530->7554 7532 x14_3 <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 7531->7532 7553 gini = 0.0 samples = 1 value = [1, 0] 7531->7553 7533 x13_2 <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 7532->7533 7552 gini = 0.0 samples = 8 value = [8, 0] 7532->7552 7534 x17_sanofi <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 7533->7534 7551 gini = 0.0 samples = 8 value = [8, 0] 7533->7551 7535 x13_1 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 7534->7535 7550 gini = 0.5 samples = 2 value = [1, 1] 7534->7550 7536 gini = 0.0 samples = 9 value = [9, 0] 7535->7536 7537 x5_Biological <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 7535->7537 7538 x7_MI <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7537->7538 7549 gini = 0.0 samples = 1 value = [1, 0] 7537->7549 7539 x7_MS <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7538->7539 7548 gini = 0.0 samples = 1 value = [1, 0] 7538->7548 7540 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7539->7540 7547 gini = 0.0 samples = 1 value = [1, 0] 7539->7547 7541 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7540->7541 7546 gini = 0.0 samples = 1 value = [1, 0] 7540->7546 7542 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7541->7542 7545 gini = 0.0 samples = 1 value = [1, 0] 7541->7545 7543 gini = 0.375 samples = 4 value = [3, 1] 7542->7543 7544 gini = 0.0 samples = 1 value = [1, 0] 7542->7544 7558 gini = 0.375 samples = 4 value = [3, 1] 7557->7558 7559 gini = 0.0 samples = 2 value = [2, 0] 7557->7559 7565 gini = 0.0 samples = 17 value = [17, 0] 7564->7565 7566 gini = 0.5 samples = 2 value = [1, 1] 7564->7566 7568 x7_PA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7567->7568 7571 gini = 0.0 samples = 4 value = [4, 0] 7567->7571 7569 gini = 0.0 samples = 7 value = [7, 0] 7568->7569 7570 gini = 0.0 samples = 1 value = [0, 1] 7568->7570 7574 x16_other <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 7573->7574 7593 gini = 0.0 samples = 2 value = [2, 0] 7573->7593 7575 gini = 0.0 samples = 3 value = [3, 0] 7574->7575 7576 x7_SC <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 7574->7576 7577 x14_10 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 7576->7577 7592 gini = 0.5 samples = 2 value = [1, 1] 7576->7592 7578 x14_8 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 7577->7578 7591 gini = 0.0 samples = 2 value = [2, 0] 7577->7591 7579 x14_12 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 7578->7579 7590 gini = 0.0 samples = 1 value = [1, 0] 7578->7590 7580 log_spend <= 3.167 gini = 0.355 samples = 13 value = [10, 3] 7579->7580 7589 gini = 0.0 samples = 3 value = [3, 0] 7579->7589 7581 x1_VA <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 7580->7581 7588 gini = 0.0 samples = 1 value = [0, 1] 7580->7588 7582 x5_Drug <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7581->7582 7587 gini = 0.0 samples = 1 value = [0, 1] 7581->7587 7583 gini = 0.0 samples = 5 value = [5, 0] 7582->7583 7584 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7582->7584 7585 gini = 0.0 samples = 4 value = [4, 0] 7584->7585 7586 gini = 0.5 samples = 2 value = [1, 1] 7584->7586 7597 x17_other <= 0.5 gini = 0.03 samples = 388 value = [382, 6] 7596->7597 7660 x5_Drug <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7596->7660 7598 x1_DE <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7597->7598 7601 x10_580 <= 0.5 gini = 0.026 samples = 381 value = [376, 5] 7597->7601 7599 gini = 0.0 samples = 1 value = [0, 1] 7598->7599 7600 gini = 0.0 samples = 6 value = [6, 0] 7598->7600 7602 x7_VA <= 0.5 gini = 0.026 samples = 374 value = [369, 5] 7601->7602 7659 gini = 0.0 samples = 7 value = [7, 0] 7601->7659 7603 x7_TN <= 0.5 gini = 0.016 samples = 363 value = [360, 3] 7602->7603 7650 x1_PA <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 7602->7650 7604 x1_NJ <= 0.5 gini = 0.006 samples = 350 value = [349, 1] 7603->7604 7643 x13_0 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 7603->7643 7605 x13_4 <= 0.5 gini = 0.006 samples = 331 value = [330, 1] 7604->7605 7642 gini = 0.0 samples = 19 value = [19, 0] 7604->7642 7606 x0_Barbados <= 0.5 gini = 0.007 samples = 282 value = [281, 1] 7605->7606 7641 gini = 0.0 samples = 49 value = [49, 0] 7605->7641 7607 x11_15 <= 0.5 gini = 0.007 samples = 277 value = [276, 1] 7606->7607 7640 gini = 0.0 samples = 5 value = [5, 0] 7606->7640 7608 x7_LA <= 0.5 gini = 0.008 samples = 254 value = [253, 1] 7607->7608 7639 gini = 0.0 samples = 23 value = [23, 0] 7607->7639 7609 x7_CT <= 0.5 gini = 0.008 samples = 246 value = [245, 1] 7608->7609 7638 gini = 0.0 samples = 8 value = [8, 0] 7608->7638 7610 x0_United States <= 0.5 gini = 0.008 samples = 242 value = [241, 1] 7609->7610 7637 gini = 0.0 samples = 4 value = [4, 0] 7609->7637 7611 gini = 0.0 samples = 6 value = [6, 0] 7610->7611 7612 x7_IL <= 0.5 gini = 0.008 samples = 236 value = [235, 1] 7610->7612 7613 x16_other <= 0.5 gini = 0.009 samples = 219 value = [218, 1] 7612->7613 7636 gini = 0.0 samples = 17 value = [17, 0] 7612->7636 7614 gini = 0.0 samples = 10 value = [10, 0] 7613->7614 7615 x1_MI <= 0.5 gini = 0.01 samples = 209 value = [208, 1] 7613->7615 7616 x7_NY <= 0.5 gini = 0.01 samples = 190 value = [189, 1] 7615->7616 7635 gini = 0.0 samples = 19 value = [19, 0] 7615->7635 7617 x1_CT <= 0.5 gini = 0.012 samples = 170 value = [169, 1] 7616->7617 7634 gini = 0.0 samples = 20 value = [20, 0] 7616->7634 7618 x13_0 <= 0.5 gini = 0.015 samples = 131 value = [130, 1] 7617->7618 7633 gini = 0.0 samples = 39 value = [39, 0] 7617->7633 7619 x1_TX <= 0.5 gini = 0.018 samples = 112 value = [111, 1] 7618->7619 7632 gini = 0.0 samples = 19 value = [19, 0] 7618->7632 7620 x7_KY <= 0.5 gini = 0.018 samples = 108 value = [107, 1] 7619->7620 7631 gini = 0.0 samples = 4 value = [4, 0] 7619->7631 7621 x1_IN <= 0.5 gini = 0.019 samples = 106 value = [105, 1] 7620->7621 7630 gini = 0.0 samples = 2 value = [2, 0] 7620->7630 7622 x7_OH <= 0.5 gini = 0.019 samples = 102 value = [101, 1] 7621->7622 7629 gini = 0.0 samples = 4 value = [4, 0] 7621->7629 7623 x7_GA <= 0.5 gini = 0.021 samples = 95 value = [94, 1] 7622->7623 7628 gini = 0.0 samples = 7 value = [7, 0] 7622->7628 7624 x1_MO <= 0.5 gini = 0.022 samples = 92 value = [91, 1] 7623->7624 7627 gini = 0.0 samples = 3 value = [3, 0] 7623->7627 7625 gini = 0.0 samples = 91 value = [91, 0] 7624->7625 7626 gini = 0.0 samples = 1 value = [0, 1] 7624->7626 7644 x1_MN <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 7643->7644 7649 gini = 0.0 samples = 3 value = [3, 0] 7643->7649 7645 gini = 0.0 samples = 5 value = [5, 0] 7644->7645 7646 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 7644->7646 7647 gini = 0.0 samples = 1 value = [1, 0] 7646->7647 7648 gini = 0.5 samples = 4 value = [2, 2] 7646->7648 7651 x1_IL <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 7650->7651 7658 gini = 0.0 samples = 2 value = [2, 0] 7650->7658 7652 x1_GA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 7651->7652 7657 gini = 0.0 samples = 2 value = [2, 0] 7651->7657 7653 x1_MA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 7652->7653 7656 gini = 0.0 samples = 1 value = [1, 0] 7652->7656 7654 gini = 0.0 samples = 4 value = [4, 0] 7653->7654 7655 gini = 0.0 samples = 2 value = [0, 2] 7653->7655 7661 x7_NJ <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 7660->7661 7672 gini = 0.0 samples = 2 value = [2, 0] 7660->7672 7662 x7_OR <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7661->7662 7671 gini = 0.0 samples = 3 value = [3, 0] 7661->7671 7663 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7662->7663 7670 gini = 0.0 samples = 1 value = [1, 0] 7662->7670 7664 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7663->7664 7669 gini = 0.0 samples = 1 value = [1, 0] 7663->7669 7665 log_spend <= 3.166 gini = 0.198 samples = 9 value = [8, 1] 7664->7665 7668 gini = 0.0 samples = 2 value = [2, 0] 7664->7668 7666 gini = 0.0 samples = 6 value = [6, 0] 7665->7666 7667 gini = 0.444 samples = 3 value = [2, 1] 7665->7667 7674 x5_Device <= 0.5 gini = 0.141 samples = 341 value = [315, 26] 7673->7674 7767 x7_MS <= 0.5 gini = 0.055 samples = 71 value = [69, 2] 7673->7767 7675 x1_MD <= 0.5 gini = 0.22 samples = 175 value = [153, 22] 7674->7675 7742 x7_TX <= 0.5 gini = 0.047 samples = 166 value = [162, 4] 7674->7742 7676 log_spend <= 3.222 gini = 0.271 samples = 136 value = [114, 22] 7675->7676 7741 gini = 0.0 samples = 39 value = [39, 0] 7675->7741 7677 x13_2 <= 0.5 gini = 0.237 samples = 131 value = [113, 18] 7676->7677 7738 x1_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 7676->7738 7678 x17_incyte <= 0.5 gini = 0.296 samples = 83 value = [68, 15] 7677->7678 7727 x1_CT <= 0.5 gini = 0.117 samples = 48 value = [45, 3] 7677->7727 7679 x10_580 <= 0.5 gini = 0.308 samples = 79 value = [64, 15] 7678->7679 7726 gini = 0.0 samples = 4 value = [4, 0] 7678->7726 7680 x1_NY <= 0.5 gini = 0.295 samples = 78 value = [64, 14] 7679->7680 7725 gini = 0.0 samples = 1 value = [0, 1] 7679->7725 7681 x7_KS <= 0.5 gini = 0.304 samples = 75 value = [61, 14] 7680->7681 7724 gini = 0.0 samples = 3 value = [3, 0] 7680->7724 7682 x11_20 <= 0.5 gini = 0.31 samples = 73 value = [59, 14] 7681->7682 7723 gini = 0.0 samples = 2 value = [2, 0] 7681->7723 7683 x1_PA <= 0.5 gini = 0.296 samples = 72 value = [59, 13] 7682->7683 7722 gini = 0.0 samples = 1 value = [0, 1] 7682->7722 7684 x13_0 <= 0.5 gini = 0.092 samples = 62 value = [59, 3] 7683->7684 7721 gini = 0.0 samples = 10 value = [0, 10] 7683->7721 7685 x7_NC <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 7684->7685 7710 x5_Biological <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 7684->7710 7686 x7_SC <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 7685->7686 7709 gini = 0.0 samples = 2 value = [2, 0] 7685->7709 7687 x7_TX <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 7686->7687 7708 gini = 0.0 samples = 2 value = [2, 0] 7686->7708 7688 x17_janssen <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 7687->7688 7705 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7687->7705 7689 x11_0 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 7688->7689 7704 gini = 0.0 samples = 1 value = [1, 0] 7688->7704 7690 x17_sanofi <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7689->7690 7703 gini = 0.0 samples = 12 value = [12, 0] 7689->7703 7691 x7_MA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 7690->7691 7702 gini = 0.0 samples = 1 value = [1, 0] 7690->7702 7692 x11_3 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 7691->7692 7701 gini = 0.0 samples = 1 value = [1, 0] 7691->7701 7693 x7_OK <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7692->7693 7700 gini = 0.0 samples = 2 value = [2, 0] 7692->7700 7694 x5_Biological <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7693->7694 7699 gini = 0.0 samples = 1 value = [1, 0] 7693->7699 7695 x1_CT <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7694->7695 7698 gini = 0.0 samples = 1 value = [1, 0] 7694->7698 7696 gini = 0.5 samples = 2 value = [1, 1] 7695->7696 7697 gini = 0.0 samples = 4 value = [4, 0] 7695->7697 7706 gini = 0.0 samples = 4 value = [4, 0] 7705->7706 7707 gini = 0.0 samples = 1 value = [0, 1] 7705->7707 7711 x1_CT <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 7710->7711 7720 gini = 0.0 samples = 1 value = [1, 0] 7710->7720 7712 x7_PA <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7711->7712 7719 gini = 0.0 samples = 9 value = [9, 0] 7711->7719 7713 x11_90 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 7712->7713 7718 gini = 0.0 samples = 1 value = [1, 0] 7712->7718 7714 x12_100000000089 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 7713->7714 7717 gini = 0.0 samples = 2 value = [2, 0] 7713->7717 7715 gini = 0.0 samples = 14 value = [14, 0] 7714->7715 7716 gini = 0.0 samples = 1 value = [0, 1] 7714->7716 7728 x7_MI <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 7727->7728 7737 gini = 0.0 samples = 15 value = [15, 0] 7727->7737 7729 x1_NC <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 7728->7729 7736 gini = 0.0 samples = 2 value = [2, 0] 7728->7736 7730 x1_MA <= 0.5 gini = 0.18 samples = 30 value = [27, 3] 7729->7730 7735 gini = 0.0 samples = 1 value = [1, 0] 7729->7735 7731 x7_WI <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 7730->7731 7734 gini = 0.0 samples = 2 value = [2, 0] 7730->7734 7732 gini = 0.0 samples = 25 value = [25, 0] 7731->7732 7733 gini = 0.0 samples = 3 value = [0, 3] 7731->7733 7739 gini = 0.0 samples = 4 value = [0, 4] 7738->7739 7740 gini = 0.0 samples = 1 value = [1, 0] 7738->7740 7743 x7_MO <= 0.5 gini = 0.053 samples = 147 value = [143, 4] 7742->7743 7766 gini = 0.0 samples = 19 value = [19, 0] 7742->7766 7744 x1_NY <= 0.5 gini = 0.056 samples = 140 value = [136, 4] 7743->7744 7765 gini = 0.0 samples = 7 value = [7, 0] 7743->7765 7745 x7_SC <= 0.5 gini = 0.043 samples = 138 value = [135, 3] 7744->7745 7764 gini = 0.5 samples = 2 value = [1, 1] 7744->7764 7746 x13_2 <= 0.5 gini = 0.043 samples = 136 value = [133, 3] 7745->7746 7763 gini = 0.0 samples = 2 value = [2, 0] 7745->7763 7747 x13_5 <= 0.5 gini = 0.02 samples = 99 value = [98, 1] 7746->7747 7754 x0_United States <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 7746->7754 7748 gini = 0.0 samples = 90 value = [90, 0] 7747->7748 7749 x7_CT <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7747->7749 7750 log_spend <= 1.619 gini = 0.219 samples = 8 value = [7, 1] 7749->7750 7753 gini = 0.0 samples = 1 value = [1, 0] 7749->7753 7751 gini = 0.0 samples = 1 value = [0, 1] 7750->7751 7752 gini = 0.0 samples = 7 value = [7, 0] 7750->7752 7755 gini = 0.0 samples = 1 value = [1, 0] 7754->7755 7756 x7_TN <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 7754->7756 7757 x7_CO <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 7756->7757 7762 gini = 0.5 samples = 2 value = [1, 1] 7756->7762 7758 log_spend <= 3.217 gini = 0.059 samples = 33 value = [32, 1] 7757->7758 7761 gini = 0.0 samples = 1 value = [1, 0] 7757->7761 7759 gini = 0.0 samples = 29 value = [29, 0] 7758->7759 7760 gini = 0.375 samples = 4 value = [3, 1] 7758->7760 7768 x11_1 <= 0.5 gini = 0.056 samples = 70 value = [68, 2] 7767->7768 7771 gini = 0.0 samples = 1 value = [1, 0] 7767->7771 7769 gini = 0.0 samples = 67 value = [67, 0] 7768->7769 7770 gini = 0.444 samples = 3 value = [1, 2] 7768->7770 7775 x5_Device <= 0.5 gini = 0.166 samples = 527 value = [479, 48] 7774->7775 7938 gini = 0.0 samples = 1 value = [0, 1] 7774->7938 7776 x14_5 <= 0.5 gini = 0.275 samples = 237 value = [198, 39] 7775->7776 7853 x14_1 <= 0.5 gini = 0.06 samples = 290 value = [281, 9] 7775->7853 7777 x13_5 <= 0.5 gini = 0.284 samples = 222 value = [184, 38] 7776->7777 7850 log_spend <= 3.314 gini = 0.124 samples = 15 value = [14, 1] 7776->7850 7778 x16_other <= 0.5 gini = 0.251 samples = 211 value = [180, 31] 7777->7778 7843 x1_MA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 7777->7843 7779 gini = 0.0 samples = 16 value = [16, 0] 7778->7779 7780 x17_sanofi <= 0.5 gini = 0.267 samples = 195 value = [164, 31] 7778->7780 7781 x5_Medical Supply <= 0.5 gini = 0.261 samples = 194 value = [164, 30] 7780->7781 7842 gini = 0.0 samples = 1 value = [0, 1] 7780->7842 7782 x1_GA <= 0.5 gini = 0.263 samples = 193 value = [163, 30] 7781->7782 7841 gini = 0.0 samples = 1 value = [1, 0] 7781->7841 7783 x14_6 <= 0.5 gini = 0.292 samples = 169 value = [139, 30] 7782->7783 7840 gini = 0.0 samples = 24 value = [24, 0] 7782->7840 7784 log_spend <= 3.275 gini = 0.314 samples = 154 value = [124, 30] 7783->7784 7839 gini = 0.0 samples = 15 value = [15, 0] 7783->7839 7785 x14_2 <= 0.5 gini = 0.29 samples = 148 value = [122, 26] 7784->7785 7836 x1_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 7784->7836 7786 x5_Drug <= 0.5 gini = 0.138 samples = 121 value = [112, 9] 7785->7786 7823 log_spend <= 2.922 gini = 0.466 samples = 27 value = [10, 17] 7785->7823 7787 x13_2 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 7786->7787 7798 x1_NC <= 0.5 gini = 0.11 samples = 103 value = [97, 6] 7786->7798 7788 x14_9 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 7787->7788 7797 gini = 0.444 samples = 3 value = [2, 1] 7787->7797 7789 x14_12 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 7788->7789 7796 gini = 0.0 samples = 3 value = [3, 0] 7788->7796 7790 x13_0 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 7789->7790 7795 gini = 0.0 samples = 3 value = [3, 0] 7789->7795 7791 x11_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 7790->7791 7794 gini = 0.0 samples = 1 value = [1, 0] 7790->7794 7792 gini = 0.0 samples = 5 value = [5, 0] 7791->7792 7793 gini = 0.444 samples = 3 value = [1, 2] 7791->7793 7799 x1_IL <= 0.5 gini = 0.111 samples = 102 value = [96, 6] 7798->7799 7822 gini = 0.0 samples = 1 value = [1, 0] 7798->7822 7800 x14_7 <= 0.5 gini = 0.153 samples = 72 value = [66, 6] 7799->7800 7821 gini = 0.0 samples = 30 value = [30, 0] 7799->7821 7801 x1_NJ <= 0.5 gini = 0.17 samples = 64 value = [58, 6] 7800->7801 7820 gini = 0.0 samples = 8 value = [8, 0] 7800->7820 7802 x13_4 <= 0.5 gini = 0.185 samples = 58 value = [52, 6] 7801->7802 7819 gini = 0.0 samples = 6 value = [6, 0] 7801->7819 7803 x14_8 <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 7802->7803 7812 log_spend <= 2.556 gini = 0.496 samples = 11 value = [6, 5] 7802->7812 7804 x14_10 <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 7803->7804 7811 gini = 0.0 samples = 6 value = [6, 0] 7803->7811 7805 log_spend <= 2.772 gini = 0.074 samples = 26 value = [25, 1] 7804->7805 7810 gini = 0.0 samples = 15 value = [15, 0] 7804->7810 7806 gini = 0.0 samples = 13 value = [13, 0] 7805->7806 7807 x1_PA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7805->7807 7808 gini = 0.0 samples = 11 value = [11, 0] 7807->7808 7809 gini = 0.5 samples = 2 value = [1, 1] 7807->7809 7813 x11_90 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7812->7813 7818 gini = 0.0 samples = 4 value = [0, 4] 7812->7818 7814 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7813->7814 7817 gini = 0.0 samples = 2 value = [2, 0] 7813->7817 7815 gini = 0.375 samples = 4 value = [3, 1] 7814->7815 7816 gini = 0.0 samples = 1 value = [1, 0] 7814->7816 7824 log_spend <= 2.852 gini = 0.32 samples = 20 value = [4, 16] 7823->7824 7833 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7823->7833 7825 x11_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 7824->7825 7832 gini = 0.0 samples = 11 value = [0, 11] 7824->7832 7826 x11_60 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 7825->7826 7831 gini = 0.0 samples = 1 value = [1, 0] 7825->7831 7827 x1_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 7826->7827 7830 gini = 0.0 samples = 2 value = [2, 0] 7826->7830 7828 gini = 0.0 samples = 1 value = [1, 0] 7827->7828 7829 gini = 0.0 samples = 5 value = [0, 5] 7827->7829 7834 gini = 0.0 samples = 6 value = [6, 0] 7833->7834 7835 gini = 0.0 samples = 1 value = [0, 1] 7833->7835 7837 gini = 0.5 samples = 4 value = [2, 2] 7836->7837 7838 gini = 0.0 samples = 2 value = [0, 2] 7836->7838 7844 x1_NA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 7843->7844 7849 gini = 0.0 samples = 1 value = [1, 0] 7843->7849 7845 x11_30 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 7844->7845 7848 gini = 0.0 samples = 2 value = [2, 0] 7844->7848 7846 gini = 0.0 samples = 7 value = [0, 7] 7845->7846 7847 gini = 0.0 samples = 1 value = [1, 0] 7845->7847 7851 gini = 0.0 samples = 14 value = [14, 0] 7850->7851 7852 gini = 0.0 samples = 1 value = [0, 1] 7850->7852 7854 x1_PA <= 0.5 gini = 0.064 samples = 272 value = [263, 9] 7853->7854 7937 gini = 0.0 samples = 18 value = [18, 0] 7853->7937 7855 x14_9 <= 0.5 gini = 0.075 samples = 232 value = [223, 9] 7854->7855 7936 gini = 0.0 samples = 40 value = [40, 0] 7854->7936 7856 x14_3 <= 0.5 gini = 0.078 samples = 220 value = [211, 9] 7855->7856 7935 gini = 0.0 samples = 12 value = [12, 0] 7855->7935 7857 x1_CA <= 0.5 gini = 0.069 samples = 196 value = [189, 7] 7856->7857 7932 x1_TN <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 7856->7932 7858 x1_OK <= 0.5 gini = 0.053 samples = 148 value = [144, 4] 7857->7858 7905 x13_0 <= 0.5 gini = 0.117 samples = 48 value = [45, 3] 7857->7905 7859 x13_0 <= 0.5 gini = 0.053 samples = 147 value = [143, 4] 7858->7859 7904 gini = 0.0 samples = 1 value = [1, 0] 7858->7904 7860 x0_Canada <= 0.5 gini = 0.045 samples = 131 value = [128, 3] 7859->7860 7891 x14_11 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 7859->7891 7861 x13_3 <= 0.5 gini = 0.046 samples = 126 value = [123, 3] 7860->7861 7890 gini = 0.0 samples = 5 value = [5, 0] 7860->7890 7862 x16_other <= 0.5 gini = 0.021 samples = 95 value = [94, 1] 7861->7862 7881 x1_MI <= 0.5 gini = 0.121 samples = 31 value = [29, 2] 7861->7881 7863 gini = 0.0 samples = 6 value = [6, 0] 7862->7863 7864 x1_CO <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 7862->7864 7865 x1_FL <= 0.5 gini = 0.023 samples = 87 value = [86, 1] 7864->7865 7880 gini = 0.0 samples = 2 value = [2, 0] 7864->7880 7866 x1_IL <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 7865->7866 7879 gini = 0.0 samples = 8 value = [8, 0] 7865->7879 7867 x14_10 <= 0.5 gini = 0.025 samples = 78 value = [77, 1] 7866->7867 7878 gini = 0.0 samples = 1 value = [1, 0] 7866->7878 7868 x14_6 <= 0.5 gini = 0.029 samples = 69 value = [68, 1] 7867->7868 7877 gini = 0.0 samples = 9 value = [9, 0] 7867->7877 7869 x14_12 <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 7868->7869 7876 gini = 0.0 samples = 13 value = [13, 0] 7868->7876 7870 gini = 0.0 samples = 47 value = [47, 0] 7869->7870 7871 x13_2 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7869->7871 7872 log_spend <= 2.509 gini = 0.245 samples = 7 value = [6, 1] 7871->7872 7875 gini = 0.0 samples = 2 value = [2, 0] 7871->7875 7873 gini = 0.0 samples = 3 value = [3, 0] 7872->7873 7874 gini = 0.375 samples = 4 value = [3, 1] 7872->7874 7882 x14_2 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 7881->7882 7889 gini = 0.0 samples = 6 value = [6, 0] 7881->7889 7883 x14_12 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 7882->7883 7888 gini = 0.444 samples = 3 value = [2, 1] 7882->7888 7884 log_spend <= 2.169 gini = 0.091 samples = 21 value = [20, 1] 7883->7884 7887 gini = 0.0 samples = 1 value = [1, 0] 7883->7887 7885 gini = 0.5 samples = 2 value = [1, 1] 7884->7885 7886 gini = 0.0 samples = 19 value = [19, 0] 7884->7886 7892 x14_4 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 7891->7892 7903 gini = 0.0 samples = 2 value = [2, 0] 7891->7903 7893 x1_NY <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7892->7893 7902 gini = 0.0 samples = 1 value = [1, 0] 7892->7902 7894 x1_MN <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 7893->7894 7901 gini = 0.0 samples = 1 value = [1, 0] 7893->7901 7895 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7894->7895 7900 gini = 0.0 samples = 4 value = [4, 0] 7894->7900 7896 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7895->7896 7899 gini = 0.0 samples = 2 value = [2, 0] 7895->7899 7897 gini = 0.0 samples = 5 value = [5, 0] 7896->7897 7898 gini = 0.0 samples = 1 value = [0, 1] 7896->7898 7906 x14_2 <= 0.5 gini = 0.127 samples = 44 value = [41, 3] 7905->7906 7931 gini = 0.0 samples = 4 value = [4, 0] 7905->7931 7907 x13_2 <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 7906->7907 7928 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7906->7928 7908 x14_8 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 7907->7908 7919 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 7907->7919 7909 x14_11 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 7908->7909 7918 gini = 0.0 samples = 5 value = [5, 0] 7908->7918 7910 x13_3 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 7909->7910 7917 gini = 0.0 samples = 2 value = [2, 0] 7909->7917 7911 x13_5 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 7910->7911 7916 gini = 0.0 samples = 6 value = [6, 0] 7910->7916 7912 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7911->7912 7915 gini = 0.0 samples = 4 value = [4, 0] 7911->7915 7913 gini = 0.375 samples = 4 value = [3, 1] 7912->7913 7914 gini = 0.0 samples = 2 value = [2, 0] 7912->7914 7920 log_spend <= 3.149 gini = 0.153 samples = 12 value = [11, 1] 7919->7920 7927 gini = 0.0 samples = 1 value = [1, 0] 7919->7927 7921 gini = 0.0 samples = 5 value = [5, 0] 7920->7921 7922 x14_6 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 7920->7922 7923 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7922->7923 7926 gini = 0.0 samples = 1 value = [1, 0] 7922->7926 7924 gini = 0.0 samples = 5 value = [5, 0] 7923->7924 7925 gini = 0.0 samples = 1 value = [0, 1] 7923->7925 7929 gini = 0.0 samples = 6 value = [6, 0] 7928->7929 7930 gini = 0.5 samples = 2 value = [1, 1] 7928->7930 7933 gini = 0.0 samples = 22 value = [22, 0] 7932->7933 7934 gini = 0.0 samples = 2 value = [0, 2] 7932->7934 7942 x7_MI <= 0.5 gini = 0.173 samples = 450 value = [407, 43] 7941->7942 8183 gini = 0.0 samples = 13 value = [13, 0] 7941->8183 7943 x7_NY <= 0.5 gini = 0.179 samples = 434 value = [391, 43] 7942->7943 8182 gini = 0.0 samples = 16 value = [16, 0] 7942->8182 7944 x13_4 <= 0.5 gini = 0.16 samples = 400 value = [365, 35] 7943->7944 8161 x14_1 <= 0.5 gini = 0.36 samples = 34 value = [26, 8] 7943->8161 7945 x13_1 <= 0.5 gini = 0.15 samples = 343 value = [315, 28] 7944->7945 8118 x7_FL <= 0.5 gini = 0.215 samples = 57 value = [50, 7] 7944->8118 7946 x7_NC <= 0.5 gini = 0.16 samples = 240 value = [219, 21] 7945->7946 8067 x7_TN <= 0.5 gini = 0.127 samples = 103 value = [96, 7] 7945->8067 7947 x7_KS <= 0.5 gini = 0.167 samples = 228 value = [207, 21] 7946->7947 8066 gini = 0.0 samples = 12 value = [12, 0] 7946->8066 7948 x7_AR <= 0.5 gini = 0.161 samples = 226 value = [206, 20] 7947->7948 8065 gini = 0.5 samples = 2 value = [1, 1] 7947->8065 7949 x14_12 <= 0.5 gini = 0.156 samples = 223 value = [204, 19] 7948->7949 8064 gini = 0.444 samples = 3 value = [2, 1] 7948->8064 7950 x11_1 <= 0.5 gini = 0.154 samples = 214 value = [196, 18] 7949->7950 8059 x11_0 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 7949->8059 7951 x7_WA <= 0.5 gini = 0.278 samples = 72 value = [60, 12] 7950->7951 8020 x14_2 <= 0.5 gini = 0.081 samples = 142 value = [136, 6] 7950->8020 7952 x14_5 <= 0.5 gini = 0.281 samples = 71 value = [59, 12] 7951->7952 8019 gini = 0.0 samples = 1 value = [1, 0] 7951->8019 7953 x7_KY <= 0.5 gini = 0.271 samples = 62 value = [52, 10] 7952->7953 8014 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 7952->8014 7954 x7_PR <= 0.5 gini = 0.274 samples = 61 value = [51, 10] 7953->7954 8013 gini = 0.0 samples = 1 value = [1, 0] 7953->8013 7955 x13_3 <= 0.5 gini = 0.255 samples = 60 value = [51, 9] 7954->7955 8012 gini = 0.0 samples = 1 value = [0, 1] 7954->8012 7956 x7_AZ <= 0.5 gini = 0.264 samples = 32 value = [27, 5] 7955->7956 7979 x7_CA <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 7955->7979 7957 x13_5 <= 0.5 gini = 0.271 samples = 31 value = [26, 5] 7956->7957 7978 gini = 0.0 samples = 1 value = [1, 0] 7956->7978 7958 x14_11 <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 7957->7958 7977 gini = 0.0 samples = 1 value = [0, 1] 7957->7977 7959 x14_10 <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 7958->7959 7976 gini = 0.0 samples = 4 value = [4, 0] 7958->7976 7960 x14_7 <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 7959->7960 7973 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 7959->7973 7961 x14_6 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 7960->7961 7972 gini = 0.0 samples = 3 value = [3, 0] 7960->7972 7962 x14_3 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 7961->7962 7971 gini = 0.0 samples = 3 value = [3, 0] 7961->7971 7963 x7_IL <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 7962->7963 7970 gini = 0.0 samples = 4 value = [4, 0] 7962->7970 7964 x7_FL <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 7963->7964 7969 gini = 0.0 samples = 1 value = [1, 0] 7963->7969 7965 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 7964->7965 7968 gini = 0.0 samples = 2 value = [0, 2] 7964->7968 7966 gini = 0.0 samples = 7 value = [7, 0] 7965->7966 7967 gini = 0.0 samples = 1 value = [0, 1] 7965->7967 7974 gini = 0.444 samples = 3 value = [2, 1] 7973->7974 7975 gini = 0.0 samples = 2 value = [2, 0] 7973->7975 7980 x7_CT <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 7979->7980 8011 gini = 0.0 samples = 1 value = [0, 1] 7979->8011 7981 x14_7 <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 7980->7981 8010 gini = 0.0 samples = 1 value = [1, 0] 7980->8010 7982 x14_8 <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 7981->7982 8009 gini = 0.0 samples = 2 value = [2, 0] 7981->8009 7983 x7_PA <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 7982->7983 8008 gini = 0.0 samples = 3 value = [3, 0] 7982->8008 7984 x7_TN <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 7983->7984 8007 gini = 0.0 samples = 1 value = [1, 0] 7983->8007 7985 x7_OH <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 7984->7985 8006 gini = 0.0 samples = 2 value = [2, 0] 7984->8006 7986 x7_CO <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 7985->7986 8005 gini = 0.0 samples = 1 value = [1, 0] 7985->8005 7987 x14_6 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 7986->7987 8004 gini = 0.0 samples = 1 value = [0, 1] 7986->8004 7988 x14_2 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 7987->7988 8003 gini = 0.0 samples = 1 value = [1, 0] 7987->8003 7989 x14_9 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 7988->7989 8002 gini = 0.0 samples = 2 value = [2, 0] 7988->8002 7990 x14_3 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 7989->7990 8001 gini = 0.0 samples = 2 value = [2, 0] 7989->8001 7991 x7_MT <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 7990->7991 8000 gini = 0.0 samples = 3 value = [3, 0] 7990->8000 7992 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 7991->7992 7999 gini = 0.0 samples = 1 value = [1, 0] 7991->7999 7993 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 7992->7993 7998 gini = 0.0 samples = 1 value = [0, 1] 7992->7998 7994 log_spend <= 3.212 gini = 0.32 samples = 5 value = [4, 1] 7993->7994 7997 gini = 0.0 samples = 1 value = [1, 0] 7993->7997 7995 gini = 0.0 samples = 4 value = [4, 0] 7994->7995 7996 gini = 0.0 samples = 1 value = [0, 1] 7994->7996 8015 gini = 0.0 samples = 4 value = [4, 0] 8014->8015 8016 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 8014->8016 8017 gini = 0.375 samples = 4 value = [3, 1] 8016->8017 8018 gini = 0.0 samples = 1 value = [0, 1] 8016->8018 8021 x7_KY <= 0.5 gini = 0.063 samples = 123 value = [119, 4] 8020->8021 8046 x7_FL <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 8020->8046 8022 x7_FL <= 0.5 gini = 0.05 samples = 118 value = [115, 3] 8021->8022 8043 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 8021->8043 8023 x7_CA <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 8022->8023 8040 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 8022->8040 8024 x14_9 <= 0.5 gini = 0.019 samples = 103 value = [102, 1] 8023->8024 8039 gini = 0.0 samples = 8 value = [8, 0] 8023->8039 8025 x14_4 <= 0.5 gini = 0.022 samples = 90 value = [89, 1] 8024->8025 8038 gini = 0.0 samples = 13 value = [13, 0] 8024->8038 8026 x13_0 <= 0.5 gini = 0.026 samples = 77 value = [76, 1] 8025->8026 8037 gini = 0.0 samples = 13 value = [13, 0] 8025->8037 8027 gini = 0.0 samples = 56 value = [56, 0] 8026->8027 8028 x14_6 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 8026->8028 8029 x14_3 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 8028->8029 8036 gini = 0.0 samples = 1 value = [1, 0] 8028->8036 8030 x7_LA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 8029->8030 8035 gini = 0.0 samples = 3 value = [3, 0] 8029->8035 8031 x7_OH <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 8030->8031 8034 gini = 0.0 samples = 2 value = [2, 0] 8030->8034 8032 gini = 0.0 samples = 14 value = [14, 0] 8031->8032 8033 gini = 0.0 samples = 1 value = [0, 1] 8031->8033 8041 gini = 0.0 samples = 3 value = [3, 0] 8040->8041 8042 gini = 0.5 samples = 4 value = [2, 2] 8040->8042 8044 gini = 0.375 samples = 4 value = [3, 1] 8043->8044 8045 gini = 0.0 samples = 1 value = [1, 0] 8043->8045 8047 x7_GA <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 8046->8047 8058 gini = 0.0 samples = 1 value = [1, 0] 8046->8058 8048 x7_CA <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 8047->8048 8057 gini = 0.0 samples = 2 value = [2, 0] 8047->8057 8049 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 8048->8049 8056 gini = 0.5 samples = 2 value = [1, 1] 8048->8056 8050 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 8049->8050 8055 gini = 0.0 samples = 2 value = [2, 0] 8049->8055 8051 gini = 0.0 samples = 6 value = [6, 0] 8050->8051 8052 log_spend <= 2.978 gini = 0.278 samples = 6 value = [5, 1] 8050->8052 8053 gini = 0.0 samples = 5 value = [5, 0] 8052->8053 8054 gini = 0.0 samples = 1 value = [0, 1] 8052->8054 8060 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8059->8060 8063 gini = 0.0 samples = 3 value = [3, 0] 8059->8063 8061 gini = 0.0 samples = 4 value = [4, 0] 8060->8061 8062 gini = 0.5 samples = 2 value = [1, 1] 8060->8062 8068 x7_IN <= 0.5 gini = 0.133 samples = 98 value = [91, 7] 8067->8068 8117 gini = 0.0 samples = 5 value = [5, 0] 8067->8117 8069 x7_LA <= 0.5 gini = 0.138 samples = 94 value = [87, 7] 8068->8069 8116 gini = 0.0 samples = 4 value = [4, 0] 8068->8116 8070 x7_OK <= 0.5 gini = 0.143 samples = 90 value = [83, 7] 8069->8070 8115 gini = 0.0 samples = 4 value = [4, 0] 8069->8115 8071 x7_KY <= 0.5 gini = 0.146 samples = 88 value = [81, 7] 8070->8071 8114 gini = 0.0 samples = 2 value = [2, 0] 8070->8114 8072 x7_FL <= 0.5 gini = 0.148 samples = 87 value = [80, 7] 8071->8072 8113 gini = 0.0 samples = 1 value = [1, 0] 8071->8113 8073 x14_1 <= 0.5 gini = 0.158 samples = 81 value = [74, 7] 8072->8073 8112 gini = 0.0 samples = 6 value = [6, 0] 8072->8112 8074 x14_8 <= 0.5 gini = 0.126 samples = 74 value = [69, 5] 8073->8074 8109 x11_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 8073->8109 8075 x7_DE <= 0.5 gini = 0.133 samples = 70 value = [65, 5] 8074->8075 8108 gini = 0.0 samples = 4 value = [4, 0] 8074->8108 8076 x7_PA <= 0.5 gini = 0.136 samples = 68 value = [63, 5] 8075->8076 8107 gini = 0.0 samples = 2 value = [2, 0] 8075->8107 8077 x14_12 <= 0.5 gini = 0.146 samples = 63 value = [58, 5] 8076->8077 8106 gini = 0.0 samples = 5 value = [5, 0] 8076->8106 8078 x7_TX <= 0.5 gini = 0.095 samples = 60 value = [57, 3] 8077->8078 8105 gini = 0.444 samples = 3 value = [1, 2] 8077->8105 8079 x14_10 <= 0.5 gini = 0.115 samples = 49 value = [46, 3] 8078->8079 8104 gini = 0.0 samples = 11 value = [11, 0] 8078->8104 8080 x7_AZ <= 0.5 gini = 0.133 samples = 42 value = [39, 3] 8079->8080 8103 gini = 0.0 samples = 7 value = [7, 0] 8079->8103 8081 x7_VA <= 0.5 gini = 0.136 samples = 41 value = [38, 3] 8080->8081 8102 gini = 0.0 samples = 1 value = [1, 0] 8080->8102 8082 x7_NJ <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 8081->8082 8101 gini = 0.0 samples = 5 value = [5, 0] 8081->8101 8083 x7_CT <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 8082->8083 8100 gini = 0.0 samples = 4 value = [4, 0] 8082->8100 8084 x7_UT <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 8083->8084 8099 gini = 0.0 samples = 1 value = [1, 0] 8083->8099 8085 x14_5 <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 8084->8085 8098 gini = 0.0 samples = 2 value = [2, 0] 8084->8098 8086 x7_OH <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 8085->8086 8095 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 8085->8095 8087 x11_0 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 8086->8087 8094 gini = 0.0 samples = 2 value = [2, 0] 8086->8094 8088 x14_9 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 8087->8088 8093 gini = 0.0 samples = 10 value = [10, 0] 8087->8093 8089 log_spend <= 2.345 gini = 0.245 samples = 7 value = [6, 1] 8088->8089 8092 gini = 0.444 samples = 3 value = [2, 1] 8088->8092 8090 gini = 0.0 samples = 1 value = [0, 1] 8089->8090 8091 gini = 0.0 samples = 6 value = [6, 0] 8089->8091 8096 gini = 0.375 samples = 4 value = [3, 1] 8095->8096 8097 gini = 0.0 samples = 3 value = [3, 0] 8095->8097 8110 gini = 0.0 samples = 4 value = [4, 0] 8109->8110 8111 gini = 0.444 samples = 3 value = [1, 2] 8109->8111 8119 x7_IL <= 0.5 gini = 0.219 samples = 56 value = [49, 7] 8118->8119 8160 gini = 0.0 samples = 1 value = [1, 0] 8118->8160 8120 x14_4 <= 0.5 gini = 0.147 samples = 50 value = [46, 4] 8119->8120 8155 x14_4 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 8119->8155 8121 x14_11 <= 0.5 gini = 0.153 samples = 48 value = [44, 4] 8120->8121 8154 gini = 0.0 samples = 2 value = [2, 0] 8120->8154 8122 x14_8 <= 0.5 gini = 0.156 samples = 47 value = [43, 4] 8121->8122 8153 gini = 0.0 samples = 1 value = [1, 0] 8121->8153 8123 x14_9 <= 0.5 gini = 0.169 samples = 43 value = [39, 4] 8122->8123 8152 gini = 0.0 samples = 4 value = [4, 0] 8122->8152 8124 x14_5 <= 0.5 gini = 0.149 samples = 37 value = [34, 3] 8123->8124 8147 x7_IN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8123->8147 8125 x7_PR <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 8124->8125 8146 gini = 0.0 samples = 3 value = [3, 0] 8124->8146 8126 x14_3 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 8125->8126 8145 gini = 0.0 samples = 2 value = [0, 2] 8125->8145 8127 x7_MO <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 8126->8127 8144 gini = 0.0 samples = 8 value = [8, 0] 8126->8144 8128 x7_OH <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 8127->8128 8143 gini = 0.0 samples = 1 value = [1, 0] 8127->8143 8129 x7_MD <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 8128->8129 8142 gini = 0.0 samples = 5 value = [5, 0] 8128->8142 8130 x14_12 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 8129->8130 8141 gini = 0.0 samples = 1 value = [1, 0] 8129->8141 8131 x14_1 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 8130->8131 8140 gini = 0.0 samples = 2 value = [2, 0] 8130->8140 8132 x14_7 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 8131->8132 8139 gini = 0.0 samples = 4 value = [4, 0] 8131->8139 8133 x7_WI <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 8132->8133 8138 gini = 0.0 samples = 3 value = [3, 0] 8132->8138 8134 x14_6 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 8133->8134 8137 gini = 0.0 samples = 1 value = [1, 0] 8133->8137 8135 gini = 0.375 samples = 4 value = [3, 1] 8134->8135 8136 gini = 0.0 samples = 3 value = [3, 0] 8134->8136 8148 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 8147->8148 8151 gini = 0.0 samples = 1 value = [1, 0] 8147->8151 8149 gini = 0.375 samples = 4 value = [3, 1] 8148->8149 8150 gini = 0.0 samples = 1 value = [1, 0] 8148->8150 8156 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 8155->8156 8159 gini = 0.0 samples = 1 value = [1, 0] 8155->8159 8157 gini = 0.5 samples = 4 value = [2, 2] 8156->8157 8158 gini = 0.0 samples = 1 value = [0, 1] 8156->8158 8162 x5_Biological <= 0.5 gini = 0.358 samples = 30 value = [23, 7] 8161->8162 8181 gini = 0.375 samples = 4 value = [3, 1] 8161->8181 8163 x13_3 <= 0.5 gini = 0.366 samples = 29 value = [22, 7] 8162->8163 8180 gini = 0.0 samples = 1 value = [1, 0] 8162->8180 8164 x14_7 <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 8163->8164 8175 x14_2 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 8163->8175 8165 x13_0 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 8164->8165 8174 gini = 0.444 samples = 3 value = [2, 1] 8164->8174 8166 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 8165->8166 8173 gini = 0.375 samples = 4 value = [3, 1] 8165->8173 8167 x13_1 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 8166->8167 8172 gini = 0.0 samples = 1 value = [1, 0] 8166->8172 8168 x14_5 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 8167->8168 8171 gini = 0.0 samples = 3 value = [3, 0] 8167->8171 8169 gini = 0.0 samples = 9 value = [9, 0] 8168->8169 8170 gini = 0.0 samples = 1 value = [0, 1] 8168->8170 8176 x11_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 8175->8176 8179 gini = 0.0 samples = 1 value = [1, 0] 8175->8179 8177 gini = 0.444 samples = 3 value = [2, 1] 8176->8177 8178 gini = 0.375 samples = 4 value = [1, 3] 8176->8178 8188 x16_resp <= 0.5 gini = 0.008 samples = 4499 value = [4481, 18] 8187->8188 8283 gini = 0.0 samples = 14 value = [14, 0] 8187->8283 8189 x11_0 <= 0.5 gini = 0.01 samples = 3541 value = [3523, 18] 8188->8189 8282 gini = 0.0 samples = 958 value = [958, 0] 8188->8282 8190 x7_NY <= 0.5 gini = 0.021 samples = 1571 value = [1554, 17] 8189->8190 8279 x4_In-kind items and services <= 0.5 gini = 0.001 samples = 1970 value = [1969, 1] 8189->8279 8191 x11_2 <= 0.5 gini = 0.023 samples = 1475 value = [1458, 17] 8190->8191 8278 gini = 0.0 samples = 96 value = [96, 0] 8190->8278 8192 x14_7 <= 0.5 gini = 0.069 samples = 475 value = [458, 17] 8191->8192 8277 gini = 0.0 samples = 1000 value = [1000, 0] 8191->8277 8193 x14_11 <= 0.5 gini = 0.061 samples = 441 value = [427, 14] 8192->8193 8268 x7_CA <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 8192->8268 8194 x7_GA <= 0.5 gini = 0.052 samples = 412 value = [401, 11] 8193->8194 8265 x9_69 <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 8193->8265 8195 x14_12 <= 0.5 gini = 0.053 samples = 403 value = [392, 11] 8194->8195 8264 gini = 0.0 samples = 9 value = [9, 0] 8194->8264 8196 x7_AL <= 0.5 gini = 0.056 samples = 384 value = [373, 11] 8195->8196 8263 gini = 0.0 samples = 19 value = [19, 0] 8195->8263 8197 x7_PR <= 0.5 gini = 0.047 samples = 376 value = [367, 9] 8196->8197 8258 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 8196->8258 8198 x14_1 <= 0.5 gini = 0.042 samples = 375 value = [367, 8] 8197->8198 8257 gini = 0.0 samples = 1 value = [0, 1] 8197->8257 8199 x7_CO <= 0.5 gini = 0.024 samples = 325 value = [321, 4] 8198->8199 8240 x11_30 <= 0.5 gini = 0.147 samples = 50 value = [46, 4] 8198->8240 8200 x16_other <= 0.5 gini = 0.025 samples = 319 value = [315, 4] 8199->8200 8239 gini = 0.0 samples = 6 value = [6, 0] 8199->8239 8201 x13_0 <= 0.5 gini = 0.031 samples = 192 value = [189, 3] 8200->8201 8226 x7_KY <= 0.5 gini = 0.016 samples = 127 value = [126, 1] 8200->8226 8202 x7_CA <= 0.5 gini = 0.025 samples = 159 value = [157, 2] 8201->8202 8217 x14_6 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 8201->8217 8203 x13_2 <= 0.5 gini = 0.014 samples = 137 value = [136, 1] 8202->8203 8210 x16_gastro <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 8202->8210 8204 x7_NC <= 0.5 gini = 0.02 samples = 98 value = [97, 1] 8203->8204 8209 gini = 0.0 samples = 39 value = [39, 0] 8203->8209 8205 x4_Cash or cash equivalent <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 8204->8205 8208 gini = 0.0 samples = 5 value = [5, 0] 8204->8208 8206 gini = 0.0 samples = 92 value = [92, 0] 8205->8206 8207 gini = 0.0 samples = 1 value = [0, 1] 8205->8207 8211 gini = 0.0 samples = 12 value = [12, 0] 8210->8211 8212 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 8210->8212 8213 log_spend <= 3.256 gini = 0.198 samples = 9 value = [8, 1] 8212->8213 8216 gini = 0.0 samples = 1 value = [1, 0] 8212->8216 8214 gini = 0.0 samples = 7 value = [7, 0] 8213->8214 8215 gini = 0.5 samples = 2 value = [1, 1] 8213->8215 8218 x7_CA <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 8217->8218 8225 gini = 0.0 samples = 3 value = [3, 0] 8217->8225 8219 x14_5 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 8218->8219 8224 gini = 0.0 samples = 4 value = [4, 0] 8218->8224 8220 x9_69 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 8219->8220 8223 gini = 0.0 samples = 7 value = [7, 0] 8219->8223 8221 gini = 0.0 samples = 1 value = [0, 1] 8220->8221 8222 gini = 0.0 samples = 18 value = [18, 0] 8220->8222 8227 log_spend <= 2.755 gini = 0.016 samples = 123 value = [122, 1] 8226->8227 8238 gini = 0.0 samples = 4 value = [4, 0] 8226->8238 8228 gini = 0.0 samples = 98 value = [98, 0] 8227->8228 8229 x13_1 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 8227->8229 8230 x13_2 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 8229->8230 8237 gini = 0.0 samples = 4 value = [4, 0] 8229->8237 8231 x7_TX <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 8230->8231 8236 gini = 0.0 samples = 5 value = [5, 0] 8230->8236 8232 gini = 0.0 samples = 10 value = [10, 0] 8231->8232 8233 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8231->8233 8234 gini = 0.0 samples = 5 value = [5, 0] 8233->8234 8235 gini = 0.0 samples = 1 value = [0, 1] 8233->8235 8241 x16_oncol <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 8240->8241 8250 x9_69 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 8240->8250 8242 x7_TX <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 8241->8242 8247 log_spend <= 2.02 gini = 0.278 samples = 6 value = [5, 1] 8241->8247 8243 x4_Cash or cash equivalent <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 8242->8243 8246 gini = 0.0 samples = 2 value = [2, 0] 8242->8246 8244 gini = 0.0 samples = 21 value = [21, 0] 8243->8244 8245 gini = 0.0 samples = 2 value = [0, 2] 8243->8245 8248 gini = 0.5 samples = 2 value = [1, 1] 8247->8248 8249 gini = 0.0 samples = 4 value = [4, 0] 8247->8249 8251 gini = 0.0 samples = 12 value = [12, 0] 8250->8251 8252 x7_IN <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 8250->8252 8253 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8252->8253 8256 gini = 0.0 samples = 1 value = [1, 0] 8252->8256 8254 gini = 0.0 samples = 5 value = [5, 0] 8253->8254 8255 gini = 0.0 samples = 1 value = [0, 1] 8253->8255 8259 x9_0 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 8258->8259 8262 gini = 0.0 samples = 1 value = [1, 0] 8258->8262 8260 gini = 0.0 samples = 5 value = [5, 0] 8259->8260 8261 gini = 0.0 samples = 2 value = [0, 2] 8259->8261 8266 gini = 0.375 samples = 4 value = [1, 3] 8265->8266 8267 gini = 0.0 samples = 25 value = [25, 0] 8265->8267 8269 x13_3 <= 0.5 gini = 0.18 samples = 30 value = [27, 3] 8268->8269 8276 gini = 0.0 samples = 4 value = [4, 0] 8268->8276 8270 gini = 0.0 samples = 18 value = [18, 0] 8269->8270 8271 log_spend <= 3.052 gini = 0.375 samples = 12 value = [9, 3] 8269->8271 8272 x4_In-kind items and services <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 8271->8272 8275 gini = 0.0 samples = 2 value = [0, 2] 8271->8275 8273 gini = 0.0 samples = 1 value = [0, 1] 8272->8273 8274 gini = 0.0 samples = 9 value = [9, 0] 8272->8274 8280 gini = 0.0 samples = 1 value = [0, 1] 8279->8280 8281 gini = 0.0 samples = 1969 value = [1969, 0] 8279->8281 8285 x13_6 <= 0.5 gini = 0.037 samples = 4773 value = [4683, 90] 8284->8285 8378 gini = 0.0 samples = 158 value = [158, 0] 8284->8378 8286 x14_3 <= 0.5 gini = 0.024 samples = 4709 value = [4653, 56] 8285->8286 8355 x1_PA <= 0.5 gini = 0.498 samples = 64 value = [30, 34] 8285->8355 8287 x16_other <= 0.5 gini = 0.026 samples = 4250 value = [4195, 55] 8286->8287 8334 x4_In-kind items and services <= 0.5 gini = 0.004 samples = 459 value = [458, 1] 8286->8334 8288 x7_AL <= 0.5 gini = 0.003 samples = 2956 value = [2952, 4] 8287->8288 8321 x4_Cash or cash equivalent <= 0.5 gini = 0.076 samples = 1294 value = [1243, 51] 8287->8321 8289 x7_AR <= 0.5 gini = 0.003 samples = 2880 value = [2876, 4] 8288->8289 8320 gini = 0.0 samples = 76 value = [76, 0] 8288->8320 8290 x7_OH <= 0.5 gini = 0.003 samples = 2847 value = [2843, 4] 8289->8290 8319 gini = 0.0 samples = 33 value = [33, 0] 8289->8319 8291 x1_DE <= 0.5 gini = 0.003 samples = 2734 value = [2730, 4] 8290->8291 8318 gini = 0.0 samples = 113 value = [113, 0] 8290->8318 8292 x1_NC <= 0.5 gini = 0.007 samples = 1123 value = [1119, 4] 8291->8292 8317 gini = 0.0 samples = 1611 value = [1611, 0] 8291->8317 8293 x7_DC <= 0.5 gini = 0.042 samples = 187 value = [183, 4] 8292->8293 8316 gini = 0.0 samples = 936 value = [936, 0] 8292->8316 8294 x7_GA <= 0.5 gini = 0.042 samples = 186 value = [182, 4] 8293->8294 8315 gini = 0.0 samples = 1 value = [1, 0] 8293->8315 8295 x7_FL <= 0.5 gini = 0.044 samples = 176 value = [172, 4] 8294->8295 8314 gini = 0.0 samples = 10 value = [10, 0] 8294->8314 8296 x15_cardiovascular <= 0.5 gini = 0.037 samples = 157 value = [154, 3] 8295->8296 8305 x15_cardiovascular <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 8295->8305 8297 x7_NJ <= 0.5 gini = 0.059 samples = 98 value = [95, 3] 8296->8297 8304 gini = 0.0 samples = 59 value = [59, 0] 8296->8304 8298 x4_Cash or cash equivalent <= 0.5 gini = 0.062 samples = 93 value = [90, 3] 8297->8298 8303 gini = 0.0 samples = 5 value = [5, 0] 8297->8303 8299 x15_immunology <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 8298->8299 8302 gini = 0.0 samples = 86 value = [86, 0] 8298->8302 8300 gini = 0.0 samples = 4 value = [4, 0] 8299->8300 8301 gini = 0.0 samples = 3 value = [0, 3] 8299->8301 8306 x14_9 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 8305->8306 8313 gini = 0.0 samples = 6 value = [6, 0] 8305->8313 8307 x14_1 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 8306->8307 8312 gini = 0.0 samples = 1 value = [1, 0] 8306->8312 8308 x13_0 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 8307->8308 8311 gini = 0.0 samples = 1 value = [1, 0] 8307->8311 8309 gini = 0.0 samples = 8 value = [8, 0] 8308->8309 8310 gini = 0.444 samples = 3 value = [2, 1] 8308->8310 8322 x7_CO <= 0.5 gini = 0.002 samples = 922 value = [921, 1] 8321->8322 8327 x3_No <= 0.5 gini = 0.233 samples = 372 value = [322, 50] 8321->8327 8323 gini = 0.0 samples = 905 value = [905, 0] 8322->8323 8324 x12_0 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 8322->8324 8325 gini = 0.5 samples = 2 value = [1, 1] 8324->8325 8326 gini = 0.0 samples = 15 value = [15, 0] 8324->8326 8328 gini = 0.0 samples = 1 value = [0, 1] 8327->8328 8329 x1_NJ <= 0.5 gini = 0.229 samples = 371 value = [322, 49] 8327->8329 8330 gini = 0.0 samples = 321 value = [321, 0] 8329->8330 8331 x12_100000000053 <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 8329->8331 8332 gini = 0.0 samples = 49 value = [0, 49] 8331->8332 8333 gini = 0.0 samples = 1 value = [1, 0] 8331->8333 8335 x7_NE <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 8334->8335 8354 gini = 0.0 samples = 415 value = [415, 0] 8334->8354 8336 x7_WI <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 8335->8336 8353 gini = 0.0 samples = 1 value = [1, 0] 8335->8353 8337 x13_2 <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 8336->8337 8352 gini = 0.0 samples = 1 value = [1, 0] 8336->8352 8338 x13_3 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 8337->8338 8351 gini = 0.0 samples = 8 value = [8, 0] 8337->8351 8339 x7_OK <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 8338->8339 8350 gini = 0.0 samples = 13 value = [13, 0] 8338->8350 8340 x16_cardio <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 8339->8340 8349 gini = 0.0 samples = 1 value = [1, 0] 8339->8349 8341 x1_CT <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 8340->8341 8348 gini = 0.0 samples = 2 value = [2, 0] 8340->8348 8342 x5_Drug <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 8341->8342 8347 gini = 0.0 samples = 4 value = [4, 0] 8341->8347 8343 gini = 0.0 samples = 3 value = [3, 0] 8342->8343 8344 log_spend <= 3.132 gini = 0.165 samples = 11 value = [10, 1] 8342->8344 8345 gini = 0.0 samples = 10 value = [10, 0] 8344->8345 8346 gini = 0.0 samples = 1 value = [0, 1] 8344->8346 8356 x14_10 <= 0.5 gini = 0.425 samples = 49 value = [15, 34] 8355->8356 8377 gini = 0.0 samples = 15 value = [15, 0] 8355->8377 8357 x14_5 <= 0.5 gini = 0.386 samples = 46 value = [12, 34] 8356->8357 8376 gini = 0.0 samples = 3 value = [3, 0] 8356->8376 8358 x7_VA <= 0.5 gini = 0.351 samples = 44 value = [10, 34] 8357->8358 8375 gini = 0.0 samples = 2 value = [2, 0] 8357->8375 8359 x7_PA <= 0.5 gini = 0.363 samples = 42 value = [10, 32] 8358->8359 8374 gini = 0.0 samples = 2 value = [0, 2] 8358->8374 8360 x10_62 <= 0.5 gini = 0.369 samples = 41 value = [10, 31] 8359->8360 8373 gini = 0.0 samples = 1 value = [0, 1] 8359->8373 8361 x12_100000005449 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 8360->8361 8368 x7_WI <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 8360->8368 8362 x7_CT <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 8361->8362 8367 gini = 0.0 samples = 4 value = [4, 0] 8361->8367 8363 x7_OH <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 8362->8363 8366 gini = 0.0 samples = 1 value = [0, 1] 8362->8366 8364 gini = 0.5 samples = 4 value = [2, 2] 8363->8364 8365 gini = 0.0 samples = 1 value = [0, 1] 8363->8365 8369 x14_12 <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 8368->8369 8372 gini = 0.0 samples = 3 value = [0, 3] 8368->8372 8370 gini = 0.0 samples = 4 value = [4, 0] 8369->8370 8371 gini = 0.0 samples = 24 value = [0, 24] 8369->8371 8380 x12_0 <= 0.5 gini = 0.18 samples = 8457 value = [7611, 846] 8379->8380 8643 gini = 0.0 samples = 997 value = [0, 997] 8379->8643 8381 x11_0 <= 0.5 gini = 0.063 samples = 4345 value = [4204, 141] 8380->8381 8438 x11_1 <= 0.5 gini = 0.284 samples = 4112 value = [3407, 705] 8380->8438 8382 x12_100000000234 <= 0.5 gini = 0.036 samples = 2876 value = [2823, 53] 8381->8382 8399 x1_NJ <= 0.5 gini = 0.113 samples = 1469 value = [1381, 88] 8381->8399 8383 x9_24 <= 0.5 gini = 0.032 samples = 2865 value = [2818, 47] 8382->8383 8386 x7_OH <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 8382->8386 8384 gini = 0.0 samples = 2818 value = [2818, 0] 8383->8384 8385 gini = 0.0 samples = 47 value = [0, 47] 8383->8385 8387 x14_5 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 8386->8387 8398 gini = 0.0 samples = 2 value = [2, 0] 8386->8398 8388 x7_IL <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 8387->8388 8397 gini = 0.0 samples = 1 value = [0, 1] 8387->8397 8389 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 8388->8389 8396 gini = 0.0 samples = 1 value = [1, 0] 8388->8396 8390 x7_CO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 8389->8390 8395 gini = 0.0 samples = 1 value = [1, 0] 8389->8395 8391 x7_NV <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 8390->8391 8394 gini = 0.0 samples = 1 value = [0, 1] 8390->8394 8392 gini = 0.375 samples = 4 value = [1, 3] 8391->8392 8393 gini = 0.0 samples = 1 value = [0, 1] 8391->8393 8400 gini = 0.0 samples = 1191 value = [1191, 0] 8399->8400 8401 x12_100000000232 <= 0.5 gini = 0.433 samples = 278 value = [190, 88] 8399->8401 8402 x7_AR <= 0.5 gini = 0.434 samples = 276 value = [188, 88] 8401->8402 8437 gini = 0.0 samples = 2 value = [2, 0] 8401->8437 8403 x14_8 <= 0.5 gini = 0.439 samples = 264 value = [178, 86] 8402->8403 8430 x14_3 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 8402->8430 8404 x7_WI <= 0.5 gini = 0.43 samples = 253 value = [174, 79] 8403->8404 8423 x7_OH <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 8403->8423 8405 x7_NV <= 0.5 gini = 0.428 samples = 251 value = [173, 78] 8404->8405 8422 gini = 0.5 samples = 2 value = [1, 1] 8404->8422 8406 x7_MS <= 0.5 gini = 0.428 samples = 248 value = [171, 77] 8405->8406 8421 gini = 0.444 samples = 3 value = [2, 1] 8405->8421 8407 x7_TX <= 0.5 gini = 0.43 samples = 246 value = [169, 77] 8406->8407 8420 gini = 0.0 samples = 2 value = [2, 0] 8406->8420 8408 x7_IL <= 0.5 gini = 0.417 samples = 223 value = [157, 66] 8407->8408 8417 x12_100000000067 <= 0.5 gini = 0.499 samples = 23 value = [12, 11] 8407->8417 8409 x12_100000000067 <= 0.5 gini = 0.406 samples = 212 value = [152, 60] 8408->8409 8412 x13_2 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 8408->8412 8410 gini = 0.0 samples = 152 value = [152, 0] 8409->8410 8411 gini = 0.0 samples = 60 value = [0, 60] 8409->8411 8413 x17_novo <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 8412->8413 8416 gini = 0.5 samples = 2 value = [1, 1] 8412->8416 8414 gini = 0.0 samples = 5 value = [0, 5] 8413->8414 8415 gini = 0.0 samples = 4 value = [4, 0] 8413->8415 8418 gini = 0.0 samples = 12 value = [12, 0] 8417->8418 8419 gini = 0.0 samples = 11 value = [0, 11] 8417->8419 8424 x7_MD <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 8423->8424 8429 gini = 0.0 samples = 1 value = [1, 0] 8423->8429 8425 gini = 0.5 samples = 4 value = [2, 2] 8424->8425 8426 log_spend <= 2.947 gini = 0.278 samples = 6 value = [1, 5] 8424->8426 8427 gini = 0.0 samples = 1 value = [1, 0] 8426->8427 8428 gini = 0.0 samples = 5 value = [0, 5] 8426->8428 8431 x14_2 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 8430->8431 8436 gini = 0.0 samples = 2 value = [2, 0] 8430->8436 8432 gini = 0.375 samples = 4 value = [3, 1] 8431->8432 8433 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8431->8433 8434 gini = 0.0 samples = 5 value = [5, 0] 8433->8434 8435 gini = 0.0 samples = 1 value = [0, 1] 8433->8435 8439 x11_30 <= 0.5 gini = 0.301 samples = 3816 value = [3111, 705] 8438->8439 8642 gini = 0.0 samples = 296 value = [296, 0] 8438->8642 8440 x7_FL <= 0.5 gini = 0.022 samples = 2743 value = [2713, 30] 8439->8440 8619 x13_4 <= 0.5 gini = 0.467 samples = 1073 value = [398, 675] 8439->8619 8441 x17_sanofi <= 0.5 gini = 0.02 samples = 2553 value = [2527, 26] 8440->8441 8596 x4_In-kind items and services <= 0.5 gini = 0.041 samples = 190 value = [186, 4] 8440->8596 8442 x1_CA <= 0.5 gini = 0.008 samples = 1745 value = [1738, 7] 8441->8442 8543 x7_MT <= 0.5 gini = 0.046 samples = 808 value = [789, 19] 8441->8543 8443 x9_597 <= 0.5 gini = 0.009 samples = 1613 value = [1606, 7] 8442->8443 8542 gini = 0.0 samples = 132 value = [132, 0] 8442->8542 8444 x14_10 <= 0.5 gini = 0.01 samples = 1364 value = [1357, 7] 8443->8444 8541 gini = 0.0 samples = 249 value = [249, 0] 8443->8541 8445 x7_CA <= 0.5 gini = 0.008 samples = 1267 value = [1262, 5] 8444->8445 8534 x1_IL <= 0.5 gini = 0.04 samples = 97 value = [95, 2] 8444->8534 8446 x7_WI <= 0.5 gini = 0.007 samples = 1197 value = [1193, 4] 8445->8446 8519 x5_Device <= 0.5 gini = 0.028 samples = 70 value = [69, 1] 8445->8519 8447 x13_4 <= 0.5 gini = 0.005 samples = 1192 value = [1189, 3] 8446->8447 8516 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 8446->8516 8448 x14_11 <= 0.5 gini = 0.002 samples = 1006 value = [1005, 1] 8447->8448 8459 x14_8 <= 0.5 gini = 0.021 samples = 186 value = [184, 2] 8447->8459 8449 x13_1 <= 0.5 gini = 0.002 samples = 919 value = [918, 1] 8448->8449 8458 gini = 0.0 samples = 87 value = [87, 0] 8448->8458 8450 x7_WA <= 0.5 gini = 0.003 samples = 688 value = [687, 1] 8449->8450 8457 gini = 0.0 samples = 231 value = [231, 0] 8449->8457 8451 x7_MD <= 0.5 gini = 0.003 samples = 682 value = [681, 1] 8450->8451 8456 gini = 0.0 samples = 6 value = [6, 0] 8450->8456 8452 x7_LA <= 0.5 gini = 0.003 samples = 667 value = [666, 1] 8451->8452 8455 gini = 0.0 samples = 15 value = [15, 0] 8451->8455 8453 gini = 0.0 samples = 664 value = [664, 0] 8452->8453 8454 gini = 0.444 samples = 3 value = [2, 1] 8452->8454 8460 x14_12 <= 0.5 gini = 0.024 samples = 164 value = [162, 2] 8459->8460 8515 gini = 0.0 samples = 22 value = [22, 0] 8459->8515 8461 x14_1 <= 0.5 gini = 0.026 samples = 154 value = [152, 2] 8460->8461 8514 gini = 0.0 samples = 10 value = [10, 0] 8460->8514 8462 x7_LA <= 0.5 gini = 0.015 samples = 135 value = [134, 1] 8461->8462 8505 x7_KY <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 8461->8505 8463 x1_PA <= 0.5 gini = 0.015 samples = 132 value = [131, 1] 8462->8463 8504 gini = 0.0 samples = 3 value = [3, 0] 8462->8504 8464 x7_VA <= 0.5 gini = 0.015 samples = 130 value = [129, 1] 8463->8464 8503 gini = 0.0 samples = 2 value = [2, 0] 8463->8503 8465 x5_Device <= 0.5 gini = 0.016 samples = 125 value = [124, 1] 8464->8465 8502 gini = 0.0 samples = 5 value = [5, 0] 8464->8502 8466 x14_2 <= 0.5 gini = 0.017 samples = 115 value = [114, 1] 8465->8466 8501 gini = 0.0 samples = 10 value = [10, 0] 8465->8501 8467 x14_3 <= 0.5 gini = 0.021 samples = 95 value = [94, 1] 8466->8467 8500 gini = 0.0 samples = 20 value = [20, 0] 8466->8500 8468 x7_TX <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 8467->8468 8499 gini = 0.0 samples = 22 value = [22, 0] 8467->8499 8469 x7_UT <= 0.5 gini = 0.031 samples = 64 value = [63, 1] 8468->8469 8498 gini = 0.0 samples = 9 value = [9, 0] 8468->8498 8470 x7_NY <= 0.5 gini = 0.031 samples = 63 value = [62, 1] 8469->8470 8497 gini = 0.0 samples = 1 value = [1, 0] 8469->8497 8471 x7_NM <= 0.5 gini = 0.034 samples = 58 value = [57, 1] 8470->8471 8496 gini = 0.0 samples = 5 value = [5, 0] 8470->8496 8472 x7_PA <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 8471->8472 8495 gini = 0.0 samples = 1 value = [1, 0] 8471->8495 8473 x14_4 <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 8472->8473 8494 gini = 0.0 samples = 5 value = [5, 0] 8472->8494 8474 x7_DE <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 8473->8474 8493 gini = 0.0 samples = 3 value = [3, 0] 8473->8493 8475 x7_OR <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 8474->8475 8492 gini = 0.0 samples = 1 value = [1, 0] 8474->8492 8476 x7_MI <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 8475->8476 8491 gini = 0.0 samples = 1 value = [1, 0] 8475->8491 8477 x14_7 <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 8476->8477 8490 gini = 0.0 samples = 2 value = [2, 0] 8476->8490 8478 x7_GA <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 8477->8478 8489 gini = 0.0 samples = 9 value = [9, 0] 8477->8489 8479 x14_11 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 8478->8479 8488 gini = 0.0 samples = 4 value = [4, 0] 8478->8488 8480 x14_6 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 8479->8480 8487 gini = 0.0 samples = 2 value = [2, 0] 8479->8487 8481 x7_WA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 8480->8481 8486 gini = 0.0 samples = 8 value = [8, 0] 8480->8486 8482 x7_OH <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 8481->8482 8485 gini = 0.0 samples = 1 value = [1, 0] 8481->8485 8483 gini = 0.0 samples = 17 value = [17, 0] 8482->8483 8484 gini = 0.375 samples = 4 value = [3, 1] 8482->8484 8506 x15_diabetes <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 8505->8506 8513 gini = 0.0 samples = 1 value = [1, 0] 8505->8513 8507 gini = 0.0 samples = 1 value = [1, 0] 8506->8507 8508 x7_NJ <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 8506->8508 8509 log_spend <= 2.823 gini = 0.124 samples = 15 value = [14, 1] 8508->8509 8512 gini = 0.0 samples = 2 value = [2, 0] 8508->8512 8510 gini = 0.0 samples = 12 value = [12, 0] 8509->8510 8511 gini = 0.444 samples = 3 value = [2, 1] 8509->8511 8517 gini = 0.375 samples = 4 value = [3, 1] 8516->8517 8518 gini = 0.0 samples = 1 value = [1, 0] 8516->8518 8520 x14_9 <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 8519->8520 8533 gini = 0.0 samples = 19 value = [19, 0] 8519->8533 8521 x14_6 <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 8520->8521 8532 gini = 0.0 samples = 4 value = [4, 0] 8520->8532 8522 x14_8 <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 8521->8522 8531 gini = 0.0 samples = 3 value = [3, 0] 8521->8531 8523 x13_1 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 8522->8523 8530 gini = 0.0 samples = 4 value = [4, 0] 8522->8530 8524 x14_4 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 8523->8524 8529 gini = 0.0 samples = 10 value = [10, 0] 8523->8529 8525 log_spend <= -1.459 gini = 0.071 samples = 27 value = [26, 1] 8524->8525 8528 gini = 0.0 samples = 3 value = [3, 0] 8524->8528 8526 gini = 0.0 samples = 1 value = [0, 1] 8525->8526 8527 gini = 0.0 samples = 26 value = [26, 0] 8525->8527 8535 x7_CA <= 0.5 gini = 0.042 samples = 93 value = [91, 2] 8534->8535 8540 gini = 0.0 samples = 4 value = [4, 0] 8534->8540 8536 x13_6 <= 0.5 gini = 0.045 samples = 86 value = [84, 2] 8535->8536 8539 gini = 0.0 samples = 7 value = [7, 0] 8535->8539 8537 gini = 0.0 samples = 84 value = [84, 0] 8536->8537 8538 gini = 0.0 samples = 2 value = [0, 2] 8536->8538 8544 x7_MI <= 0.5 gini = 0.046 samples = 802 value = [783, 19] 8543->8544 8595 gini = 0.0 samples = 6 value = [6, 0] 8543->8595 8545 log_spend <= 3.218 gini = 0.048 samples = 769 value = [750, 19] 8544->8545 8594 gini = 0.0 samples = 33 value = [33, 0] 8544->8594 8546 x7_SC <= 0.5 gini = 0.018 samples = 753 value = [746, 7] 8545->8546 8585 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 8545->8585 8547 x14_3 <= 0.5 gini = 0.019 samples = 731 value = [724, 7] 8546->8547 8584 gini = 0.0 samples = 22 value = [22, 0] 8546->8584 8548 x13_5 <= 0.5 gini = 0.015 samples = 666 value = [661, 5] 8547->8548 8579 x9_0 <= 0.5 gini = 0.06 samples = 65 value = [63, 2] 8547->8579 8549 x14_8 <= 0.5 gini = 0.009 samples = 664 value = [661, 3] 8548->8549 8578 gini = 0.0 samples = 2 value = [0, 2] 8548->8578 8550 x11_3 <= 0.5 gini = 0.01 samples = 592 value = [589, 3] 8549->8550 8577 gini = 0.0 samples = 72 value = [72, 0] 8549->8577 8551 gini = 0.0 samples = 63 value = [63, 0] 8550->8551 8552 x7_TN <= 0.5 gini = 0.011 samples = 529 value = [526, 3] 8550->8552 8553 x14_4 <= 0.5 gini = 0.012 samples = 511 value = [508, 3] 8552->8553 8576 gini = 0.0 samples = 18 value = [18, 0] 8552->8576 8554 x14_9 <= 0.5 gini = 0.013 samples = 475 value = [472, 3] 8553->8554 8575 gini = 0.0 samples = 36 value = [36, 0] 8553->8575 8555 x7_UT <= 0.5 gini = 0.014 samples = 411 value = [408, 3] 8554->8555 8574 gini = 0.0 samples = 64 value = [64, 0] 8554->8574 8556 x14_12 <= 0.5 gini = 0.015 samples = 398 value = [395, 3] 8555->8556 8573 gini = 0.0 samples = 13 value = [13, 0] 8555->8573 8557 x13_3 <= 0.5 gini = 0.016 samples = 367 value = [364, 3] 8556->8557 8572 gini = 0.0 samples = 31 value = [31, 0] 8556->8572 8558 x14_5 <= 0.5 gini = 0.022 samples = 270 value = [267, 3] 8557->8558 8571 gini = 0.0 samples = 97 value = [97, 0] 8557->8571 8559 x7_AR <= 0.5 gini = 0.025 samples = 235 value = [232, 3] 8558->8559 8570 gini = 0.0 samples = 35 value = [35, 0] 8558->8570 8560 x4_Cash or cash equivalent <= 0.5 gini = 0.017 samples = 228 value = [226, 2] 8559->8560 8567 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 8559->8567 8561 gini = 0.0 samples = 222 value = [222, 0] 8560->8561 8562 x7_NV <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 8560->8562 8563 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 8562->8563 8566 gini = 0.0 samples = 1 value = [1, 0] 8562->8566 8564 gini = 0.5 samples = 4 value = [2, 2] 8563->8564 8565 gini = 0.0 samples = 1 value = [1, 0] 8563->8565 8568 gini = 0.0 samples = 1 value = [0, 1] 8567->8568 8569 gini = 0.0 samples = 6 value = [6, 0] 8567->8569 8580 gini = 0.0 samples = 56 value = [56, 0] 8579->8580 8581 x1_NJ <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 8579->8581 8582 gini = 0.0 samples = 2 value = [0, 2] 8581->8582 8583 gini = 0.0 samples = 7 value = [7, 0] 8581->8583 8586 x7_WA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 8585->8586 8589 x7_TX <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 8585->8589 8587 gini = 0.5 samples = 4 value = [2, 2] 8586->8587 8588 gini = 0.0 samples = 1 value = [0, 1] 8586->8588 8590 x13_4 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 8589->8590 8593 gini = 0.0 samples = 3 value = [0, 3] 8589->8593 8591 gini = 0.5 samples = 4 value = [2, 2] 8590->8591 8592 gini = 0.0 samples = 4 value = [0, 4] 8590->8592 8597 gini = 0.5 samples = 4 value = [2, 2] 8596->8597 8598 x13_3 <= 0.5 gini = 0.021 samples = 186 value = [184, 2] 8596->8598 8599 x14_7 <= 0.5 gini = 0.027 samples = 144 value = [142, 2] 8598->8599 8618 gini = 0.0 samples = 42 value = [42, 0] 8598->8618 8600 x1_PA <= 0.5 gini = 0.015 samples = 133 value = [132, 1] 8599->8600 8611 x10_0 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 8599->8611 8601 x11_3 <= 0.5 gini = 0.015 samples = 132 value = [131, 1] 8600->8601 8610 gini = 0.0 samples = 1 value = [1, 0] 8600->8610 8602 x15_Other <= 0.5 gini = 0.019 samples = 104 value = [103, 1] 8601->8602 8609 gini = 0.0 samples = 28 value = [28, 0] 8601->8609 8603 x14_10 <= 0.5 gini = 0.021 samples = 94 value = [93, 1] 8602->8603 8608 gini = 0.0 samples = 10 value = [10, 0] 8602->8608 8604 gini = 0.0 samples = 88 value = [88, 0] 8603->8604 8605 x13_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8603->8605 8606 gini = 0.0 samples = 5 value = [5, 0] 8605->8606 8607 gini = 0.0 samples = 1 value = [0, 1] 8605->8607 8612 gini = 0.0 samples = 1 value = [1, 0] 8611->8612 8613 x17_other <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 8611->8613 8614 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 8613->8614 8617 gini = 0.0 samples = 5 value = [5, 0] 8613->8617 8615 gini = 0.375 samples = 4 value = [3, 1] 8614->8615 8616 gini = 0.0 samples = 1 value = [1, 0] 8614->8616 8620 x17_boehringer <= 0.5 gini = 0.453 samples = 973 value = [337, 636] 8619->8620 8623 x7_IL <= 0.5 gini = 0.476 samples = 100 value = [61, 39] 8619->8623 8621 gini = 0.0 samples = 337 value = [337, 0] 8620->8621 8622 gini = 0.0 samples = 636 value = [0, 636] 8620->8622 8624 log_spend <= 2.99 gini = 0.472 samples = 97 value = [60, 37] 8623->8624 8641 gini = 0.444 samples = 3 value = [1, 2] 8623->8641 8625 x7_NC <= 0.5 gini = 0.393 samples = 78 value = [57, 21] 8624->8625 8638 x1_IN <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 8624->8638 8626 x14_9 <= 0.5 gini = 0.385 samples = 77 value = [57, 20] 8625->8626 8637 gini = 0.0 samples = 1 value = [0, 1] 8625->8637 8627 x7_FL <= 0.5 gini = 0.392 samples = 71 value = [52, 19] 8626->8627 8634 x1_NA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 8626->8634 8628 x1_IN <= 0.5 gini = 0.39 samples = 64 value = [47, 17] 8627->8628 8631 x17_other <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 8627->8631 8629 gini = 0.0 samples = 17 value = [0, 17] 8628->8629 8630 gini = 0.0 samples = 47 value = [47, 0] 8628->8630 8632 gini = 0.0 samples = 2 value = [0, 2] 8631->8632 8633 gini = 0.0 samples = 5 value = [5, 0] 8631->8633 8635 gini = 0.0 samples = 5 value = [5, 0] 8634->8635 8636 gini = 0.0 samples = 1 value = [0, 1] 8634->8636 8639 gini = 0.0 samples = 16 value = [0, 16] 8638->8639 8640 gini = 0.0 samples = 3 value = [3, 0] 8638->8640 8645 x4_Cash or cash equivalent <= 0.5 gini = 0.174 samples = 41480 value = [4006, 37474] 8644->8645 16352 x10_3029 <= 0.5 gini = 0.363 samples = 84514 value = [20129, 64385] 8644->16352 8646 x17_other <= 0.5 gini = 0.419 samples = 8773 value = [2626, 6147] 8645->8646 11287 log_spend <= 8.709 gini = 0.081 samples = 32707 value = [1380, 31327] 8645->11287 8647 x5_Biological <= 0.5 gini = 0.191 samples = 4541 value = [486, 4055] 8646->8647 9530 x2_Non-Covered <= 0.5 gini = 0.5 samples = 4232 value = [2140, 2092] 8646->9530 8648 x12_100000000234 <= 0.5 gini = 0.188 samples = 4524 value = [476, 4048] 8647->8648 9515 x7_MI <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 8647->9515 8649 x1_NY <= 0.5 gini = 0.167 samples = 4403 value = [404, 3999] 8648->8649 9442 x7_CA <= 0.5 gini = 0.482 samples = 121 value = [72, 49] 8648->9442 8650 x14_10 <= 0.5 gini = 0.183 samples = 3433 value = [350, 3083] 8649->8650 9249 x13_3 <= 0.5 gini = 0.105 samples = 970 value = [54, 916] 8649->9249 8651 x12_100000000053 <= 0.5 gini = 0.176 samples = 3142 value = [306, 2836] 8650->8651 9184 x13_2 <= 0.5 gini = 0.257 samples = 291 value = [44, 247] 8650->9184 8652 x1_IL <= 0.5 gini = 0.147 samples = 3082 value = [247, 2835] 8651->8652 9169 x7_TN <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 8651->9169 8653 x13_6 <= 0.5 gini = 0.097 samples = 2940 value = [150, 2790] 8652->8653 9082 x14_12 <= 0.5 gini = 0.433 samples = 142 value = [97, 45] 8652->9082 8654 x7_DE <= 0.5 gini = 0.106 samples = 2576 value = [145, 2431] 8653->8654 9051 x7_FL <= 0.5 gini = 0.027 samples = 364 value = [5, 359] 8653->9051 8655 x7_TN <= 0.5 gini = 0.106 samples = 2575 value = [144, 2431] 8654->8655 9050 gini = 0.0 samples = 1 value = [1, 0] 8654->9050 8656 x12_0 <= 0.5 gini = 0.104 samples = 2551 value = [141, 2410] 8655->8656 9039 x14_1 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 8655->9039 8657 x1_DE <= 0.5 gini = 0.074 samples = 1652 value = [64, 1588] 8656->8657 8814 x14_9 <= 0.5 gini = 0.157 samples = 899 value = [77, 822] 8656->8814 8658 x5_Drug <= 0.5 gini = 0.029 samples = 1612 value = [24, 1588] 8657->8658 8813 gini = 0.0 samples = 40 value = [40, 0] 8657->8813 8659 x7_OH <= 0.5 gini = 0.12 samples = 327 value = [21, 306] 8658->8659 8708 x7_MN <= 0.5 gini = 0.005 samples = 1285 value = [3, 1282] 8658->8708 8660 x7_OK <= 0.5 gini = 0.117 samples = 322 value = [20, 302] 8659->8660 8705 x12_100000000144 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 8659->8705 8661 x12_100000000163 <= 0.5 gini = 0.111 samples = 321 value = [19, 302] 8660->8661 8704 gini = 0.0 samples = 1 value = [1, 0] 8660->8704 8662 x7_AL <= 0.5 gini = 0.096 samples = 318 value = [16, 302] 8661->8662 8703 gini = 0.0 samples = 3 value = [3, 0] 8661->8703 8663 x7_AR <= 0.5 gini = 0.09 samples = 317 value = [15, 302] 8662->8663 8702 gini = 0.0 samples = 1 value = [1, 0] 8662->8702 8664 x7_WA <= 0.5 gini = 0.091 samples = 314 value = [15, 299] 8663->8664 8701 gini = 0.0 samples = 3 value = [0, 3] 8663->8701 8665 x14_11 <= 0.5 gini = 0.086 samples = 310 value = [14, 296] 8664->8665 8700 gini = 0.375 samples = 4 value = [1, 3] 8664->8700 8666 x7_PR <= 0.5 gini = 0.105 samples = 252 value = [14, 238] 8665->8666 8699 gini = 0.0 samples = 58 value = [0, 58] 8665->8699 8667 x7_GA <= 0.5 gini = 0.098 samples = 251 value = [13, 238] 8666->8667 8698 gini = 0.0 samples = 1 value = [1, 0] 8666->8698 8668 x7_AZ <= 0.5 gini = 0.094 samples = 243 value = [12, 231] 8667->8668 8691 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 8667->8691 8669 x7_TX <= 0.5 gini = 0.087 samples = 240 value = [11, 229] 8668->8669 8690 gini = 0.444 samples = 3 value = [1, 2] 8668->8690 8670 x7_NE <= 0.5 gini = 0.094 samples = 202 value = [10, 192] 8669->8670 8683 x13_1 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 8669->8683 8671 x7_CA <= 0.5 gini = 0.095 samples = 200 value = [10, 190] 8670->8671 8682 gini = 0.0 samples = 2 value = [0, 2] 8670->8682 8672 x12_100000000232 <= 0.5 gini = 0.111 samples = 169 value = [10, 159] 8671->8672 8681 gini = 0.0 samples = 31 value = [0, 31] 8671->8681 8673 x7_NV <= 0.5 gini = 0.101 samples = 168 value = [9, 159] 8672->8673 8680 gini = 0.0 samples = 1 value = [1, 0] 8672->8680 8674 x7_KY <= 0.5 gini = 0.103 samples = 165 value = [9, 156] 8673->8674 8679 gini = 0.0 samples = 3 value = [0, 3] 8673->8679 8675 x12_100000000144 <= 0.5 gini = 0.093 samples = 164 value = [8, 156] 8674->8675 8678 gini = 0.0 samples = 1 value = [1, 0] 8674->8678 8676 gini = 0.0 samples = 156 value = [0, 156] 8675->8676 8677 gini = 0.0 samples = 8 value = [8, 0] 8675->8677 8684 gini = 0.0 samples = 24 value = [0, 24] 8683->8684 8685 x14_12 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 8683->8685 8686 x12_100000000067 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 8685->8686 8689 gini = 0.0 samples = 1 value = [0, 1] 8685->8689 8687 gini = 0.0 samples = 1 value = [1, 0] 8686->8687 8688 gini = 0.0 samples = 12 value = [0, 12] 8686->8688 8692 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 8691->8692 8697 gini = 0.0 samples = 1 value = [0, 1] 8691->8697 8693 x17_novo <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 8692->8693 8696 gini = 0.0 samples = 2 value = [0, 2] 8692->8696 8694 gini = 0.0 samples = 4 value = [0, 4] 8693->8694 8695 gini = 0.0 samples = 1 value = [1, 0] 8693->8695 8706 gini = 0.0 samples = 4 value = [0, 4] 8705->8706 8707 gini = 0.0 samples = 1 value = [1, 0] 8705->8707 8709 x13_0 <= 0.5 gini = 0.005 samples = 1261 value = [3, 1258] 8708->8709 8812 gini = 0.0 samples = 24 value = [0, 24] 8708->8812 8710 x7_CO <= 0.5 gini = 0.002 samples = 1133 value = [1, 1132] 8709->8710 8777 x7_SC <= 0.5 gini = 0.031 samples = 128 value = [2, 126] 8709->8777 8711 x7_NC <= 0.5 gini = 0.002 samples = 1106 value = [1, 1105] 8710->8711 8776 gini = 0.0 samples = 27 value = [0, 27] 8710->8776 8712 x13_3 <= 0.5 gini = 0.002 samples = 835 value = [1, 834] 8711->8712 8775 gini = 0.0 samples = 271 value = [0, 271] 8711->8775 8713 x14_7 <= 0.5 gini = 0.003 samples = 700 value = [1, 699] 8712->8713 8774 gini = 0.0 samples = 135 value = [0, 135] 8712->8774 8714 x14_2 <= 0.5 gini = 0.003 samples = 628 value = [1, 627] 8713->8714 8773 gini = 0.0 samples = 72 value = [0, 72] 8713->8773 8715 x7_UT <= 0.5 gini = 0.004 samples = 513 value = [1, 512] 8714->8715 8772 gini = 0.0 samples = 115 value = [0, 115] 8714->8772 8716 x7_LA <= 0.5 gini = 0.004 samples = 502 value = [1, 501] 8715->8716 8771 gini = 0.0 samples = 11 value = [0, 11] 8715->8771 8717 x7_OH <= 0.5 gini = 0.004 samples = 500 value = [1, 499] 8716->8717 8770 gini = 0.0 samples = 2 value = [0, 2] 8716->8770 8718 x13_5 <= 0.5 gini = 0.005 samples = 418 value = [1, 417] 8717->8718 8769 gini = 0.0 samples = 82 value = [0, 82] 8717->8769 8719 x7_IA <= 0.5 gini = 0.005 samples = 386 value = [1, 385] 8718->8719 8768 gini = 0.0 samples = 32 value = [0, 32] 8718->8768 8720 x7_ME <= 0.5 gini = 0.005 samples = 379 value = [1, 378] 8719->8720 8767 gini = 0.0 samples = 7 value = [0, 7] 8719->8767 8721 x7_OR <= 0.5 gini = 0.005 samples = 377 value = [1, 376] 8720->8721 8766 gini = 0.0 samples = 2 value = [0, 2] 8720->8766 8722 x14_6 <= 0.5 gini = 0.005 samples = 371 value = [1, 370] 8721->8722 8765 gini = 0.0 samples = 6 value = [0, 6] 8721->8765 8723 x7_SC <= 0.5 gini = 0.006 samples = 348 value = [1, 347] 8722->8723 8764 gini = 0.0 samples = 23 value = [0, 23] 8722->8764 8724 x7_MD <= 0.5 gini = 0.006 samples = 339 value = [1, 338] 8723->8724 8763 gini = 0.0 samples = 9 value = [0, 9] 8723->8763 8725 x7_NJ <= 0.5 gini = 0.007 samples = 279 value = [1, 278] 8724->8725 8762 gini = 0.0 samples = 60 value = [0, 60] 8724->8762 8726 x13_4 <= 0.5 gini = 0.007 samples = 270 value = [1, 269] 8725->8726 8761 gini = 0.0 samples = 9 value = [0, 9] 8725->8761 8727 x7_WA <= 0.5 gini = 0.01 samples = 195 value = [1, 194] 8726->8727 8760 gini = 0.0 samples = 75 value = [0, 75] 8726->8760 8728 x14_1 <= 0.5 gini = 0.01 samples = 192 value = [1, 191] 8727->8728 8759 gini = 0.0 samples = 3 value = [0, 3] 8727->8759 8729 x7_VA <= 0.5 gini = 0.011 samples = 183 value = [1, 182] 8728->8729 8758 gini = 0.0 samples = 9 value = [0, 9] 8728->8758 8730 x14_12 <= 0.5 gini = 0.011 samples = 174 value = [1, 173] 8729->8730 8757 gini = 0.0 samples = 9 value = [0, 9] 8729->8757 8731 x7_CA <= 0.5 gini = 0.011 samples = 173 value = [1, 172] 8730->8731 8756 gini = 0.0 samples = 1 value = [0, 1] 8730->8756 8732 x7_PA <= 0.5 gini = 0.014 samples = 144 value = [1, 143] 8731->8732 8755 gini = 0.0 samples = 29 value = [0, 29] 8731->8755 8733 x14_3 <= 0.5 gini = 0.015 samples = 134 value = [1, 133] 8732->8733 8754 gini = 0.0 samples = 10 value = [0, 10] 8732->8754 8734 x7_KY <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 8733->8734 8753 gini = 0.0 samples = 35 value = [0, 35] 8733->8753 8735 x13_1 <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 8734->8735 8752 gini = 0.0 samples = 4 value = [0, 4] 8734->8752 8736 x7_TX <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 8735->8736 8751 gini = 0.0 samples = 66 value = [0, 66] 8735->8751 8737 x7_MA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 8736->8737 8750 gini = 0.0 samples = 7 value = [0, 7] 8736->8750 8738 x7_WI <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 8737->8738 8749 gini = 0.0 samples = 2 value = [0, 2] 8737->8749 8739 x7_AZ <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 8738->8739 8748 gini = 0.0 samples = 1 value = [0, 1] 8738->8748 8740 x7_NE <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 8739->8740 8747 gini = 0.0 samples = 6 value = [0, 6] 8739->8747 8741 x7_MO <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 8740->8741 8746 gini = 0.0 samples = 2 value = [0, 2] 8740->8746 8742 log_spend <= 4.276 gini = 0.219 samples = 8 value = [1, 7] 8741->8742 8745 gini = 0.0 samples = 3 value = [0, 3] 8741->8745 8743 gini = 0.0 samples = 1 value = [1, 0] 8742->8743 8744 gini = 0.0 samples = 7 value = [0, 7] 8742->8744 8778 x7_TX <= 0.5 gini = 0.031 samples = 125 value = [2, 123] 8777->8778 8811 gini = 0.0 samples = 3 value = [0, 3] 8777->8811 8779 x7_NC <= 0.5 gini = 0.033 samples = 118 value = [2, 116] 8778->8779 8810 gini = 0.0 samples = 7 value = [0, 7] 8778->8810 8780 x7_PA <= 0.5 gini = 0.036 samples = 108 value = [2, 106] 8779->8780 8809 gini = 0.0 samples = 10 value = [0, 10] 8779->8809 8781 x7_CA <= 0.5 gini = 0.037 samples = 105 value = [2, 103] 8780->8781 8808 gini = 0.0 samples = 3 value = [0, 3] 8780->8808 8782 x7_RI <= 0.5 gini = 0.045 samples = 87 value = [2, 85] 8781->8782 8807 gini = 0.0 samples = 18 value = [0, 18] 8781->8807 8783 x14_1 <= 0.5 gini = 0.046 samples = 85 value = [2, 83] 8782->8783 8806 gini = 0.0 samples = 2 value = [0, 2] 8782->8806 8784 x14_3 <= 0.5 gini = 0.047 samples = 83 value = [2, 81] 8783->8784 8805 gini = 0.0 samples = 2 value = [0, 2] 8783->8805 8785 x7_NJ <= 0.5 gini = 0.051 samples = 76 value = [2, 74] 8784->8785 8804 gini = 0.0 samples = 7 value = [0, 7] 8784->8804 8786 x7_GA <= 0.5 gini = 0.053 samples = 73 value = [2, 71] 8785->8786 8803 gini = 0.0 samples = 3 value = [0, 3] 8785->8803 8787 x14_7 <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 8786->8787 8802 gini = 0.0 samples = 4 value = [0, 4] 8786->8802 8788 x7_ID <= 0.5 gini = 0.061 samples = 64 value = [2, 62] 8787->8788 8801 gini = 0.0 samples = 5 value = [0, 5] 8787->8801 8789 x7_MD <= 0.5 gini = 0.062 samples = 62 value = [2, 60] 8788->8789 8800 gini = 0.0 samples = 2 value = [0, 2] 8788->8800 8790 x7_IA <= 0.5 gini = 0.063 samples = 61 value = [2, 59] 8789->8790 8799 gini = 0.0 samples = 1 value = [0, 1] 8789->8799 8791 x7_MA <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 8790->8791 8798 gini = 0.0 samples = 1 value = [0, 1] 8790->8798 8792 x14_6 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 8791->8792 8797 gini = 0.0 samples = 1 value = [1, 0] 8791->8797 8793 gini = 0.0 samples = 49 value = [0, 49] 8792->8793 8794 log_spend <= 6.243 gini = 0.18 samples = 10 value = [1, 9] 8792->8794 8795 gini = 0.444 samples = 3 value = [1, 2] 8794->8795 8796 gini = 0.0 samples = 7 value = [0, 7] 8794->8796 8815 x17_pfizer <= 0.5 gini = 0.142 samples = 832 value = [64, 768] 8814->8815 9014 x2_Non-Covered <= 0.5 gini = 0.313 samples = 67 value = [13, 54] 8814->9014 8816 x8_Yes <= 0.5 gini = 0.14 samples = 831 value = [63, 768] 8815->8816 9013 gini = 0.0 samples = 1 value = [1, 0] 8815->9013 8817 x13_1 <= 0.5 gini = 0.083 samples = 552 value = [24, 528] 8816->8817 8904 x13_5 <= 0.5 gini = 0.24 samples = 279 value = [39, 240] 8816->8904 8818 x17_janssen <= 0.5 gini = 0.084 samples = 453 value = [20, 433] 8817->8818 8879 x7_CO <= 0.5 gini = 0.078 samples = 99 value = [4, 95] 8817->8879 8819 x7_RI <= 0.5 gini = 0.044 samples = 443 value = [10, 433] 8818->8819 8878 gini = 0.0 samples = 10 value = [10, 0] 8818->8878 8820 x7_PA <= 0.5 gini = 0.044 samples = 442 value = [10, 432] 8819->8820 8877 gini = 0.0 samples = 1 value = [0, 1] 8819->8877 8821 x14_7 <= 0.5 gini = 0.036 samples = 435 value = [8, 427] 8820->8821 8874 log_spend <= 4.619 gini = 0.408 samples = 7 value = [2, 5] 8820->8874 8822 x7_NM <= 0.5 gini = 0.03 samples = 397 value = [6, 391] 8821->8822 8871 x17_astrazeneca <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 8821->8871 8823 x13_0 <= 0.5 gini = 0.031 samples = 380 value = [6, 374] 8822->8823 8870 gini = 0.0 samples = 17 value = [0, 17] 8822->8870 8824 x0_Netherlands <= 0.5 gini = 0.036 samples = 325 value = [6, 319] 8823->8824 8869 gini = 0.0 samples = 55 value = [0, 55] 8823->8869 8825 x7_OH <= 0.5 gini = 0.037 samples = 322 value = [6, 316] 8824->8825 8868 gini = 0.0 samples = 3 value = [0, 3] 8824->8868 8826 x7_IL <= 0.5 gini = 0.031 samples = 319 value = [5, 314] 8825->8826 8867 gini = 0.444 samples = 3 value = [1, 2] 8825->8867 8827 log_spend <= 3.737 gini = 0.032 samples = 310 value = [5, 305] 8826->8827 8866 gini = 0.0 samples = 9 value = [0, 9] 8826->8866 8828 x14_3 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 8827->8828 8845 x7_VT <= 0.5 gini = 0.023 samples = 263 value = [3, 260] 8827->8845 8829 x0_Austria <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 8828->8829 8844 gini = 0.0 samples = 20 value = [0, 20] 8828->8844 8830 x7_MA <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 8829->8830 8843 gini = 0.0 samples = 5 value = [0, 5] 8829->8843 8831 x7_MN <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 8830->8831 8842 gini = 0.0 samples = 2 value = [0, 2] 8830->8842 8832 x7_GA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 8831->8832 8841 gini = 0.0 samples = 1 value = [0, 1] 8831->8841 8833 log_spend <= 3.722 gini = 0.198 samples = 18 value = [2, 16] 8832->8833 8840 gini = 0.0 samples = 1 value = [0, 1] 8832->8840 8834 x14_8 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 8833->8834 8839 gini = 0.0 samples = 1 value = [1, 0] 8833->8839 8835 log_spend <= 3.695 gini = 0.117 samples = 16 value = [1, 15] 8834->8835 8838 gini = 0.0 samples = 1 value = [0, 1] 8834->8838 8836 gini = 0.0 samples = 13 value = [0, 13] 8835->8836 8837 gini = 0.444 samples = 3 value = [1, 2] 8835->8837 8846 x14_12 <= 0.5 gini = 0.023 samples = 262 value = [3, 259] 8845->8846 8865 gini = 0.0 samples = 1 value = [0, 1] 8845->8865 8847 x0_Germany <= 0.5 gini = 0.008 samples = 247 value = [1, 246] 8846->8847 8860 x7_CA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 8846->8860 8848 x7_ID <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 8847->8848 8859 gini = 0.0 samples = 214 value = [0, 214] 8847->8859 8849 x7_IN <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 8848->8849 8858 gini = 0.0 samples = 1 value = [0, 1] 8848->8858 8850 x0_France <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 8849->8850 8857 gini = 0.0 samples = 2 value = [0, 2] 8849->8857 8851 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 8850->8851 8856 gini = 0.0 samples = 21 value = [0, 21] 8850->8856 8852 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 8851->8852 8855 gini = 0.0 samples = 1 value = [0, 1] 8851->8855 8853 gini = 0.0 samples = 6 value = [0, 6] 8852->8853 8854 gini = 0.5 samples = 2 value = [1, 1] 8852->8854 8861 x0_Germany <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 8860->8861 8864 gini = 0.444 samples = 3 value = [1, 2] 8860->8864 8862 gini = 0.5 samples = 2 value = [1, 1] 8861->8862 8863 gini = 0.0 samples = 10 value = [0, 10] 8861->8863 8872 gini = 0.0 samples = 36 value = [0, 36] 8871->8872 8873 gini = 0.0 samples = 2 value = [2, 0] 8871->8873 8875 gini = 0.0 samples = 5 value = [0, 5] 8874->8875 8876 gini = 0.0 samples = 2 value = [2, 0] 8874->8876 8880 x14_1 <= 0.5 gini = 0.061 samples = 95 value = [3, 92] 8879->8880 8903 gini = 0.375 samples = 4 value = [1, 3] 8879->8903 8881 x14_4 <= 0.5 gini = 0.055 samples = 71 value = [2, 69] 8880->8881 8900 x17_boehringer <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 8880->8900 8882 x7_OH <= 0.5 gini = 0.062 samples = 62 value = [2, 60] 8881->8882 8899 gini = 0.0 samples = 9 value = [0, 9] 8881->8899 8883 x0_Germany <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 8882->8883 8898 gini = 0.0 samples = 2 value = [0, 2] 8882->8898 8884 x14_7 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 8883->8884 8897 gini = 0.0 samples = 40 value = [0, 40] 8883->8897 8885 x7_NJ <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 8884->8885 8896 gini = 0.0 samples = 2 value = [0, 2] 8884->8896 8886 x7_OR <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 8885->8886 8895 gini = 0.0 samples = 1 value = [0, 1] 8885->8895 8887 x7_CA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 8886->8887 8894 gini = 0.0 samples = 2 value = [0, 2] 8886->8894 8888 x1_NA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 8887->8888 8893 gini = 0.0 samples = 3 value = [0, 3] 8887->8893 8889 gini = 0.0 samples = 1 value = [1, 0] 8888->8889 8890 x0_France <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 8888->8890 8891 gini = 0.444 samples = 3 value = [1, 2] 8890->8891 8892 gini = 0.0 samples = 8 value = [0, 8] 8890->8892 8901 gini = 0.0 samples = 1 value = [1, 0] 8900->8901 8902 gini = 0.0 samples = 23 value = [0, 23] 8900->8902 8905 x7_NJ <= 0.5 gini = 0.231 samples = 262 value = [35, 227] 8904->8905 8998 x14_11 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 8904->8998 8906 x15_Other <= 0.5 gini = 0.228 samples = 259 value = [34, 225] 8905->8906 8997 gini = 0.444 samples = 3 value = [1, 2] 8905->8997 8907 x7_OR <= 0.5 gini = 0.238 samples = 246 value = [34, 212] 8906->8907 8996 gini = 0.0 samples = 13 value = [0, 13] 8906->8996 8908 x14_11 <= 0.5 gini = 0.234 samples = 244 value = [33, 211] 8907->8908 8995 gini = 0.5 samples = 2 value = [1, 1] 8907->8995 8909 x1_MA <= 0.5 gini = 0.223 samples = 235 value = [30, 205] 8908->8909 8984 x7_MA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 8908->8984 8910 x1_NJ <= 0.5 gini = 0.108 samples = 175 value = [10, 165] 8909->8910 8945 x7_SD <= 0.5 gini = 0.444 samples = 60 value = [20, 40] 8909->8945 8911 x7_SC <= 0.5 gini = 0.04 samples = 147 value = [3, 144] 8910->8911 8928 x7_AZ <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 8910->8928 8912 x7_MT <= 0.5 gini = 0.041 samples = 142 value = [3, 139] 8911->8912 8927 gini = 0.0 samples = 5 value = [0, 5] 8911->8927 8913 x13_4 <= 0.5 gini = 0.042 samples = 141 value = [3, 138] 8912->8913 8926 gini = 0.0 samples = 1 value = [0, 1] 8912->8926 8914 x7_WA <= 0.5 gini = 0.042 samples = 139 value = [3, 136] 8913->8914 8925 gini = 0.0 samples = 2 value = [0, 2] 8913->8925 8915 x13_2 <= 0.5 gini = 0.058 samples = 100 value = [3, 97] 8914->8915 8924 gini = 0.0 samples = 39 value = [0, 39] 8914->8924 8916 x7_UT <= 0.5 gini = 0.02 samples = 97 value = [1, 96] 8915->8916 8923 gini = 0.444 samples = 3 value = [2, 1] 8915->8923 8917 x7_PA <= 0.5 gini = 0.025 samples = 80 value = [1, 79] 8916->8917 8922 gini = 0.0 samples = 17 value = [0, 17] 8916->8922 8918 x14_3 <= 0.5 gini = 0.026 samples = 75 value = [1, 74] 8917->8918 8921 gini = 0.0 samples = 5 value = [0, 5] 8917->8921 8919 gini = 0.0 samples = 74 value = [0, 74] 8918->8919 8920 gini = 0.0 samples = 1 value = [1, 0] 8918->8920 8929 x13_3 <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 8928->8929 8944 gini = 0.0 samples = 1 value = [0, 1] 8928->8944 8930 x11_0 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 8929->8930 8939 x14_4 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 8929->8939 8931 gini = 0.0 samples = 3 value = [0, 3] 8930->8931 8932 x13_4 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 8930->8932 8933 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 8932->8933 8938 gini = 0.444 samples = 3 value = [1, 2] 8932->8938 8934 x7_IL <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 8933->8934 8937 gini = 0.0 samples = 1 value = [0, 1] 8933->8937 8935 gini = 0.5 samples = 4 value = [2, 2] 8934->8935 8936 gini = 0.0 samples = 1 value = [1, 0] 8934->8936 8940 x14_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 8939->8940 8943 gini = 0.0 samples = 1 value = [1, 0] 8939->8943 8941 gini = 0.0 samples = 11 value = [0, 11] 8940->8941 8942 gini = 0.444 samples = 3 value = [2, 1] 8940->8942 8946 x15_NA <= 0.5 gini = 0.437 samples = 59 value = [19, 40] 8945->8946 8983 gini = 0.0 samples = 1 value = [1, 0] 8945->8983 8947 gini = 0.0 samples = 1 value = [1, 0] 8946->8947 8948 x13_3 <= 0.5 gini = 0.428 samples = 58 value = [18, 40] 8946->8948 8949 log_spend <= 4.874 gini = 0.346 samples = 36 value = [8, 28] 8948->8949 8962 x7_AZ <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 8948->8962 8950 x7_MA <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 8949->8950 8961 gini = 0.0 samples = 17 value = [0, 17] 8949->8961 8951 log_spend <= 4.541 gini = 0.457 samples = 17 value = [6, 11] 8950->8951 8960 gini = 0.0 samples = 2 value = [2, 0] 8950->8960 8952 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 8951->8952 8959 gini = 0.0 samples = 5 value = [5, 0] 8951->8959 8953 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 8952->8953 8958 gini = 0.0 samples = 3 value = [0, 3] 8952->8958 8954 x7_VA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 8953->8954 8957 gini = 0.0 samples = 4 value = [0, 4] 8953->8957 8955 gini = 0.444 samples = 3 value = [1, 2] 8954->8955 8956 gini = 0.0 samples = 2 value = [0, 2] 8954->8956 8963 x14_6 <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 8962->8963 8982 gini = 0.5 samples = 2 value = [1, 1] 8962->8982 8964 x7_TX <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 8963->8964 8973 x7_PA <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 8963->8973 8965 x14_8 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 8964->8965 8972 gini = 0.0 samples = 2 value = [0, 2] 8964->8972 8966 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 8965->8966 8971 gini = 0.0 samples = 1 value = [1, 0] 8965->8971 8967 gini = 0.5 samples = 2 value = [1, 1] 8966->8967 8968 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 8966->8968 8969 gini = 0.444 samples = 3 value = [1, 2] 8968->8969 8970 gini = 0.5 samples = 2 value = [1, 1] 8968->8970 8974 x7_VA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 8973->8974 8981 gini = 0.0 samples = 1 value = [1, 0] 8973->8981 8975 x7_OH <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 8974->8975 8980 gini = 0.0 samples = 1 value = [0, 1] 8974->8980 8976 log_spend <= 6.545 gini = 0.5 samples = 6 value = [3, 3] 8975->8976 8979 gini = 0.5 samples = 2 value = [1, 1] 8975->8979 8977 gini = 0.375 samples = 4 value = [3, 1] 8976->8977 8978 gini = 0.0 samples = 2 value = [0, 2] 8976->8978 8985 x7_NY <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 8984->8985 8994 gini = 0.0 samples = 1 value = [0, 1] 8984->8994 8986 x7_UT <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 8985->8986 8993 gini = 0.0 samples = 1 value = [0, 1] 8985->8993 8987 x13_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 8986->8987 8992 gini = 0.0 samples = 1 value = [0, 1] 8986->8992 8988 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 8987->8988 8991 gini = 0.0 samples = 1 value = [1, 0] 8987->8991 8989 gini = 0.375 samples = 4 value = [1, 3] 8988->8989 8990 gini = 0.0 samples = 1 value = [1, 0] 8988->8990 8999 x1_NJ <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 8998->8999 9012 gini = 0.0 samples = 1 value = [1, 0] 8998->9012 9000 x7_KS <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 8999->9000 9011 gini = 0.444 samples = 3 value = [2, 1] 8999->9011 9001 x7_VA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 9000->9001 9010 gini = 0.0 samples = 1 value = [0, 1] 9000->9010 9002 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 9001->9002 9009 gini = 0.0 samples = 3 value = [0, 3] 9001->9009 9003 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 9002->9003 9008 gini = 0.0 samples = 3 value = [0, 3] 9002->9008 9004 x7_MN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 9003->9004 9007 gini = 0.0 samples = 1 value = [0, 1] 9003->9007 9005 gini = 0.375 samples = 4 value = [1, 3] 9004->9005 9006 gini = 0.0 samples = 1 value = [0, 1] 9004->9006 9015 x17_astrazeneca <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 9014->9015 9020 x7_CA <= 0.5 gini = 0.382 samples = 35 value = [9, 26] 9014->9020 9016 x17_boehringer <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 9015->9016 9019 gini = 0.0 samples = 1 value = [1, 0] 9015->9019 9017 gini = 0.0 samples = 3 value = [3, 0] 9016->9017 9018 gini = 0.0 samples = 28 value = [0, 28] 9016->9018 9021 x13_2 <= 0.5 gini = 0.358 samples = 30 value = [7, 23] 9020->9021 9036 log_spend <= 4.37 gini = 0.48 samples = 5 value = [2, 3] 9020->9036 9022 x7_GA <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 9021->9022 9035 gini = 0.444 samples = 3 value = [2, 1] 9021->9035 9023 x15_NA <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 9022->9023 9034 gini = 0.0 samples = 1 value = [0, 1] 9022->9034 9024 gini = 0.0 samples = 4 value = [0, 4] 9023->9024 9025 x7_KY <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 9023->9025 9026 x7_WV <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 9025->9026 9033 gini = 0.0 samples = 1 value = [1, 0] 9025->9033 9027 x13_1 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 9026->9027 9032 gini = 0.0 samples = 1 value = [1, 0] 9026->9032 9028 log_spend <= 5.201 gini = 0.5 samples = 6 value = [3, 3] 9027->9028 9031 gini = 0.0 samples = 14 value = [0, 14] 9027->9031 9029 gini = 0.0 samples = 2 value = [2, 0] 9028->9029 9030 gini = 0.375 samples = 4 value = [1, 3] 9028->9030 9037 gini = 0.0 samples = 1 value = [1, 0] 9036->9037 9038 gini = 0.375 samples = 4 value = [1, 3] 9036->9038 9040 x12_100000000067 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 9039->9040 9049 gini = 0.5 samples = 2 value = [1, 1] 9039->9049 9041 x14_8 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 9040->9041 9048 gini = 0.0 samples = 11 value = [0, 11] 9040->9048 9042 x0_Germany <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 9041->9042 9047 gini = 0.0 samples = 1 value = [0, 1] 9041->9047 9043 x2_NA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9042->9043 9046 gini = 0.0 samples = 5 value = [0, 5] 9042->9046 9044 gini = 0.375 samples = 4 value = [1, 3] 9043->9044 9045 gini = 0.0 samples = 1 value = [1, 0] 9043->9045 9052 x11_0 <= 0.5 gini = 0.03 samples = 323 value = [5, 318] 9051->9052 9081 gini = 0.0 samples = 41 value = [0, 41] 9051->9081 9053 gini = 0.0 samples = 1 value = [1, 0] 9052->9053 9054 x7_ID <= 0.5 gini = 0.025 samples = 322 value = [4, 318] 9052->9054 9055 x7_AL <= 0.5 gini = 0.025 samples = 315 value = [4, 311] 9054->9055 9080 gini = 0.0 samples = 7 value = [0, 7] 9054->9080 9056 x0_Denmark <= 0.5 gini = 0.026 samples = 304 value = [4, 300] 9055->9056 9079 gini = 0.0 samples = 11 value = [0, 11] 9055->9079 9057 x2_Non-Covered <= 0.5 gini = 0.013 samples = 302 value = [2, 300] 9056->9057 9078 gini = 0.0 samples = 2 value = [2, 0] 9056->9078 9058 x0_Germany <= 0.5 gini = 0.017 samples = 237 value = [2, 235] 9057->9058 9077 gini = 0.0 samples = 65 value = [0, 65] 9057->9077 9059 x14_11 <= 0.5 gini = 0.018 samples = 224 value = [2, 222] 9058->9059 9076 gini = 0.0 samples = 13 value = [0, 13] 9058->9076 9060 x1_NA <= 0.5 gini = 0.009 samples = 223 value = [1, 222] 9059->9060 9075 gini = 0.0 samples = 1 value = [1, 0] 9059->9075 9061 x7_CO <= 0.5 gini = 0.012 samples = 159 value = [1, 158] 9060->9061 9074 gini = 0.0 samples = 64 value = [0, 64] 9060->9074 9062 log_spend <= 4.258 gini = 0.013 samples = 154 value = [1, 153] 9061->9062 9073 gini = 0.0 samples = 5 value = [0, 5] 9061->9073 9063 x7_UT <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 9062->9063 9072 gini = 0.0 samples = 141 value = [0, 141] 9062->9072 9064 x7_WI <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 9063->9064 9071 gini = 0.0 samples = 1 value = [0, 1] 9063->9071 9065 x7_PA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 9064->9065 9070 gini = 0.0 samples = 1 value = [0, 1] 9064->9070 9066 x14_12 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 9065->9066 9069 gini = 0.0 samples = 1 value = [0, 1] 9065->9069 9067 gini = 0.0 samples = 1 value = [1, 0] 9066->9067 9068 gini = 0.0 samples = 9 value = [0, 9] 9066->9068 9083 x7_TN <= 0.5 gini = 0.441 samples = 134 value = [90, 44] 9082->9083 9164 x7_MA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 9082->9164 9084 x14_5 <= 0.5 gini = 0.443 samples = 130 value = [87, 43] 9083->9084 9163 gini = 0.375 samples = 4 value = [3, 1] 9083->9163 9085 x14_7 <= 0.5 gini = 0.421 samples = 113 value = [79, 34] 9084->9085 9154 x7_OH <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 9084->9154 9086 x14_8 <= 0.5 gini = 0.436 samples = 106 value = [72, 34] 9085->9086 9153 gini = 0.0 samples = 7 value = [7, 0] 9085->9153 9087 x13_5 <= 0.5 gini = 0.431 samples = 86 value = [59, 27] 9086->9087 9146 x7_MA <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 9086->9146 9088 x7_CO <= 0.5 gini = 0.385 samples = 73 value = [54, 19] 9087->9088 9137 x7_AZ <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 9087->9137 9089 x7_VA <= 0.5 gini = 0.378 samples = 71 value = [53, 18] 9088->9089 9136 gini = 0.5 samples = 2 value = [1, 1] 9088->9136 9090 x13_2 <= 0.5 gini = 0.382 samples = 70 value = [52, 18] 9089->9090 9135 gini = 0.0 samples = 1 value = [1, 0] 9089->9135 9091 x7_WA <= 0.5 gini = 0.444 samples = 54 value = [36, 18] 9090->9091 9134 gini = 0.0 samples = 16 value = [16, 0] 9090->9134 9092 x7_MI <= 0.5 gini = 0.436 samples = 53 value = [36, 17] 9091->9092 9133 gini = 0.0 samples = 1 value = [0, 1] 9091->9133 9093 log_spend <= 3.942 gini = 0.426 samples = 52 value = [36, 16] 9092->9093 9132 gini = 0.0 samples = 1 value = [0, 1] 9092->9132 9094 x7_CA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 9093->9094 9099 x7_NC <= 0.5 gini = 0.308 samples = 42 value = [34, 8] 9093->9099 9095 log_spend <= 3.61 gini = 0.219 samples = 8 value = [1, 7] 9094->9095 9098 gini = 0.5 samples = 2 value = [1, 1] 9094->9098 9096 gini = 0.0 samples = 1 value = [1, 0] 9095->9096 9097 gini = 0.0 samples = 7 value = [0, 7] 9095->9097 9100 x14_4 <= 0.5 gini = 0.278 samples = 36 value = [30, 6] 9099->9100 9127 log_spend <= 4.185 gini = 0.444 samples = 6 value = [4, 2] 9099->9127 9101 x14_11 <= 0.5 gini = 0.32 samples = 30 value = [24, 6] 9100->9101 9126 gini = 0.0 samples = 6 value = [6, 0] 9100->9126 9102 x7_SC <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 9101->9102 9123 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 9101->9123 9103 x7_AZ <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 9102->9103 9122 gini = 0.0 samples = 1 value = [0, 1] 9102->9122 9104 x7_NY <= 0.5 gini = 0.287 samples = 23 value = [19, 4] 9103->9104 9121 gini = 0.0 samples = 1 value = [1, 0] 9103->9121 9105 x13_1 <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 9104->9105 9120 gini = 0.0 samples = 1 value = [1, 0] 9104->9120 9106 x14_9 <= 0.5 gini = 0.332 samples = 19 value = [15, 4] 9105->9106 9119 gini = 0.0 samples = 3 value = [3, 0] 9105->9119 9107 log_spend <= 4.505 gini = 0.346 samples = 18 value = [14, 4] 9106->9107 9118 gini = 0.0 samples = 1 value = [1, 0] 9106->9118 9108 gini = 0.0 samples = 8 value = [8, 0] 9107->9108 9109 x7_MN <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 9107->9109 9110 x8_Yes <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 9109->9110 9117 gini = 0.0 samples = 1 value = [0, 1] 9109->9117 9111 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9110->9111 9116 gini = 0.0 samples = 2 value = [0, 2] 9110->9116 9112 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 9111->9112 9115 gini = 0.0 samples = 1 value = [1, 0] 9111->9115 9113 gini = 0.0 samples = 2 value = [2, 0] 9112->9113 9114 gini = 0.375 samples = 4 value = [3, 1] 9112->9114 9124 gini = 0.0 samples = 4 value = [4, 0] 9123->9124 9125 gini = 0.0 samples = 1 value = [0, 1] 9123->9125 9128 gini = 0.0 samples = 1 value = [0, 1] 9127->9128 9129 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 9127->9129 9130 gini = 0.0 samples = 4 value = [4, 0] 9129->9130 9131 gini = 0.0 samples = 1 value = [0, 1] 9129->9131 9138 x14_9 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 9137->9138 9145 gini = 0.0 samples = 2 value = [0, 2] 9137->9145 9139 x7_UT <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 9138->9139 9144 gini = 0.0 samples = 4 value = [4, 0] 9138->9144 9140 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 9139->9140 9143 gini = 0.0 samples = 1 value = [0, 1] 9139->9143 9141 gini = 0.0 samples = 5 value = [0, 5] 9140->9141 9142 gini = 0.0 samples = 1 value = [1, 0] 9140->9142 9147 x7_FL <= 0.5 gini = 0.432 samples = 19 value = [13, 6] 9146->9147 9152 gini = 0.0 samples = 1 value = [0, 1] 9146->9152 9148 x8_No <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 9147->9148 9151 gini = 0.444 samples = 3 value = [2, 1] 9147->9151 9149 gini = 0.0 samples = 5 value = [0, 5] 9148->9149 9150 gini = 0.0 samples = 11 value = [11, 0] 9148->9150 9155 x2_Non-Covered <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 9154->9155 9162 gini = 0.0 samples = 2 value = [0, 2] 9154->9162 9156 x7_TX <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 9155->9156 9159 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 9155->9159 9157 gini = 0.0 samples = 7 value = [7, 0] 9156->9157 9158 gini = 0.0 samples = 1 value = [0, 1] 9156->9158 9160 gini = 0.0 samples = 3 value = [0, 3] 9159->9160 9161 gini = 0.375 samples = 4 value = [1, 3] 9159->9161 9165 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9164->9165 9168 gini = 0.0 samples = 1 value = [1, 0] 9164->9168 9166 gini = 0.0 samples = 4 value = [4, 0] 9165->9166 9167 gini = 0.444 samples = 3 value = [2, 1] 9165->9167 9170 x14_9 <= 0.5 gini = 0.033 samples = 59 value = [58, 1] 9169->9170 9183 gini = 0.0 samples = 1 value = [1, 0] 9169->9183 9171 x14_4 <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 9170->9171 9182 gini = 0.0 samples = 9 value = [9, 0] 9170->9182 9172 x7_CA <= 0.5 gini = 0.044 samples = 44 value = [43, 1] 9171->9172 9181 gini = 0.0 samples = 6 value = [6, 0] 9171->9181 9173 x7_KY <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 9172->9173 9180 gini = 0.0 samples = 5 value = [5, 0] 9172->9180 9174 x14_5 <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 9173->9174 9179 gini = 0.0 samples = 2 value = [2, 0] 9173->9179 9175 x7_NE <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 9174->9175 9178 gini = 0.0 samples = 7 value = [7, 0] 9174->9178 9176 gini = 0.0 samples = 29 value = [29, 0] 9175->9176 9177 gini = 0.0 samples = 1 value = [0, 1] 9175->9177 9185 x17_merck <= 0.5 gini = 0.239 samples = 260 value = [36, 224] 9184->9185 9236 x8_Yes <= 0.5 gini = 0.383 samples = 31 value = [8, 23] 9184->9236 9186 x8_No <= 0.5 gini = 0.181 samples = 249 value = [25, 224] 9185->9186 9235 gini = 0.0 samples = 11 value = [11, 0] 9185->9235 9187 log_spend <= 3.531 gini = 0.153 samples = 156 value = [13, 143] 9186->9187 9218 x7_NY <= 0.5 gini = 0.225 samples = 93 value = [12, 81] 9186->9218 9188 gini = 0.0 samples = 1 value = [1, 0] 9187->9188 9189 x12_100000000067 <= 0.5 gini = 0.143 samples = 155 value = [12, 143] 9187->9189 9190 x7_FL <= 0.5 gini = 0.402 samples = 43 value = [12, 31] 9189->9190 9217 gini = 0.0 samples = 112 value = [0, 112] 9189->9217 9191 x15_NA <= 0.5 gini = 0.426 samples = 39 value = [12, 27] 9190->9191 9216 gini = 0.0 samples = 4 value = [0, 4] 9190->9216 9192 gini = 0.0 samples = 12 value = [0, 12] 9191->9192 9193 x7_NY <= 0.5 gini = 0.494 samples = 27 value = [12, 15] 9191->9193 9194 x17_sanofi <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 9193->9194 9215 gini = 0.0 samples = 1 value = [1, 0] 9193->9215 9195 x7_TX <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 9194->9195 9200 x7_CO <= 0.5 gini = 0.48 samples = 20 value = [8, 12] 9194->9200 9196 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9195->9196 9199 gini = 0.0 samples = 1 value = [0, 1] 9195->9199 9197 gini = 0.375 samples = 4 value = [3, 1] 9196->9197 9198 gini = 0.0 samples = 1 value = [0, 1] 9196->9198 9201 x13_4 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 9200->9201 9214 gini = 0.5 samples = 2 value = [1, 1] 9200->9214 9202 log_spend <= 5.861 gini = 0.484 samples = 17 value = [7, 10] 9201->9202 9213 gini = 0.0 samples = 1 value = [0, 1] 9201->9213 9203 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 9202->9203 9208 x1_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 9202->9208 9204 x7_MA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 9203->9204 9207 gini = 0.0 samples = 1 value = [1, 0] 9203->9207 9205 gini = 0.5 samples = 4 value = [2, 2] 9204->9205 9206 gini = 0.0 samples = 3 value = [3, 0] 9204->9206 9209 log_spend <= 6.986 gini = 0.278 samples = 6 value = [1, 5] 9208->9209 9212 gini = 0.0 samples = 3 value = [0, 3] 9208->9212 9210 gini = 0.444 samples = 3 value = [1, 2] 9209->9210 9211 gini = 0.0 samples = 3 value = [0, 3] 9209->9211 9219 x17_boehringer <= 0.5 gini = 0.203 samples = 87 value = [10, 77] 9218->9219 9230 x0_France <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 9218->9230 9220 x7_NJ <= 0.5 gini = 0.34 samples = 46 value = [10, 36] 9219->9220 9229 gini = 0.0 samples = 41 value = [0, 41] 9219->9229 9221 x12_100000000067 <= 0.5 gini = 0.32 samples = 45 value = [9, 36] 9220->9221 9228 gini = 0.0 samples = 1 value = [1, 0] 9220->9228 9222 x17_astrazeneca <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 9221->9222 9227 gini = 0.0 samples = 35 value = [0, 35] 9221->9227 9223 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9222->9223 9226 gini = 0.0 samples = 3 value = [3, 0] 9222->9226 9224 gini = 0.0 samples = 5 value = [5, 0] 9223->9224 9225 gini = 0.5 samples = 2 value = [1, 1] 9223->9225 9231 x12_100000000067 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9230->9231 9234 gini = 0.0 samples = 1 value = [0, 1] 9230->9234 9232 gini = 0.444 samples = 3 value = [2, 1] 9231->9232 9233 gini = 0.0 samples = 2 value = [0, 2] 9231->9233 9237 x7_WV <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 9236->9237 9244 x7_MO <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 9236->9244 9238 x0_United States <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 9237->9238 9243 gini = 0.0 samples = 1 value = [0, 1] 9237->9243 9239 gini = 0.0 samples = 12 value = [0, 12] 9238->9239 9240 log_spend <= 5.581 gini = 0.444 samples = 9 value = [6, 3] 9238->9240 9241 gini = 0.0 samples = 5 value = [5, 0] 9240->9241 9242 gini = 0.375 samples = 4 value = [1, 3] 9240->9242 9245 x12_100000000067 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 9244->9245 9248 gini = 0.0 samples = 1 value = [1, 0] 9244->9248 9246 gini = 0.5 samples = 2 value = [1, 1] 9245->9246 9247 gini = 0.0 samples = 6 value = [0, 6] 9245->9247 9250 x8_Yes <= 0.5 gini = 0.076 samples = 829 value = [33, 796] 9249->9250 9385 x7_SC <= 0.5 gini = 0.254 samples = 141 value = [21, 120] 9249->9385 9251 x14_7 <= 0.5 gini = 0.428 samples = 74 value = [23, 51] 9250->9251 9300 x14_2 <= 0.5 gini = 0.026 samples = 755 value = [10, 745] 9250->9300 9252 x7_HI <= 0.5 gini = 0.431 samples = 70 value = [22, 48] 9251->9252 9299 gini = 0.375 samples = 4 value = [1, 3] 9251->9299 9253 x14_3 <= 0.5 gini = 0.415 samples = 68 value = [20, 48] 9252->9253 9298 gini = 0.0 samples = 2 value = [2, 0] 9252->9298 9254 x13_5 <= 0.5 gini = 0.437 samples = 59 value = [19, 40] 9253->9254 9295 x7_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 9253->9295 9255 x7_WA <= 0.5 gini = 0.408 samples = 56 value = [16, 40] 9254->9255 9294 gini = 0.0 samples = 3 value = [3, 0] 9254->9294 9256 x13_4 <= 0.5 gini = 0.397 samples = 55 value = [15, 40] 9255->9256 9293 gini = 0.0 samples = 1 value = [1, 0] 9255->9293 9257 x13_1 <= 0.5 gini = 0.431 samples = 35 value = [11, 24] 9256->9257 9282 x14_5 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 9256->9282 9258 x14_10 <= 0.5 gini = 0.48 samples = 20 value = [8, 12] 9257->9258 9271 x14_5 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 9257->9271 9259 log_spend <= 4.353 gini = 0.475 samples = 18 value = [7, 11] 9258->9259 9270 gini = 0.5 samples = 2 value = [1, 1] 9258->9270 9260 gini = 0.0 samples = 4 value = [4, 0] 9259->9260 9261 x14_5 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 9259->9261 9262 x14_6 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 9261->9262 9269 gini = 0.0 samples = 5 value = [0, 5] 9261->9269 9263 x7_MA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 9262->9263 9268 gini = 0.0 samples = 1 value = [0, 1] 9262->9268 9264 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9263->9264 9267 gini = 0.0 samples = 3 value = [0, 3] 9263->9267 9265 gini = 0.5 samples = 4 value = [2, 2] 9264->9265 9266 gini = 0.0 samples = 1 value = [1, 0] 9264->9266 9272 x14_2 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 9271->9272 9281 gini = 0.0 samples = 3 value = [0, 3] 9271->9281 9273 x7_MA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 9272->9273 9280 gini = 0.5 samples = 2 value = [1, 1] 9272->9280 9274 x7_ND <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 9273->9274 9279 gini = 0.0 samples = 4 value = [0, 4] 9273->9279 9275 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 9274->9275 9278 gini = 0.0 samples = 1 value = [1, 0] 9274->9278 9276 gini = 0.444 samples = 3 value = [1, 2] 9275->9276 9277 gini = 0.0 samples = 2 value = [0, 2] 9275->9277 9283 log_spend <= 5.431 gini = 0.36 samples = 17 value = [4, 13] 9282->9283 9292 gini = 0.0 samples = 3 value = [0, 3] 9282->9292 9284 x7_CA <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 9283->9284 9291 gini = 0.0 samples = 7 value = [0, 7] 9283->9291 9285 log_spend <= 4.995 gini = 0.469 samples = 8 value = [3, 5] 9284->9285 9290 gini = 0.5 samples = 2 value = [1, 1] 9284->9290 9286 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 9285->9286 9289 gini = 0.0 samples = 2 value = [2, 0] 9285->9289 9287 gini = 0.375 samples = 4 value = [1, 3] 9286->9287 9288 gini = 0.0 samples = 2 value = [0, 2] 9286->9288 9296 gini = 0.0 samples = 6 value = [0, 6] 9295->9296 9297 gini = 0.444 samples = 3 value = [1, 2] 9295->9297 9301 x14_3 <= 0.5 gini = 0.02 samples = 691 value = [7, 684] 9300->9301 9342 x7_MA <= 0.5 gini = 0.089 samples = 64 value = [3, 61] 9300->9342 9302 x14_11 <= 0.5 gini = 0.022 samples = 618 value = [7, 611] 9301->9302 9341 gini = 0.0 samples = 73 value = [0, 73] 9301->9341 9303 x14_5 <= 0.5 gini = 0.025 samples = 558 value = [7, 551] 9302->9303 9340 gini = 0.0 samples = 60 value = [0, 60] 9302->9340 9304 x7_IN <= 0.5 gini = 0.028 samples = 485 value = [7, 478] 9303->9304 9339 gini = 0.0 samples = 73 value = [0, 73] 9303->9339 9305 x7_PA <= 0.5 gini = 0.029 samples = 480 value = [7, 473] 9304->9305 9338 gini = 0.0 samples = 5 value = [0, 5] 9304->9338 9306 x13_2 <= 0.5 gini = 0.025 samples = 469 value = [6, 463] 9305->9306 9335 x13_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 9305->9335 9307 log_spend <= 5.573 gini = 0.018 samples = 451 value = [4, 447] 9306->9307 9326 x14_4 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 9306->9326 9308 gini = 0.0 samples = 422 value = [0, 422] 9307->9308 9309 x7_WA <= 0.5 gini = 0.238 samples = 29 value = [4, 25] 9307->9309 9310 x13_4 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 9309->9310 9325 gini = 0.5 samples = 2 value = [1, 1] 9309->9325 9311 x7_NH <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 9310->9311 9324 gini = 0.0 samples = 8 value = [0, 8] 9310->9324 9312 log_spend <= 5.843 gini = 0.278 samples = 18 value = [3, 15] 9311->9312 9323 gini = 0.0 samples = 1 value = [0, 1] 9311->9323 9313 gini = 0.0 samples = 1 value = [1, 0] 9312->9313 9314 x14_6 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 9312->9314 9315 x14_9 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 9314->9315 9322 gini = 0.0 samples = 1 value = [0, 1] 9314->9322 9316 x7_NY <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 9315->9316 9321 gini = 0.444 samples = 3 value = [1, 2] 9315->9321 9317 x7_AZ <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 9316->9317 9320 gini = 0.0 samples = 1 value = [0, 1] 9316->9320 9318 gini = 0.0 samples = 10 value = [0, 10] 9317->9318 9319 gini = 0.5 samples = 2 value = [1, 1] 9317->9319 9327 x7_MD <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 9326->9327 9334 gini = 0.0 samples = 1 value = [0, 1] 9326->9334 9328 x7_NY <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 9327->9328 9333 gini = 0.0 samples = 1 value = [1, 0] 9327->9333 9329 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 9328->9329 9332 gini = 0.0 samples = 1 value = [0, 1] 9328->9332 9330 gini = 0.0 samples = 13 value = [0, 13] 9329->9330 9331 gini = 0.5 samples = 2 value = [1, 1] 9329->9331 9336 gini = 0.0 samples = 10 value = [0, 10] 9335->9336 9337 gini = 0.0 samples = 1 value = [1, 0] 9335->9337 9343 x7_PR <= 0.5 gini = 0.092 samples = 62 value = [3, 59] 9342->9343 9384 gini = 0.0 samples = 2 value = [0, 2] 9342->9384 9344 x7_SD <= 0.5 gini = 0.094 samples = 61 value = [3, 58] 9343->9344 9383 gini = 0.0 samples = 1 value = [0, 1] 9343->9383 9345 x7_WA <= 0.5 gini = 0.095 samples = 60 value = [3, 57] 9344->9345 9382 gini = 0.0 samples = 1 value = [0, 1] 9344->9382 9346 x7_FL <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 9345->9346 9381 gini = 0.0 samples = 2 value = [2, 0] 9345->9381 9347 x7_NJ <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 9346->9347 9380 gini = 0.0 samples = 5 value = [0, 5] 9346->9380 9348 x7_TX <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 9347->9348 9379 gini = 0.0 samples = 4 value = [0, 4] 9347->9379 9349 x7_VA <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 9348->9349 9378 gini = 0.0 samples = 2 value = [0, 2] 9348->9378 9350 x7_KY <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 9349->9350 9377 gini = 0.0 samples = 2 value = [0, 2] 9349->9377 9351 x7_TN <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 9350->9351 9376 gini = 0.0 samples = 2 value = [0, 2] 9350->9376 9352 x13_2 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 9351->9352 9375 gini = 0.0 samples = 1 value = [0, 1] 9351->9375 9353 gini = 0.0 samples = 1 value = [0, 1] 9352->9353 9354 x7_MS <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 9352->9354 9355 x7_NV <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 9354->9355 9374 gini = 0.0 samples = 1 value = [0, 1] 9354->9374 9356 x7_MI <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 9355->9356 9373 gini = 0.0 samples = 2 value = [0, 2] 9355->9373 9357 x7_NY <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 9356->9357 9372 gini = 0.0 samples = 2 value = [0, 2] 9356->9372 9358 x7_NM <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 9357->9358 9371 gini = 0.0 samples = 1 value = [0, 1] 9357->9371 9359 x7_IA <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 9358->9359 9370 gini = 0.0 samples = 3 value = [0, 3] 9358->9370 9360 x7_OK <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 9359->9360 9369 gini = 0.0 samples = 1 value = [0, 1] 9359->9369 9361 x7_ND <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 9360->9361 9368 gini = 0.0 samples = 2 value = [0, 2] 9360->9368 9362 x7_CA <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 9361->9362 9367 gini = 0.0 samples = 2 value = [0, 2] 9361->9367 9363 gini = 0.0 samples = 16 value = [0, 16] 9362->9363 9364 log_spend <= 5.108 gini = 0.165 samples = 11 value = [1, 10] 9362->9364 9365 gini = 0.0 samples = 10 value = [0, 10] 9364->9365 9366 gini = 0.0 samples = 1 value = [1, 0] 9364->9366 9386 x7_NJ <= 0.5 gini = 0.249 samples = 137 value = [20, 117] 9385->9386 9441 gini = 0.375 samples = 4 value = [1, 3] 9385->9441 9387 x7_AR <= 0.5 gini = 0.245 samples = 133 value = [19, 114] 9386->9387 9440 gini = 0.375 samples = 4 value = [1, 3] 9386->9440 9388 x8_Yes <= 0.5 gini = 0.248 samples = 131 value = [19, 112] 9387->9388 9439 gini = 0.0 samples = 2 value = [0, 2] 9387->9439 9389 x7_MI <= 0.5 gini = 0.383 samples = 31 value = [8, 23] 9388->9389 9408 x7_NC <= 0.5 gini = 0.196 samples = 100 value = [11, 89] 9388->9408 9390 x7_NY <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 9389->9390 9407 gini = 0.0 samples = 2 value = [2, 0] 9389->9407 9391 x7_MA <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 9390->9391 9402 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 9390->9402 9392 log_spend <= 5.568 gini = 0.49 samples = 7 value = [4, 3] 9391->9392 9395 x14_3 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 9391->9395 9393 gini = 0.0 samples = 4 value = [4, 0] 9392->9393 9394 gini = 0.0 samples = 3 value = [0, 3] 9392->9394 9396 x14_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 9395->9396 9401 gini = 0.0 samples = 4 value = [0, 4] 9395->9401 9397 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 9396->9397 9400 gini = 0.0 samples = 2 value = [0, 2] 9396->9400 9398 gini = 0.444 samples = 3 value = [1, 2] 9397->9398 9399 gini = 0.0 samples = 5 value = [0, 5] 9397->9399 9403 gini = 0.0 samples = 3 value = [0, 3] 9402->9403 9404 log_spend <= 5.479 gini = 0.32 samples = 5 value = [1, 4] 9402->9404 9405 gini = 0.0 samples = 3 value = [0, 3] 9404->9405 9406 gini = 0.5 samples = 2 value = [1, 1] 9404->9406 9409 x7_NV <= 0.5 gini = 0.188 samples = 95 value = [10, 85] 9408->9409 9436 log_spend <= 5.382 gini = 0.32 samples = 5 value = [1, 4] 9408->9436 9410 x7_SD <= 0.5 gini = 0.19 samples = 94 value = [10, 84] 9409->9410 9435 gini = 0.0 samples = 1 value = [0, 1] 9409->9435 9411 x14_1 <= 0.5 gini = 0.192 samples = 93 value = [10, 83] 9410->9411 9434 gini = 0.0 samples = 1 value = [0, 1] 9410->9434 9412 x7_CA <= 0.5 gini = 0.128 samples = 87 value = [6, 81] 9411->9412 9431 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 9411->9431 9413 x7_WA <= 0.5 gini = 0.165 samples = 66 value = [6, 60] 9412->9413 9430 gini = 0.0 samples = 21 value = [0, 21] 9412->9430 9414 log_spend <= 5.057 gini = 0.172 samples = 63 value = [6, 57] 9413->9414 9429 gini = 0.0 samples = 3 value = [0, 3] 9413->9429 9415 gini = 0.0 samples = 50 value = [0, 50] 9414->9415 9416 x14_8 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 9414->9416 9417 x7_KY <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 9416->9417 9428 gini = 0.375 samples = 4 value = [3, 1] 9416->9428 9418 x7_MA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 9417->9418 9427 gini = 0.0 samples = 1 value = [0, 1] 9417->9427 9419 x7_IL <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 9418->9419 9426 gini = 0.0 samples = 1 value = [1, 0] 9418->9426 9420 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 9419->9420 9425 gini = 0.0 samples = 1 value = [0, 1] 9419->9425 9421 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9420->9421 9424 gini = 0.0 samples = 1 value = [0, 1] 9420->9424 9422 gini = 0.444 samples = 3 value = [2, 1] 9421->9422 9423 gini = 0.0 samples = 2 value = [0, 2] 9421->9423 9432 gini = 0.5 samples = 4 value = [2, 2] 9431->9432 9433 gini = 0.0 samples = 2 value = [2, 0] 9431->9433 9437 gini = 0.0 samples = 4 value = [0, 4] 9436->9437 9438 gini = 0.0 samples = 1 value = [1, 0] 9436->9438 9443 x13_3 <= 0.5 gini = 0.486 samples = 113 value = [66, 47] 9442->9443 9508 x13_3 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 9442->9508 9444 x7_NC <= 0.5 gini = 0.5 samples = 95 value = [49, 46] 9443->9444 9505 x2_Non-Covered <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 9443->9505 9445 x7_IN <= 0.5 gini = 0.499 samples = 88 value = [46, 42] 9444->9445 9500 log_spend <= 5.16 gini = 0.49 samples = 7 value = [3, 4] 9444->9500 9446 x7_PA <= 0.5 gini = 0.498 samples = 85 value = [45, 40] 9445->9446 9499 gini = 0.444 samples = 3 value = [1, 2] 9445->9499 9447 x14_6 <= 0.5 gini = 0.5 samples = 81 value = [41, 40] 9446->9447 9498 gini = 0.0 samples = 4 value = [4, 0] 9446->9498 9448 x7_LA <= 0.5 gini = 0.5 samples = 78 value = [38, 40] 9447->9448 9497 gini = 0.0 samples = 3 value = [3, 0] 9447->9497 9449 x7_AL <= 0.5 gini = 0.499 samples = 76 value = [36, 40] 9448->9449 9496 gini = 0.0 samples = 2 value = [2, 0] 9448->9496 9450 x13_4 <= 0.5 gini = 0.498 samples = 75 value = [35, 40] 9449->9450 9495 gini = 0.0 samples = 1 value = [1, 0] 9449->9495 9451 log_spend <= 4.919 gini = 0.499 samples = 71 value = [34, 37] 9450->9451 9494 gini = 0.375 samples = 4 value = [1, 3] 9450->9494 9452 x14_11 <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 9451->9452 9485 x7_NY <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 9451->9485 9453 x7_TX <= 0.5 gini = 0.251 samples = 34 value = [29, 5] 9452->9453 9484 gini = 0.0 samples = 2 value = [2, 0] 9452->9484 9454 x7_MI <= 0.5 gini = 0.225 samples = 31 value = [27, 4] 9453->9454 9483 gini = 0.444 samples = 3 value = [2, 1] 9453->9483 9455 x7_MO <= 0.5 gini = 0.238 samples = 29 value = [25, 4] 9454->9455 9482 gini = 0.0 samples = 2 value = [2, 0] 9454->9482 9456 x2_NA <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 9455->9456 9481 gini = 0.444 samples = 3 value = [2, 1] 9455->9481 9457 x14_5 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 9456->9457 9480 gini = 0.0 samples = 1 value = [1, 0] 9456->9480 9458 x7_OR <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 9457->9458 9479 gini = 0.0 samples = 1 value = [1, 0] 9457->9479 9459 x7_NY <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 9458->9459 9478 gini = 0.0 samples = 1 value = [0, 1] 9458->9478 9460 x7_TN <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 9459->9460 9477 gini = 0.0 samples = 5 value = [5, 0] 9459->9477 9461 x7_NJ <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 9460->9461 9476 gini = 0.0 samples = 2 value = [2, 0] 9460->9476 9462 x14_8 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 9461->9462 9475 gini = 0.0 samples = 1 value = [1, 0] 9461->9475 9463 x14_12 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 9462->9463 9474 gini = 0.0 samples = 1 value = [0, 1] 9462->9474 9464 x14_7 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 9463->9464 9473 gini = 0.0 samples = 2 value = [2, 0] 9463->9473 9465 x13_2 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 9464->9465 9472 gini = 0.0 samples = 1 value = [1, 0] 9464->9472 9466 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 9465->9466 9471 gini = 0.0 samples = 5 value = [5, 0] 9465->9471 9467 log_spend <= 3.621 gini = 0.32 samples = 5 value = [4, 1] 9466->9467 9470 gini = 0.0 samples = 1 value = [1, 0] 9466->9470 9468 gini = 0.5 samples = 2 value = [1, 1] 9467->9468 9469 gini = 0.0 samples = 3 value = [3, 0] 9467->9469 9486 x13_6 <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 9485->9486 9493 gini = 0.0 samples = 4 value = [0, 4] 9485->9493 9487 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 9486->9487 9492 gini = 0.0 samples = 24 value = [0, 24] 9486->9492 9488 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9487->9488 9491 gini = 0.5 samples = 2 value = [1, 1] 9487->9491 9489 gini = 0.375 samples = 4 value = [1, 3] 9488->9489 9490 gini = 0.0 samples = 1 value = [1, 0] 9488->9490 9501 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9500->9501 9504 gini = 0.0 samples = 2 value = [0, 2] 9500->9504 9502 gini = 0.375 samples = 4 value = [3, 1] 9501->9502 9503 gini = 0.0 samples = 1 value = [0, 1] 9501->9503 9506 gini = 0.5 samples = 2 value = [1, 1] 9505->9506 9507 gini = 0.0 samples = 16 value = [16, 0] 9505->9507 9509 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 9508->9509 9514 gini = 0.0 samples = 1 value = [1, 0] 9508->9514 9510 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9509->9510 9513 gini = 0.0 samples = 2 value = [2, 0] 9509->9513 9511 gini = 0.0 samples = 3 value = [3, 0] 9510->9511 9512 gini = 0.0 samples = 2 value = [0, 2] 9510->9512 9516 x7_TX <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 9515->9516 9529 gini = 0.0 samples = 3 value = [3, 0] 9515->9529 9517 x7_PA <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 9516->9517 9528 gini = 0.0 samples = 1 value = [1, 0] 9516->9528 9518 x13_3 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 9517->9518 9527 gini = 0.0 samples = 1 value = [1, 0] 9517->9527 9519 x7_FL <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 9518->9519 9526 gini = 0.0 samples = 3 value = [0, 3] 9518->9526 9520 x1_PA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 9519->9520 9525 gini = 0.0 samples = 1 value = [0, 1] 9519->9525 9521 log_spend <= 5.599 gini = 0.48 samples = 5 value = [2, 3] 9520->9521 9524 gini = 0.0 samples = 3 value = [3, 0] 9520->9524 9522 gini = 0.375 samples = 4 value = [1, 3] 9521->9522 9523 gini = 0.0 samples = 1 value = [1, 0] 9521->9523 9531 x7_NA <= 0.5 gini = 0.307 samples = 1969 value = [1596, 373] 9530->9531 10422 x12_100000000278 <= 0.5 gini = 0.365 samples = 2263 value = [544, 1719] 9530->10422 9532 x12_100000010579 <= 0.5 gini = 0.304 samples = 1963 value = [1596, 367] 9531->9532 10421 gini = 0.0 samples = 6 value = [0, 6] 9531->10421 9533 x1_AL <= 0.5 gini = 0.318 samples = 1848 value = [1481, 367] 9532->9533 10420 gini = 0.0 samples = 115 value = [115, 0] 9532->10420 9534 x1_IN <= 0.5 gini = 0.318 samples = 1847 value = [1480, 367] 9533->9534 10419 gini = 0.0 samples = 1 value = [1, 0] 9533->10419 9535 x13_1 <= 0.5 gini = 0.177 samples = 1522 value = [1373, 149] 9534->9535 10144 x7_MI <= 0.5 gini = 0.442 samples = 325 value = [107, 218] 9534->10144 9536 x7_NY <= 0.5 gini = 0.188 samples = 1314 value = [1176, 138] 9535->9536 10069 x7_IN <= 0.5 gini = 0.1 samples = 208 value = [197, 11] 9535->10069 9537 x7_FL <= 0.5 gini = 0.192 samples = 1217 value = [1086, 131] 9536->9537 10026 x1_IL <= 0.5 gini = 0.134 samples = 97 value = [90, 7] 9536->10026 9538 x14_12 <= 0.5 gini = 0.18 samples = 1121 value = [1009, 112] 9537->9538 9985 x1_FL <= 0.5 gini = 0.317 samples = 96 value = [77, 19] 9537->9985 9539 x1_FL <= 0.5 gini = 0.153 samples = 1022 value = [937, 85] 9538->9539 9900 x13_4 <= 0.5 gini = 0.397 samples = 99 value = [72, 27] 9538->9900 9540 x13_5 <= 0.5 gini = 0.142 samples = 937 value = [865, 72] 9539->9540 9837 x14_7 <= 0.5 gini = 0.259 samples = 85 value = [72, 13] 9539->9837 9541 x7_CO <= 0.5 gini = 0.152 samples = 858 value = [787, 71] 9540->9541 9810 x14_7 <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 9540->9810 9542 x0_Belgium <= 0.5 gini = 0.154 samples = 844 value = [773, 71] 9541->9542 9809 gini = 0.0 samples = 14 value = [14, 0] 9541->9809 9543 x7_KS <= 0.5 gini = 0.149 samples = 840 value = [772, 68] 9542->9543 9808 gini = 0.375 samples = 4 value = [1, 3] 9542->9808 9544 x1_OH <= 0.5 gini = 0.147 samples = 836 value = [769, 67] 9543->9544 9807 gini = 0.375 samples = 4 value = [3, 1] 9543->9807 9545 x7_GA <= 0.5 gini = 0.152 samples = 806 value = [739, 67] 9544->9545 9806 gini = 0.0 samples = 30 value = [30, 0] 9544->9806 9546 x7_AZ <= 0.5 gini = 0.151 samples = 780 value = [716, 64] 9545->9546 9799 x1_PA <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 9545->9799 9547 x12_100000000228 <= 0.5 gini = 0.149 samples = 767 value = [705, 62] 9546->9547 9796 log_spend <= 5.649 gini = 0.26 samples = 13 value = [11, 2] 9546->9796 9548 x7_SD <= 0.5 gini = 0.152 samples = 747 value = [685, 62] 9547->9548 9795 gini = 0.0 samples = 20 value = [20, 0] 9547->9795 9549 x13_6 <= 0.5 gini = 0.15 samples = 746 value = [685, 61] 9548->9549 9794 gini = 0.0 samples = 1 value = [0, 1] 9548->9794 9550 x14_4 <= 0.5 gini = 0.146 samples = 705 value = [649, 56] 9549->9550 9763 x14_11 <= 0.5 gini = 0.214 samples = 41 value = [36, 5] 9549->9763 9551 x1_CA <= 0.5 gini = 0.155 samples = 639 value = [585, 54] 9550->9551 9740 x1_MA <= 0.5 gini = 0.059 samples = 66 value = [64, 2] 9550->9740 9552 x1_MA <= 0.5 gini = 0.165 samples = 551 value = [501, 50] 9551->9552 9727 x14_9 <= 0.5 gini = 0.087 samples = 88 value = [84, 4] 9551->9727 9553 log_spend <= 8.624 gini = 0.19 samples = 469 value = [419, 50] 9552->9553 9726 gini = 0.0 samples = 82 value = [82, 0] 9552->9726 9554 x13_0 <= 0.5 gini = 0.17 samples = 459 value = [416, 43] 9553->9554 9717 x13_4 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 9553->9717 9555 x1_PA <= 0.5 gini = 0.161 samples = 374 value = [341, 33] 9554->9555 9680 x7_WI <= 0.5 gini = 0.208 samples = 85 value = [75, 10] 9554->9680 9556 x7_IN <= 0.5 gini = 0.19 samples = 311 value = [278, 33] 9555->9556 9679 gini = 0.0 samples = 63 value = [63, 0] 9555->9679 9557 x7_UT <= 0.5 gini = 0.177 samples = 306 value = [276, 30] 9556->9557 9676 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9556->9676 9558 x1_LA <= 0.5 gini = 0.179 samples = 302 value = [272, 30] 9557->9558 9675 gini = 0.0 samples = 4 value = [4, 0] 9557->9675 9559 x7_NE <= 0.5 gini = 0.181 samples = 299 value = [269, 30] 9558->9559 9674 gini = 0.0 samples = 3 value = [3, 0] 9558->9674 9560 x7_ID <= 0.5 gini = 0.182 samples = 296 value = [266, 30] 9559->9560 9673 gini = 0.0 samples = 3 value = [3, 0] 9559->9673 9561 x1_KY <= 0.5 gini = 0.184 samples = 292 value = [262, 30] 9560->9561 9672 gini = 0.0 samples = 4 value = [4, 0] 9560->9672 9562 x7_IL <= 0.5 gini = 0.185 samples = 291 value = [261, 30] 9561->9562 9671 gini = 0.0 samples = 1 value = [1, 0] 9561->9671 9563 x7_KY <= 0.5 gini = 0.194 samples = 276 value = [246, 30] 9562->9563 9670 gini = 0.0 samples = 15 value = [15, 0] 9562->9670 9564 x1_WI <= 0.5 gini = 0.197 samples = 271 value = [241, 30] 9563->9564 9669 gini = 0.0 samples = 5 value = [5, 0] 9563->9669 9565 x1_TX <= 0.5 gini = 0.198 samples = 270 value = [240, 30] 9564->9565 9668 gini = 0.0 samples = 1 value = [1, 0] 9564->9668 9566 x14_10 <= 0.5 gini = 0.21 samples = 251 value = [221, 30] 9565->9566 9667 gini = 0.0 samples = 19 value = [19, 0] 9565->9667 9567 x7_AL <= 0.5 gini = 0.122 samples = 200 value = [187, 13] 9566->9567 9638 x7_TN <= 0.5 gini = 0.444 samples = 51 value = [34, 17] 9566->9638 9568 log_spend <= 7.268 gini = 0.114 samples = 197 value = [185, 12] 9567->9568 9637 gini = 0.444 samples = 3 value = [2, 1] 9567->9637 9569 x7_NC <= 0.5 gini = 0.098 samples = 193 value = [183, 10] 9568->9569 9636 gini = 0.5 samples = 4 value = [2, 2] 9568->9636 9570 log_spend <= 4.885 gini = 0.105 samples = 179 value = [169, 10] 9569->9570 9635 gini = 0.0 samples = 14 value = [14, 0] 9569->9635 9571 x13_4 <= 0.5 gini = 0.049 samples = 119 value = [116, 3] 9570->9571 9598 x7_WA <= 0.5 gini = 0.206 samples = 60 value = [53, 7] 9570->9598 9572 gini = 0.0 samples = 81 value = [81, 0] 9571->9572 9573 x7_NM <= 0.5 gini = 0.145 samples = 38 value = [35, 3] 9571->9573 9574 x7_OR <= 0.5 gini = 0.149 samples = 37 value = [34, 3] 9573->9574 9597 gini = 0.0 samples = 1 value = [1, 0] 9573->9597 9575 x14_6 <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 9574->9575 9596 gini = 0.0 samples = 1 value = [1, 0] 9574->9596 9576 x12_0 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 9575->9576 9595 gini = 0.5 samples = 4 value = [2, 2] 9575->9595 9577 gini = 0.0 samples = 3 value = [3, 0] 9576->9577 9578 x14_5 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 9576->9578 9579 x14_7 <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 9578->9579 9594 gini = 0.0 samples = 3 value = [3, 0] 9578->9594 9580 x14_9 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 9579->9580 9593 gini = 0.0 samples = 2 value = [2, 0] 9579->9593 9581 x7_IA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 9580->9581 9592 gini = 0.0 samples = 7 value = [7, 0] 9580->9592 9582 x1_NY <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 9581->9582 9591 gini = 0.0 samples = 1 value = [1, 0] 9581->9591 9583 log_spend <= 4.128 gini = 0.124 samples = 15 value = [14, 1] 9582->9583 9590 gini = 0.0 samples = 1 value = [1, 0] 9582->9590 9584 gini = 0.0 samples = 8 value = [8, 0] 9583->9584 9585 x7_MS <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9583->9585 9586 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 9585->9586 9589 gini = 0.0 samples = 1 value = [1, 0] 9585->9589 9587 gini = 0.0 samples = 5 value = [5, 0] 9586->9587 9588 gini = 0.0 samples = 1 value = [0, 1] 9586->9588 9599 x12_100000005449 <= 0.5 gini = 0.212 samples = 58 value = [51, 7] 9598->9599 9634 gini = 0.0 samples = 2 value = [2, 0] 9598->9634 9600 x7_MI <= 0.5 gini = 0.219 samples = 56 value = [49, 7] 9599->9600 9633 gini = 0.0 samples = 2 value = [2, 0] 9599->9633 9601 x7_NJ <= 0.5 gini = 0.229 samples = 53 value = [46, 7] 9600->9601 9632 gini = 0.0 samples = 3 value = [3, 0] 9600->9632 9602 x7_SC <= 0.5 gini = 0.219 samples = 48 value = [42, 6] 9601->9602 9629 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 9601->9629 9603 x1_NC <= 0.5 gini = 0.227 samples = 46 value = [40, 6] 9602->9603 9628 gini = 0.0 samples = 2 value = [2, 0] 9602->9628 9604 x7_NV <= 0.5 gini = 0.245 samples = 42 value = [36, 6] 9603->9604 9627 gini = 0.0 samples = 4 value = [4, 0] 9603->9627 9605 log_spend <= 5.0 gini = 0.25 samples = 41 value = [35, 6] 9604->9605 9626 gini = 0.0 samples = 1 value = [1, 0] 9604->9626 9606 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 9605->9606 9609 x14_11 <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 9605->9609 9607 gini = 0.5 samples = 4 value = [2, 2] 9606->9607 9608 gini = 0.0 samples = 2 value = [0, 2] 9606->9608 9610 log_spend <= 5.509 gini = 0.124 samples = 30 value = [28, 2] 9609->9610 9625 gini = 0.0 samples = 5 value = [5, 0] 9609->9625 9611 x1_GA <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 9610->9611 9624 gini = 0.0 samples = 19 value = [19, 0] 9610->9624 9612 x1_MN <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 9611->9612 9623 gini = 0.0 samples = 1 value = [1, 0] 9611->9623 9613 x7_PA <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 9612->9613 9622 gini = 0.0 samples = 2 value = [2, 0] 9612->9622 9614 x7_TN <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 9613->9614 9621 gini = 0.0 samples = 1 value = [1, 0] 9613->9621 9615 x14_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 9614->9615 9620 gini = 0.0 samples = 1 value = [1, 0] 9614->9620 9616 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9615->9616 9619 gini = 0.0 samples = 1 value = [1, 0] 9615->9619 9617 gini = 0.0 samples = 3 value = [3, 0] 9616->9617 9618 gini = 0.0 samples = 2 value = [0, 2] 9616->9618 9630 gini = 0.0 samples = 4 value = [4, 0] 9629->9630 9631 gini = 0.0 samples = 1 value = [0, 1] 9629->9631 9639 x12_100000000278 <= 0.5 gini = 0.453 samples = 49 value = [32, 17] 9638->9639 9666 gini = 0.0 samples = 2 value = [2, 0] 9638->9666 9640 x7_WI <= 0.5 gini = 0.462 samples = 47 value = [30, 17] 9639->9640 9665 gini = 0.0 samples = 2 value = [2, 0] 9639->9665 9641 x7_TX <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 9640->9641 9664 gini = 0.0 samples = 16 value = [0, 16] 9640->9664 9642 x7_CT <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 9641->9642 9663 gini = 0.0 samples = 2 value = [2, 0] 9641->9663 9643 x1_IA <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 9642->9643 9662 gini = 0.0 samples = 1 value = [1, 0] 9642->9662 9644 x7_OH <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 9643->9644 9661 gini = 0.0 samples = 1 value = [1, 0] 9643->9661 9645 x7_WA <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 9644->9645 9660 gini = 0.0 samples = 3 value = [3, 0] 9644->9660 9646 x1_MN <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 9645->9646 9659 gini = 0.0 samples = 1 value = [1, 0] 9645->9659 9647 x7_PA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 9646->9647 9658 gini = 0.0 samples = 6 value = [6, 0] 9646->9658 9648 x1_NJ <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 9647->9648 9657 gini = 0.0 samples = 1 value = [1, 0] 9647->9657 9649 x7_NV <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 9648->9649 9656 gini = 0.0 samples = 3 value = [3, 0] 9648->9656 9650 x7_MD <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 9649->9650 9655 gini = 0.0 samples = 2 value = [2, 0] 9649->9655 9651 log_spend <= 3.682 gini = 0.18 samples = 10 value = [9, 1] 9650->9651 9654 gini = 0.0 samples = 1 value = [1, 0] 9650->9654 9652 gini = 0.5 samples = 2 value = [1, 1] 9651->9652 9653 gini = 0.0 samples = 8 value = [8, 0] 9651->9653 9677 gini = 0.444 samples = 3 value = [1, 2] 9676->9677 9678 gini = 0.5 samples = 2 value = [1, 1] 9676->9678 9681 x7_LA <= 0.5 gini = 0.212 samples = 83 value = [73, 10] 9680->9681 9716 gini = 0.0 samples = 2 value = [2, 0] 9680->9716 9682 log_spend <= 3.513 gini = 0.214 samples = 82 value = [72, 10] 9681->9682 9715 gini = 0.0 samples = 1 value = [1, 0] 9681->9715 9683 gini = 0.0 samples = 2 value = [0, 2] 9682->9683 9684 x1_PA <= 0.5 gini = 0.18 samples = 80 value = [72, 8] 9682->9684 9685 x1_OR <= 0.5 gini = 0.254 samples = 47 value = [40, 7] 9684->9685 9702 x14_5 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 9684->9702 9686 x7_TN <= 0.5 gini = 0.283 samples = 41 value = [34, 7] 9685->9686 9701 gini = 0.0 samples = 6 value = [6, 0] 9685->9701 9687 x7_PA <= 0.5 gini = 0.289 samples = 40 value = [33, 7] 9686->9687 9700 gini = 0.0 samples = 1 value = [1, 0] 9686->9700 9688 x1_NC <= 0.5 gini = 0.234 samples = 37 value = [32, 5] 9687->9688 9699 gini = 0.444 samples = 3 value = [1, 2] 9687->9699 9689 x7_NC <= 0.5 gini = 0.208 samples = 34 value = [30, 4] 9688->9689 9698 gini = 0.444 samples = 3 value = [2, 1] 9688->9698 9690 log_spend <= 4.828 gini = 0.17 samples = 32 value = [29, 3] 9689->9690 9697 gini = 0.5 samples = 2 value = [1, 1] 9689->9697 9691 gini = 0.0 samples = 20 value = [20, 0] 9690->9691 9692 x1_IL <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 9690->9692 9693 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 9692->9693 9696 gini = 0.5 samples = 4 value = [2, 2] 9692->9696 9694 gini = 0.0 samples = 6 value = [6, 0] 9693->9694 9695 gini = 0.5 samples = 2 value = [1, 1] 9693->9695 9703 x14_2 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 9702->9703 9714 gini = 0.0 samples = 3 value = [3, 0] 9702->9714 9704 x14_10 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 9703->9704 9713 gini = 0.0 samples = 2 value = [2, 0] 9703->9713 9705 x14_1 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 9704->9705 9712 gini = 0.0 samples = 7 value = [7, 0] 9704->9712 9706 x14_3 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 9705->9706 9711 gini = 0.0 samples = 5 value = [5, 0] 9705->9711 9707 log_spend <= 4.943 gini = 0.142 samples = 13 value = [12, 1] 9706->9707 9710 gini = 0.0 samples = 3 value = [3, 0] 9706->9710 9708 gini = 0.0 samples = 11 value = [11, 0] 9707->9708 9709 gini = 0.5 samples = 2 value = [1, 1] 9707->9709 9718 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 9717->9718 9725 gini = 0.5 samples = 2 value = [1, 1] 9717->9725 9719 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 9718->9719 9724 gini = 0.5 samples = 2 value = [1, 1] 9718->9724 9720 x7_WI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 9719->9720 9723 gini = 0.0 samples = 1 value = [0, 1] 9719->9723 9721 gini = 0.444 samples = 3 value = [1, 2] 9720->9721 9722 gini = 0.0 samples = 2 value = [0, 2] 9720->9722 9728 x12_0 <= 0.5 gini = 0.094 samples = 81 value = [77, 4] 9727->9728 9739 gini = 0.0 samples = 7 value = [7, 0] 9727->9739 9729 gini = 0.0 samples = 24 value = [24, 0] 9728->9729 9730 log_spend <= 3.809 gini = 0.131 samples = 57 value = [53, 4] 9728->9730 9731 x14_1 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 9730->9731 9738 gini = 0.0 samples = 47 value = [47, 0] 9730->9738 9732 x13_4 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 9731->9732 9737 gini = 0.0 samples = 1 value = [1, 0] 9731->9737 9733 gini = 0.375 samples = 4 value = [3, 1] 9732->9733 9734 x7_ID <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9732->9734 9735 gini = 0.5 samples = 4 value = [2, 2] 9734->9735 9736 gini = 0.0 samples = 1 value = [0, 1] 9734->9736 9741 x7_IL <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 9740->9741 9762 gini = 0.0 samples = 11 value = [11, 0] 9740->9762 9742 x1_NJ <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 9741->9742 9761 gini = 0.0 samples = 2 value = [2, 0] 9741->9761 9743 x12_100000000203 <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 9742->9743 9760 gini = 0.0 samples = 12 value = [12, 0] 9742->9760 9744 x7_MO <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 9743->9744 9759 gini = 0.0 samples = 5 value = [5, 0] 9743->9759 9745 x1_MN <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 9744->9745 9758 gini = 0.0 samples = 2 value = [2, 0] 9744->9758 9746 x13_4 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 9745->9746 9755 x7_NM <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 9745->9755 9747 x7_PA <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 9746->9747 9754 gini = 0.0 samples = 6 value = [6, 0] 9746->9754 9748 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 9747->9748 9753 gini = 0.0 samples = 3 value = [3, 0] 9747->9753 9749 x7_MI <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 9748->9749 9752 gini = 0.0 samples = 3 value = [3, 0] 9748->9752 9750 gini = 0.0 samples = 15 value = [15, 0] 9749->9750 9751 gini = 0.5 samples = 2 value = [1, 1] 9749->9751 9756 gini = 0.375 samples = 4 value = [3, 1] 9755->9756 9757 gini = 0.0 samples = 1 value = [1, 0] 9755->9757 9764 x0_United States <= 0.5 gini = 0.234 samples = 37 value = [32, 5] 9763->9764 9793 gini = 0.0 samples = 4 value = [4, 0] 9763->9793 9765 gini = 0.0 samples = 1 value = [1, 0] 9764->9765 9766 x1_NJ <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 9764->9766 9767 x14_3 <= 0.5 gini = 0.251 samples = 34 value = [29, 5] 9766->9767 9792 gini = 0.0 samples = 2 value = [2, 0] 9766->9792 9768 x7_IL <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 9767->9768 9791 gini = 0.375 samples = 4 value = [3, 1] 9767->9791 9769 x1_IL <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 9768->9769 9790 gini = 0.0 samples = 2 value = [2, 0] 9768->9790 9770 x1_TN <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 9769->9770 9789 gini = 0.5 samples = 2 value = [1, 1] 9769->9789 9771 x14_7 <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 9770->9771 9788 gini = 0.0 samples = 1 value = [1, 0] 9770->9788 9772 x1_PA <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 9771->9772 9787 gini = 0.0 samples = 2 value = [2, 0] 9771->9787 9773 x14_4 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 9772->9773 9784 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 9772->9784 9774 x14_5 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 9773->9774 9783 gini = 0.0 samples = 3 value = [3, 0] 9773->9783 9775 x1_MN <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 9774->9775 9782 gini = 0.0 samples = 1 value = [1, 0] 9774->9782 9776 x14_6 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 9775->9776 9781 gini = 0.0 samples = 6 value = [6, 0] 9775->9781 9777 x7_NC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9776->9777 9780 gini = 0.0 samples = 2 value = [2, 0] 9776->9780 9778 gini = 0.0 samples = 3 value = [3, 0] 9777->9778 9779 gini = 0.0 samples = 2 value = [0, 2] 9777->9779 9785 gini = 0.375 samples = 4 value = [3, 1] 9784->9785 9786 gini = 0.0 samples = 2 value = [2, 0] 9784->9786 9797 gini = 0.0 samples = 11 value = [11, 0] 9796->9797 9798 gini = 0.0 samples = 2 value = [0, 2] 9796->9798 9800 x12_100000000278 <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 9799->9800 9805 gini = 0.0 samples = 3 value = [3, 0] 9799->9805 9801 x14_1 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 9800->9801 9804 gini = 0.444 samples = 3 value = [2, 1] 9800->9804 9802 gini = 0.0 samples = 17 value = [17, 0] 9801->9802 9803 gini = 0.444 samples = 3 value = [1, 2] 9801->9803 9811 x7_OK <= 0.5 gini = 0.026 samples = 75 value = [74, 1] 9810->9811 9836 gini = 0.0 samples = 4 value = [4, 0] 9810->9836 9812 x12_100000000278 <= 0.5 gini = 0.027 samples = 74 value = [73, 1] 9811->9812 9835 gini = 0.0 samples = 1 value = [1, 0] 9811->9835 9813 x14_1 <= 0.5 gini = 0.029 samples = 67 value = [66, 1] 9812->9813 9834 gini = 0.0 samples = 7 value = [7, 0] 9812->9834 9814 x7_IL <= 0.5 gini = 0.032 samples = 61 value = [60, 1] 9813->9814 9833 gini = 0.0 samples = 6 value = [6, 0] 9813->9833 9815 x1_KY <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 9814->9815 9832 gini = 0.0 samples = 5 value = [5, 0] 9814->9832 9816 x7_TX <= 0.5 gini = 0.036 samples = 55 value = [54, 1] 9815->9816 9831 gini = 0.0 samples = 1 value = [1, 0] 9815->9831 9817 x7_WI <= 0.5 gini = 0.039 samples = 50 value = [49, 1] 9816->9817 9830 gini = 0.0 samples = 5 value = [5, 0] 9816->9830 9818 x7_CA <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 9817->9818 9829 gini = 0.0 samples = 1 value = [1, 0] 9817->9829 9819 x7_KY <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 9818->9819 9828 gini = 0.0 samples = 11 value = [11, 0] 9818->9828 9820 x7_KS <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 9819->9820 9827 gini = 0.0 samples = 2 value = [2, 0] 9819->9827 9821 x14_11 <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 9820->9821 9826 gini = 0.0 samples = 1 value = [1, 0] 9820->9826 9822 gini = 0.0 samples = 28 value = [28, 0] 9821->9822 9823 x1_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9821->9823 9824 gini = 0.444 samples = 3 value = [2, 1] 9823->9824 9825 gini = 0.0 samples = 4 value = [4, 0] 9823->9825 9838 x14_1 <= 0.5 gini = 0.267 samples = 82 value = [69, 13] 9837->9838 9899 gini = 0.0 samples = 3 value = [3, 0] 9837->9899 9839 x14_9 <= 0.5 gini = 0.284 samples = 76 value = [63, 13] 9838->9839 9898 gini = 0.0 samples = 6 value = [6, 0] 9838->9898 9840 x7_TN <= 0.5 gini = 0.182 samples = 69 value = [62, 7] 9839->9840 9895 x7_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 9839->9895 9841 x7_DC <= 0.5 gini = 0.168 samples = 65 value = [59, 6] 9840->9841 9894 gini = 0.375 samples = 4 value = [3, 1] 9840->9894 9842 x7_WA <= 0.5 gini = 0.17 samples = 64 value = [58, 6] 9841->9842 9893 gini = 0.0 samples = 1 value = [1, 0] 9841->9893 9843 x7_NM <= 0.5 gini = 0.172 samples = 63 value = [57, 6] 9842->9843 9892 gini = 0.0 samples = 1 value = [1, 0] 9842->9892 9844 x7_PA <= 0.5 gini = 0.153 samples = 60 value = [55, 5] 9843->9844 9891 gini = 0.444 samples = 3 value = [2, 1] 9843->9891 9845 x7_MI <= 0.5 gini = 0.171 samples = 53 value = [48, 5] 9844->9845 9890 gini = 0.0 samples = 7 value = [7, 0] 9844->9890 9846 x7_KS <= 0.5 gini = 0.174 samples = 52 value = [47, 5] 9845->9846 9889 gini = 0.0 samples = 1 value = [1, 0] 9845->9889 9847 x7_HI <= 0.5 gini = 0.18 samples = 50 value = [45, 5] 9846->9847 9888 gini = 0.0 samples = 2 value = [2, 0] 9846->9888 9848 x13_3 <= 0.5 gini = 0.183 samples = 49 value = [44, 5] 9847->9848 9887 gini = 0.0 samples = 1 value = [1, 0] 9847->9887 9849 x14_2 <= 0.5 gini = 0.184 samples = 39 value = [35, 4] 9848->9849 9882 x7_IL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 9848->9882 9850 x14_5 <= 0.5 gini = 0.198 samples = 36 value = [32, 4] 9849->9850 9881 gini = 0.0 samples = 3 value = [3, 0] 9849->9881 9851 x7_AZ <= 0.5 gini = 0.238 samples = 29 value = [25, 4] 9850->9851 9880 gini = 0.0 samples = 7 value = [7, 0] 9850->9880 9852 x7_UT <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 9851->9852 9879 gini = 0.0 samples = 1 value = [1, 0] 9851->9879 9853 x7_NC <= 0.5 gini = 0.252 samples = 27 value = [23, 4] 9852->9853 9878 gini = 0.0 samples = 1 value = [1, 0] 9852->9878 9854 x7_OH <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 9853->9854 9877 gini = 0.0 samples = 2 value = [2, 0] 9853->9877 9855 x14_6 <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 9854->9855 9876 gini = 0.444 samples = 3 value = [1, 2] 9854->9876 9856 x14_11 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 9855->9856 9875 gini = 0.0 samples = 4 value = [4, 0] 9855->9875 9857 x13_5 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 9856->9857 9874 gini = 0.0 samples = 2 value = [2, 0] 9856->9874 9858 x13_0 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 9857->9858 9873 gini = 0.0 samples = 1 value = [1, 0] 9857->9873 9859 x7_IL <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 9858->9859 9872 gini = 0.0 samples = 1 value = [1, 0] 9858->9872 9860 x7_NE <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 9859->9860 9871 gini = 0.0 samples = 1 value = [1, 0] 9859->9871 9861 x13_6 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 9860->9861 9870 gini = 0.0 samples = 1 value = [1, 0] 9860->9870 9862 x7_AL <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 9861->9862 9869 gini = 0.0 samples = 1 value = [1, 0] 9861->9869 9863 x7_LA <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 9862->9863 9868 gini = 0.0 samples = 1 value = [1, 0] 9862->9868 9864 x14_3 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 9863->9864 9867 gini = 0.0 samples = 1 value = [1, 0] 9863->9867 9865 gini = 0.0 samples = 5 value = [5, 0] 9864->9865 9866 gini = 0.5 samples = 4 value = [2, 2] 9864->9866 9883 log_spend <= 6.81 gini = 0.219 samples = 8 value = [7, 1] 9882->9883 9886 gini = 0.0 samples = 2 value = [2, 0] 9882->9886 9884 gini = 0.0 samples = 5 value = [5, 0] 9883->9884 9885 gini = 0.444 samples = 3 value = [2, 1] 9883->9885 9896 gini = 0.0 samples = 6 value = [0, 6] 9895->9896 9897 gini = 0.0 samples = 1 value = [1, 0] 9895->9897 9901 x13_5 <= 0.5 gini = 0.447 samples = 74 value = [49, 25] 9900->9901 9958 x1_MA <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 9900->9958 9902 x7_MA <= 0.5 gini = 0.49 samples = 58 value = [33, 25] 9901->9902 9957 gini = 0.0 samples = 16 value = [16, 0] 9901->9957 9903 x7_NC <= 0.5 gini = 0.488 samples = 57 value = [33, 24] 9902->9903 9956 gini = 0.0 samples = 1 value = [0, 1] 9902->9956 9904 x1_PA <= 0.5 gini = 0.492 samples = 55 value = [31, 24] 9903->9904 9955 gini = 0.0 samples = 2 value = [2, 0] 9903->9955 9905 x7_AL <= 0.5 gini = 0.497 samples = 52 value = [28, 24] 9904->9905 9954 gini = 0.0 samples = 3 value = [3, 0] 9904->9954 9906 x7_CA <= 0.5 gini = 0.498 samples = 51 value = [27, 24] 9905->9906 9953 gini = 0.0 samples = 1 value = [1, 0] 9905->9953 9907 x12_100000005449 <= 0.5 gini = 0.494 samples = 47 value = [26, 21] 9906->9907 9952 gini = 0.375 samples = 4 value = [1, 3] 9906->9952 9908 x1_FL <= 0.5 gini = 0.488 samples = 45 value = [26, 19] 9907->9908 9951 gini = 0.0 samples = 2 value = [0, 2] 9907->9951 9909 x7_OR <= 0.5 gini = 0.45 samples = 38 value = [25, 13] 9908->9909 9944 x7_KS <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 9908->9944 9910 x13_3 <= 0.5 gini = 0.456 samples = 37 value = [24, 13] 9909->9910 9943 gini = 0.0 samples = 1 value = [1, 0] 9909->9943 9911 x1_OR <= 0.5 gini = 0.497 samples = 28 value = [15, 13] 9910->9911 9942 gini = 0.0 samples = 9 value = [9, 0] 9910->9942 9912 x7_GA <= 0.5 gini = 0.499 samples = 27 value = [14, 13] 9911->9912 9941 gini = 0.0 samples = 1 value = [1, 0] 9911->9941 9913 x7_HI <= 0.5 gini = 0.499 samples = 25 value = [12, 13] 9912->9913 9940 gini = 0.0 samples = 2 value = [2, 0] 9912->9940 9914 x0_United States <= 0.5 gini = 0.5 samples = 24 value = [12, 12] 9913->9914 9939 gini = 0.0 samples = 1 value = [0, 1] 9913->9939 9915 gini = 0.0 samples = 1 value = [0, 1] 9914->9915 9916 x7_KS <= 0.5 gini = 0.499 samples = 23 value = [12, 11] 9914->9916 9917 x7_OH <= 0.5 gini = 0.5 samples = 22 value = [11, 11] 9916->9917 9938 gini = 0.0 samples = 1 value = [1, 0] 9916->9938 9918 x1_IL <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 9917->9918 9937 gini = 0.0 samples = 2 value = [2, 0] 9917->9937 9919 x7_PR <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 9918->9919 9936 gini = 0.375 samples = 4 value = [3, 1] 9918->9936 9920 x7_SC <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 9919->9920 9935 gini = 0.0 samples = 1 value = [0, 1] 9919->9935 9921 x7_MO <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 9920->9921 9934 gini = 0.0 samples = 1 value = [1, 0] 9920->9934 9922 x1_GA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 9921->9922 9933 gini = 0.0 samples = 1 value = [1, 0] 9921->9933 9923 x13_6 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 9922->9923 9932 gini = 0.0 samples = 1 value = [1, 0] 9922->9932 9924 x7_MI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 9923->9924 9929 x1_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 9923->9929 9925 log_spend <= 5.026 gini = 0.32 samples = 5 value = [1, 4] 9924->9925 9928 gini = 0.0 samples = 2 value = [0, 2] 9924->9928 9926 gini = 0.0 samples = 2 value = [0, 2] 9925->9926 9927 gini = 0.444 samples = 3 value = [1, 2] 9925->9927 9930 gini = 0.0 samples = 2 value = [2, 0] 9929->9930 9931 gini = 0.0 samples = 3 value = [0, 3] 9929->9931 9945 x7_SC <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 9944->9945 9950 gini = 0.0 samples = 1 value = [0, 1] 9944->9950 9946 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 9945->9946 9949 gini = 0.0 samples = 1 value = [0, 1] 9945->9949 9947 gini = 0.0 samples = 4 value = [0, 4] 9946->9947 9948 gini = 0.0 samples = 1 value = [1, 0] 9946->9948 9959 x7_CA <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 9958->9959 9984 gini = 0.0 samples = 3 value = [3, 0] 9958->9984 9960 x7_MD <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 9959->9960 9983 gini = 0.0 samples = 2 value = [2, 0] 9959->9983 9961 x7_MO <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 9960->9961 9982 gini = 0.0 samples = 1 value = [1, 0] 9960->9982 9962 x1_PA <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 9961->9962 9981 gini = 0.0 samples = 2 value = [2, 0] 9961->9981 9963 x1_FL <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 9962->9963 9980 gini = 0.0 samples = 3 value = [3, 0] 9962->9980 9964 x1_OR <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 9963->9964 9979 gini = 0.0 samples = 1 value = [1, 0] 9963->9979 9965 x7_CT <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 9964->9965 9978 gini = 0.0 samples = 1 value = [1, 0] 9964->9978 9966 x7_TX <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 9965->9966 9977 gini = 0.0 samples = 1 value = [1, 0] 9965->9977 9967 x1_CA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 9966->9967 9976 gini = 0.0 samples = 2 value = [2, 0] 9966->9976 9968 x1_OH <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 9967->9968 9975 gini = 0.0 samples = 1 value = [1, 0] 9967->9975 9969 x1_MN <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 9968->9969 9974 gini = 0.0 samples = 1 value = [1, 0] 9968->9974 9970 x1_KS <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 9969->9970 9973 gini = 0.0 samples = 2 value = [2, 0] 9969->9973 9971 gini = 0.5 samples = 4 value = [2, 2] 9970->9971 9972 gini = 0.0 samples = 1 value = [1, 0] 9970->9972 9986 x13_5 <= 0.5 gini = 0.165 samples = 77 value = [70, 7] 9985->9986 10019 x14_9 <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 9985->10019 9987 x14_1 <= 0.5 gini = 0.185 samples = 68 value = [61, 7] 9986->9987 10018 gini = 0.0 samples = 9 value = [9, 0] 9986->10018 9988 x1_OR <= 0.5 gini = 0.165 samples = 66 value = [60, 6] 9987->9988 10017 gini = 0.5 samples = 2 value = [1, 1] 9987->10017 9989 x14_11 <= 0.5 gini = 0.17 samples = 64 value = [58, 6] 9988->9989 10016 gini = 0.0 samples = 2 value = [2, 0] 9988->10016 9990 x1_OH <= 0.5 gini = 0.16 samples = 57 value = [52, 5] 9989->9990 10011 x1_MA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9989->10011 9991 x13_4 <= 0.5 gini = 0.165 samples = 55 value = [50, 5] 9990->9991 10010 gini = 0.0 samples = 2 value = [2, 0] 9990->10010 9992 x1_NY <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 9991->9992 10009 gini = 0.0 samples = 9 value = [9, 0] 9991->10009 9993 x0_United States <= 0.5 gini = 0.198 samples = 45 value = [40, 5] 9992->9993 10008 gini = 0.0 samples = 1 value = [1, 0] 9992->10008 9994 gini = 0.0 samples = 2 value = [0, 2] 9993->9994 9995 x13_6 <= 0.5 gini = 0.13 samples = 43 value = [40, 3] 9993->9995 9996 x13_0 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 9995->9996 10007 gini = 0.444 samples = 3 value = [1, 2] 9995->10007 9997 gini = 0.0 samples = 32 value = [32, 0] 9996->9997 9998 x14_8 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 9996->9998 9999 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 9998->9999 10006 gini = 0.0 samples = 1 value = [1, 0] 9998->10006 10000 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 9999->10000 10005 gini = 0.0 samples = 1 value = [1, 0] 9999->10005 10001 log_spend <= 4.998 gini = 0.32 samples = 5 value = [4, 1] 10000->10001 10004 gini = 0.0 samples = 1 value = [1, 0] 10000->10004 10002 gini = 0.0 samples = 4 value = [4, 0] 10001->10002 10003 gini = 0.0 samples = 1 value = [0, 1] 10001->10003 10012 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10011->10012 10015 gini = 0.0 samples = 1 value = [1, 0] 10011->10015 10013 gini = 0.0 samples = 5 value = [5, 0] 10012->10013 10014 gini = 0.0 samples = 1 value = [0, 1] 10012->10014 10020 x14_12 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 10019->10020 10025 gini = 0.0 samples = 2 value = [0, 2] 10019->10025 10021 log_spend <= 4.552 gini = 0.219 samples = 8 value = [7, 1] 10020->10021 10024 gini = 0.0 samples = 9 value = [0, 9] 10020->10024 10022 gini = 0.5 samples = 2 value = [1, 1] 10021->10022 10023 gini = 0.0 samples = 6 value = [6, 0] 10021->10023 10027 x12_100000000228 <= 0.5 gini = 0.123 samples = 91 value = [85, 6] 10026->10027 10066 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10026->10066 10028 x14_9 <= 0.5 gini = 0.124 samples = 90 value = [84, 6] 10027->10028 10065 gini = 0.0 samples = 1 value = [1, 0] 10027->10065 10029 log_spend <= 3.799 gini = 0.107 samples = 88 value = [83, 5] 10028->10029 10064 gini = 0.5 samples = 2 value = [1, 1] 10028->10064 10030 x13_3 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 10029->10030 10039 x1_MN <= 0.5 gini = 0.049 samples = 79 value = [77, 2] 10029->10039 10031 x1_TN <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 10030->10031 10038 gini = 0.0 samples = 2 value = [2, 0] 10030->10038 10032 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 10031->10032 10037 gini = 0.0 samples = 1 value = [1, 0] 10031->10037 10033 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10032->10033 10036 gini = 0.0 samples = 1 value = [1, 0] 10032->10036 10034 gini = 0.375 samples = 4 value = [1, 3] 10033->10034 10035 gini = 0.0 samples = 1 value = [1, 0] 10033->10035 10040 x13_0 <= 0.5 gini = 0.054 samples = 72 value = [70, 2] 10039->10040 10063 gini = 0.0 samples = 7 value = [7, 0] 10039->10063 10041 x14_5 <= 0.5 gini = 0.061 samples = 64 value = [62, 2] 10040->10041 10062 gini = 0.0 samples = 8 value = [8, 0] 10040->10062 10042 x13_6 <= 0.5 gini = 0.074 samples = 52 value = [50, 2] 10041->10042 10061 gini = 0.0 samples = 12 value = [12, 0] 10041->10061 10043 x13_2 <= 0.5 gini = 0.078 samples = 49 value = [47, 2] 10042->10043 10060 gini = 0.0 samples = 3 value = [3, 0] 10042->10060 10044 x13_4 <= 0.5 gini = 0.105 samples = 36 value = [34, 2] 10043->10044 10059 gini = 0.0 samples = 13 value = [13, 0] 10043->10059 10045 x12_100000000278 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 10044->10045 10052 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 10044->10052 10046 x1_MA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 10045->10046 10051 gini = 0.0 samples = 1 value = [1, 0] 10045->10051 10047 x14_7 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 10046->10047 10050 gini = 0.0 samples = 3 value = [3, 0] 10046->10050 10048 gini = 0.0 samples = 17 value = [17, 0] 10047->10048 10049 gini = 0.5 samples = 2 value = [1, 1] 10047->10049 10053 x1_CA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 10052->10053 10058 gini = 0.0 samples = 2 value = [2, 0] 10052->10058 10054 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 10053->10054 10057 gini = 0.0 samples = 2 value = [2, 0] 10053->10057 10055 gini = 0.0 samples = 7 value = [7, 0] 10054->10055 10056 gini = 0.5 samples = 2 value = [1, 1] 10054->10056 10067 gini = 0.375 samples = 4 value = [3, 1] 10066->10067 10068 gini = 0.0 samples = 2 value = [2, 0] 10066->10068 10070 x7_NC <= 0.5 gini = 0.101 samples = 206 value = [195, 11] 10069->10070 10143 gini = 0.0 samples = 2 value = [2, 0] 10069->10143 10071 x7_MD <= 0.5 gini = 0.095 samples = 201 value = [191, 10] 10070->10071 10140 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10070->10140 10072 x4_In-kind items and services <= 0.5 gini = 0.09 samples = 191 value = [182, 9] 10071->10072 10131 x14_11 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 10071->10131 10073 gini = 0.0 samples = 3 value = [3, 0] 10072->10073 10074 x7_DE <= 0.5 gini = 0.091 samples = 188 value = [179, 9] 10072->10074 10075 x7_KY <= 0.5 gini = 0.092 samples = 186 value = [177, 9] 10074->10075 10130 gini = 0.0 samples = 2 value = [2, 0] 10074->10130 10076 x1_NJ <= 0.5 gini = 0.084 samples = 183 value = [175, 8] 10075->10076 10129 gini = 0.444 samples = 3 value = [2, 1] 10075->10129 10077 x1_NY <= 0.5 gini = 0.094 samples = 162 value = [154, 8] 10076->10077 10128 gini = 0.0 samples = 21 value = [21, 0] 10076->10128 10078 x1_NC <= 0.5 gini = 0.074 samples = 156 value = [150, 6] 10077->10078 10123 x14_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10077->10123 10079 x7_VA <= 0.5 gini = 0.075 samples = 153 value = [147, 6] 10078->10079 10122 gini = 0.0 samples = 3 value = [3, 0] 10078->10122 10080 x7_KS <= 0.5 gini = 0.079 samples = 145 value = [139, 6] 10079->10080 10121 gini = 0.0 samples = 8 value = [8, 0] 10079->10121 10081 x1_TX <= 0.5 gini = 0.08 samples = 143 value = [137, 6] 10080->10081 10120 gini = 0.0 samples = 2 value = [2, 0] 10080->10120 10082 x14_10 <= 0.5 gini = 0.056 samples = 138 value = [134, 4] 10081->10082 10117 x7_MA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10081->10117 10083 x14_9 <= 0.5 gini = 0.046 samples = 128 value = [125, 3] 10082->10083 10110 x7_PA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 10082->10110 10084 x14_1 <= 0.5 gini = 0.034 samples = 116 value = [114, 2] 10083->10084 10099 x1_MA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 10083->10099 10085 log_spend <= 6.071 gini = 0.019 samples = 106 value = [105, 1] 10084->10085 10092 x7_MI <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 10084->10092 10086 gini = 0.0 samples = 99 value = [99, 0] 10085->10086 10087 x1_SD <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 10085->10087 10088 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10087->10088 10091 gini = 0.0 samples = 2 value = [2, 0] 10087->10091 10089 gini = 0.375 samples = 4 value = [3, 1] 10088->10089 10090 gini = 0.0 samples = 1 value = [1, 0] 10088->10090 10093 x7_ND <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 10092->10093 10098 gini = 0.0 samples = 1 value = [1, 0] 10092->10098 10094 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 10093->10094 10097 gini = 0.0 samples = 1 value = [1, 0] 10093->10097 10095 gini = 0.0 samples = 6 value = [6, 0] 10094->10095 10096 gini = 0.5 samples = 2 value = [1, 1] 10094->10096 10100 x1_MN <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 10099->10100 10109 gini = 0.0 samples = 1 value = [1, 0] 10099->10109 10101 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 10100->10101 10108 gini = 0.0 samples = 1 value = [1, 0] 10100->10108 10102 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 10101->10102 10107 gini = 0.0 samples = 3 value = [3, 0] 10101->10107 10103 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10102->10103 10106 gini = 0.0 samples = 1 value = [1, 0] 10102->10106 10104 gini = 0.0 samples = 4 value = [4, 0] 10103->10104 10105 gini = 0.5 samples = 2 value = [1, 1] 10103->10105 10111 x7_OR <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10110->10111 10116 gini = 0.0 samples = 4 value = [4, 0] 10110->10116 10112 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10111->10112 10115 gini = 0.0 samples = 1 value = [1, 0] 10111->10115 10113 gini = 0.444 samples = 3 value = [2, 1] 10112->10113 10114 gini = 0.0 samples = 2 value = [2, 0] 10112->10114 10118 gini = 0.5 samples = 4 value = [2, 2] 10117->10118 10119 gini = 0.0 samples = 1 value = [1, 0] 10117->10119 10124 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10123->10124 10127 gini = 0.0 samples = 1 value = [1, 0] 10123->10127 10125 gini = 0.375 samples = 4 value = [3, 1] 10124->10125 10126 gini = 0.0 samples = 1 value = [0, 1] 10124->10126 10132 x12_0 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 10131->10132 10139 gini = 0.0 samples = 1 value = [1, 0] 10131->10139 10133 gini = 0.0 samples = 3 value = [3, 0] 10132->10133 10134 x1_MD <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10132->10134 10135 log_spend <= 4.576 gini = 0.32 samples = 5 value = [4, 1] 10134->10135 10138 gini = 0.0 samples = 1 value = [1, 0] 10134->10138 10136 gini = 0.5 samples = 2 value = [1, 1] 10135->10136 10137 gini = 0.0 samples = 3 value = [3, 0] 10135->10137 10141 gini = 0.375 samples = 4 value = [3, 1] 10140->10141 10142 gini = 0.0 samples = 1 value = [1, 0] 10140->10142 10145 x14_6 <= 0.5 gini = 0.437 samples = 320 value = [103, 217] 10144->10145 10416 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10144->10416 10146 x14_1 <= 0.5 gini = 0.441 samples = 295 value = [97, 198] 10145->10146 10401 x7_FL <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 10145->10401 10147 x7_NM <= 0.5 gini = 0.471 samples = 237 value = [90, 147] 10146->10147 10376 x7_NY <= 0.5 gini = 0.212 samples = 58 value = [7, 51] 10146->10376 10148 x13_0 <= 0.5 gini = 0.472 samples = 236 value = [90, 146] 10147->10148 10375 gini = 0.0 samples = 1 value = [0, 1] 10147->10375 10149 x7_VA <= 0.5 gini = 0.483 samples = 206 value = [84, 122] 10148->10149 10346 x7_CT <= 0.5 gini = 0.32 samples = 30 value = [6, 24] 10148->10346 10150 x14_5 <= 0.5 gini = 0.484 samples = 205 value = [84, 121] 10149->10150 10345 gini = 0.0 samples = 1 value = [0, 1] 10149->10345 10151 x14_10 <= 0.5 gini = 0.48 samples = 172 value = [69, 103] 10150->10151 10312 x7_KS <= 0.5 gini = 0.496 samples = 33 value = [15, 18] 10150->10312 10152 x13_1 <= 0.5 gini = 0.472 samples = 157 value = [60, 97] 10151->10152 10299 x13_3 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 10151->10299 10153 x4_In-kind items and services <= 0.5 gini = 0.485 samples = 128 value = [53, 75] 10152->10153 10280 log_spend <= 4.794 gini = 0.366 samples = 29 value = [7, 22] 10152->10280 10154 gini = 0.0 samples = 1 value = [1, 0] 10153->10154 10155 x7_RI <= 0.5 gini = 0.484 samples = 127 value = [52, 75] 10153->10155 10156 x13_3 <= 0.5 gini = 0.485 samples = 126 value = [52, 74] 10155->10156 10279 gini = 0.0 samples = 1 value = [0, 1] 10155->10279 10157 x7_MN <= 0.5 gini = 0.437 samples = 93 value = [30, 63] 10156->10157 10244 x7_CO <= 0.5 gini = 0.444 samples = 33 value = [22, 11] 10156->10244 10158 x13_6 <= 0.5 gini = 0.432 samples = 92 value = [29, 63] 10157->10158 10243 gini = 0.0 samples = 1 value = [1, 0] 10157->10243 10159 x14_7 <= 0.5 gini = 0.429 samples = 90 value = [28, 62] 10158->10159 10242 gini = 0.5 samples = 2 value = [1, 1] 10158->10242 10160 x7_GA <= 0.5 gini = 0.479 samples = 58 value = [23, 35] 10159->10160 10213 x7_NC <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 10159->10213 10161 x13_2 <= 0.5 gini = 0.469 samples = 56 value = [21, 35] 10160->10161 10212 gini = 0.0 samples = 2 value = [2, 0] 10160->10212 10162 x7_IL <= 0.5 gini = 0.363 samples = 42 value = [10, 32] 10161->10162 10199 x7_TX <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 10161->10199 10163 x7_SC <= 0.5 gini = 0.369 samples = 41 value = [10, 31] 10162->10163 10198 gini = 0.0 samples = 1 value = [0, 1] 10162->10198 10164 x7_CT <= 0.5 gini = 0.375 samples = 40 value = [10, 30] 10163->10164 10197 gini = 0.0 samples = 1 value = [0, 1] 10163->10197 10165 x7_CO <= 0.5 gini = 0.381 samples = 39 value = [10, 29] 10164->10165 10196 gini = 0.0 samples = 1 value = [0, 1] 10164->10196 10166 x7_FL <= 0.5 gini = 0.394 samples = 37 value = [10, 27] 10165->10166 10195 gini = 0.0 samples = 2 value = [0, 2] 10165->10195 10167 x13_4 <= 0.5 gini = 0.412 samples = 31 value = [9, 22] 10166->10167 10192 log_spend <= 5.616 gini = 0.278 samples = 6 value = [1, 5] 10166->10192 10168 gini = 0.375 samples = 4 value = [3, 1] 10167->10168 10169 x7_TX <= 0.5 gini = 0.346 samples = 27 value = [6, 21] 10167->10169 10170 x7_OR <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 10169->10170 10191 gini = 0.0 samples = 1 value = [0, 1] 10169->10191 10171 x7_AL <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 10170->10171 10190 gini = 0.0 samples = 1 value = [1, 0] 10170->10190 10172 x14_8 <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 10171->10172 10189 gini = 0.0 samples = 1 value = [1, 0] 10171->10189 10173 x7_OH <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 10172->10173 10188 gini = 0.5 samples = 2 value = [1, 1] 10172->10188 10174 x14_12 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 10173->10174 10187 gini = 0.0 samples = 1 value = [0, 1] 10173->10187 10175 x7_NV <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 10174->10175 10186 gini = 0.0 samples = 1 value = [0, 1] 10174->10186 10176 x7_PA <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 10175->10176 10185 gini = 0.0 samples = 2 value = [0, 2] 10175->10185 10177 x14_9 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 10176->10177 10184 gini = 0.5 samples = 2 value = [1, 1] 10176->10184 10178 log_spend <= 5.491 gini = 0.133 samples = 14 value = [1, 13] 10177->10178 10183 gini = 0.5 samples = 2 value = [1, 1] 10177->10183 10179 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10178->10179 10182 gini = 0.0 samples = 8 value = [0, 8] 10178->10182 10180 gini = 0.0 samples = 1 value = [1, 0] 10179->10180 10181 gini = 0.0 samples = 5 value = [0, 5] 10179->10181 10193 gini = 0.5 samples = 2 value = [1, 1] 10192->10193 10194 gini = 0.0 samples = 4 value = [0, 4] 10192->10194 10200 x14_9 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 10199->10200 10211 gini = 0.0 samples = 1 value = [1, 0] 10199->10211 10201 x14_3 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 10200->10201 10210 gini = 0.0 samples = 1 value = [1, 0] 10200->10210 10202 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 10201->10202 10209 gini = 0.444 samples = 3 value = [2, 1] 10201->10209 10203 x7_OR <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10202->10203 10208 gini = 0.0 samples = 3 value = [3, 0] 10202->10208 10204 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10203->10204 10207 gini = 0.0 samples = 1 value = [1, 0] 10203->10207 10205 gini = 0.5 samples = 4 value = [2, 2] 10204->10205 10206 gini = 0.0 samples = 1 value = [1, 0] 10204->10206 10214 x7_WA <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 10213->10214 10241 gini = 0.5 samples = 2 value = [1, 1] 10213->10241 10215 x7_CT <= 0.5 gini = 0.238 samples = 29 value = [4, 25] 10214->10215 10240 gini = 0.0 samples = 1 value = [0, 1] 10214->10240 10216 x13_5 <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 10215->10216 10239 gini = 0.0 samples = 1 value = [0, 1] 10215->10239 10217 x7_NJ <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 10216->10217 10238 gini = 0.0 samples = 1 value = [1, 0] 10216->10238 10218 x7_KS <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 10217->10218 10237 gini = 0.5 samples = 2 value = [1, 1] 10217->10237 10219 x7_NH <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 10218->10219 10236 gini = 0.0 samples = 1 value = [0, 1] 10218->10236 10220 log_spend <= 4.098 gini = 0.159 samples = 23 value = [2, 21] 10219->10220 10235 gini = 0.0 samples = 1 value = [0, 1] 10219->10235 10221 gini = 0.0 samples = 1 value = [1, 0] 10220->10221 10222 x7_MA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 10220->10222 10223 x7_PR <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 10222->10223 10234 gini = 0.0 samples = 3 value = [0, 3] 10222->10234 10224 x7_ID <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 10223->10224 10233 gini = 0.0 samples = 3 value = [0, 3] 10223->10233 10225 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10224->10225 10232 gini = 0.0 samples = 2 value = [0, 2] 10224->10232 10226 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 10225->10226 10231 gini = 0.0 samples = 3 value = [0, 3] 10225->10231 10227 log_spend <= 4.564 gini = 0.245 samples = 7 value = [1, 6] 10226->10227 10230 gini = 0.0 samples = 4 value = [0, 4] 10226->10230 10228 gini = 0.0 samples = 1 value = [1, 0] 10227->10228 10229 gini = 0.0 samples = 6 value = [0, 6] 10227->10229 10245 x7_KY <= 0.5 gini = 0.437 samples = 31 value = [21, 10] 10244->10245 10278 gini = 0.5 samples = 2 value = [1, 1] 10244->10278 10246 x14_3 <= 0.5 gini = 0.444 samples = 30 value = [20, 10] 10245->10246 10277 gini = 0.0 samples = 1 value = [1, 0] 10245->10277 10247 x7_WA <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 10246->10247 10272 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10246->10272 10248 x7_NC <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 10247->10248 10271 gini = 0.0 samples = 1 value = [0, 1] 10247->10271 10249 x14_7 <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 10248->10249 10270 gini = 0.0 samples = 1 value = [0, 1] 10248->10270 10250 x7_AL <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 10249->10250 10269 gini = 0.0 samples = 2 value = [2, 0] 10249->10269 10251 x7_CA <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 10250->10251 10268 gini = 0.0 samples = 1 value = [1, 0] 10250->10268 10252 x7_IN <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 10251->10252 10267 gini = 0.0 samples = 2 value = [2, 0] 10251->10267 10253 x14_2 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 10252->10253 10266 gini = 0.0 samples = 1 value = [1, 0] 10252->10266 10254 x7_NY <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 10253->10254 10265 gini = 0.0 samples = 3 value = [3, 0] 10253->10265 10255 x7_FL <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 10254->10255 10264 gini = 0.5 samples = 2 value = [1, 1] 10254->10264 10256 x7_OH <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 10255->10256 10263 gini = 0.0 samples = 3 value = [0, 3] 10255->10263 10257 x7_AZ <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 10256->10257 10262 gini = 0.0 samples = 1 value = [1, 0] 10256->10262 10258 x14_12 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10257->10258 10261 gini = 0.5 samples = 2 value = [1, 1] 10257->10261 10259 gini = 0.444 samples = 3 value = [2, 1] 10258->10259 10260 gini = 0.5 samples = 2 value = [1, 1] 10258->10260 10273 x7_UT <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10272->10273 10276 gini = 0.0 samples = 1 value = [1, 0] 10272->10276 10274 gini = 0.0 samples = 4 value = [4, 0] 10273->10274 10275 gini = 0.0 samples = 1 value = [0, 1] 10273->10275 10281 x7_MD <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10280->10281 10284 x7_CA <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 10280->10284 10282 gini = 0.375 samples = 4 value = [3, 1] 10281->10282 10283 gini = 0.0 samples = 1 value = [1, 0] 10281->10283 10285 x14_4 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 10284->10285 10298 gini = 0.0 samples = 2 value = [2, 0] 10284->10298 10286 x14_11 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 10285->10286 10297 gini = 0.0 samples = 5 value = [0, 5] 10285->10297 10287 x14_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10286->10287 10296 gini = 0.0 samples = 3 value = [0, 3] 10286->10296 10288 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 10287->10288 10295 gini = 0.0 samples = 5 value = [0, 5] 10287->10295 10289 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 10288->10289 10294 gini = 0.0 samples = 2 value = [0, 2] 10288->10294 10290 gini = 0.0 samples = 1 value = [0, 1] 10289->10290 10291 log_spend <= 5.614 gini = 0.278 samples = 6 value = [1, 5] 10289->10291 10292 gini = 0.5 samples = 2 value = [1, 1] 10291->10292 10293 gini = 0.0 samples = 4 value = [0, 4] 10291->10293 10300 x7_IN <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 10299->10300 10307 x7_FL <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10299->10307 10301 x13_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 10300->10301 10306 gini = 0.0 samples = 1 value = [1, 0] 10300->10306 10302 log_spend <= 6.348 gini = 0.444 samples = 6 value = [4, 2] 10301->10302 10305 gini = 0.0 samples = 2 value = [0, 2] 10301->10305 10303 gini = 0.0 samples = 4 value = [4, 0] 10302->10303 10304 gini = 0.0 samples = 2 value = [0, 2] 10302->10304 10308 log_spend <= 5.068 gini = 0.48 samples = 5 value = [3, 2] 10307->10308 10311 gini = 0.0 samples = 1 value = [1, 0] 10307->10311 10309 gini = 0.0 samples = 3 value = [3, 0] 10308->10309 10310 gini = 0.0 samples = 2 value = [0, 2] 10308->10310 10313 x7_CA <= 0.5 gini = 0.492 samples = 32 value = [14, 18] 10312->10313 10344 gini = 0.0 samples = 1 value = [1, 0] 10312->10344 10314 x7_NC <= 0.5 gini = 0.499 samples = 29 value = [14, 15] 10313->10314 10343 gini = 0.0 samples = 3 value = [0, 3] 10313->10343 10315 log_spend <= 6.74 gini = 0.5 samples = 28 value = [14, 14] 10314->10315 10342 gini = 0.0 samples = 1 value = [0, 1] 10314->10342 10316 x7_OH <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 10315->10316 10333 x7_MA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 10315->10333 10317 x7_NV <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 10316->10317 10332 gini = 0.0 samples = 1 value = [1, 0] 10316->10332 10318 x13_2 <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 10317->10318 10331 gini = 0.0 samples = 1 value = [1, 0] 10317->10331 10319 log_spend <= 4.064 gini = 0.346 samples = 9 value = [7, 2] 10318->10319 10328 log_spend <= 6.127 gini = 0.444 samples = 6 value = [4, 2] 10318->10328 10320 gini = 0.0 samples = 1 value = [0, 1] 10319->10320 10321 x7_AR <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 10319->10321 10322 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 10321->10322 10327 gini = 0.0 samples = 1 value = [1, 0] 10321->10327 10323 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10322->10323 10326 gini = 0.0 samples = 1 value = [1, 0] 10322->10326 10324 gini = 0.0 samples = 3 value = [3, 0] 10323->10324 10325 gini = 0.444 samples = 3 value = [2, 1] 10323->10325 10329 gini = 0.444 samples = 3 value = [1, 2] 10328->10329 10330 gini = 0.0 samples = 3 value = [3, 0] 10328->10330 10334 x13_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 10333->10334 10341 gini = 0.0 samples = 1 value = [0, 1] 10333->10341 10335 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10334->10335 10340 gini = 0.0 samples = 4 value = [0, 4] 10334->10340 10336 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10335->10336 10339 gini = 0.0 samples = 1 value = [0, 1] 10335->10339 10337 gini = 0.375 samples = 4 value = [1, 3] 10336->10337 10338 gini = 0.0 samples = 1 value = [0, 1] 10336->10338 10347 x7_LA <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 10346->10347 10374 gini = 0.0 samples = 1 value = [0, 1] 10346->10374 10348 x14_12 <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 10347->10348 10373 gini = 0.5 samples = 2 value = [1, 1] 10347->10373 10349 x14_3 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 10348->10349 10372 gini = 0.0 samples = 2 value = [2, 0] 10348->10372 10350 x7_GA <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 10349->10350 10371 gini = 0.0 samples = 3 value = [0, 3] 10349->10371 10351 x7_NV <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 10350->10351 10370 gini = 0.0 samples = 1 value = [0, 1] 10350->10370 10352 x14_10 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 10351->10352 10369 gini = 0.0 samples = 1 value = [0, 1] 10351->10369 10353 x7_UT <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10352->10353 10366 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10352->10366 10354 x14_11 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 10353->10354 10365 gini = 0.0 samples = 2 value = [0, 2] 10353->10365 10355 x7_OH <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 10354->10355 10364 gini = 0.0 samples = 1 value = [0, 1] 10354->10364 10356 x14_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 10355->10356 10363 gini = 0.0 samples = 1 value = [0, 1] 10355->10363 10357 x7_ID <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 10356->10357 10362 gini = 0.0 samples = 1 value = [0, 1] 10356->10362 10358 x14_9 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 10357->10358 10361 gini = 0.0 samples = 1 value = [0, 1] 10357->10361 10359 gini = 0.0 samples = 8 value = [0, 8] 10358->10359 10360 gini = 0.0 samples = 1 value = [1, 0] 10358->10360 10367 gini = 0.5 samples = 4 value = [2, 2] 10366->10367 10368 gini = 0.0 samples = 1 value = [0, 1] 10366->10368 10377 x7_NJ <= 0.5 gini = 0.215 samples = 57 value = [7, 50] 10376->10377 10400 gini = 0.0 samples = 1 value = [0, 1] 10376->10400 10378 x7_NC <= 0.5 gini = 0.219 samples = 56 value = [7, 49] 10377->10378 10399 gini = 0.0 samples = 1 value = [0, 1] 10377->10399 10379 x7_GA <= 0.5 gini = 0.168 samples = 54 value = [5, 49] 10378->10379 10398 gini = 0.0 samples = 2 value = [2, 0] 10378->10398 10380 x7_CA <= 0.5 gini = 0.145 samples = 51 value = [4, 47] 10379->10380 10397 gini = 0.444 samples = 3 value = [1, 2] 10379->10397 10381 log_spend <= 4.773 gini = 0.13 samples = 43 value = [3, 40] 10380->10381 10392 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10380->10392 10382 gini = 0.444 samples = 3 value = [2, 1] 10381->10382 10383 x7_IN <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 10381->10383 10384 x13_4 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 10383->10384 10391 gini = 0.0 samples = 2 value = [0, 2] 10383->10391 10385 x13_1 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 10384->10385 10390 gini = 0.0 samples = 22 value = [0, 22] 10384->10390 10386 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10385->10386 10389 gini = 0.0 samples = 11 value = [0, 11] 10385->10389 10387 gini = 0.375 samples = 4 value = [1, 3] 10386->10387 10388 gini = 0.0 samples = 1 value = [0, 1] 10386->10388 10393 gini = 0.0 samples = 2 value = [0, 2] 10392->10393 10394 log_spend <= 5.611 gini = 0.278 samples = 6 value = [1, 5] 10392->10394 10395 gini = 0.0 samples = 1 value = [1, 0] 10394->10395 10396 gini = 0.0 samples = 5 value = [0, 5] 10394->10396 10402 x7_TX <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 10401->10402 10415 gini = 0.5 samples = 4 value = [2, 2] 10401->10415 10403 x7_OK <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 10402->10403 10414 gini = 0.0 samples = 1 value = [0, 1] 10402->10414 10404 x13_4 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 10403->10404 10413 gini = 0.0 samples = 1 value = [1, 0] 10403->10413 10405 x7_ID <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 10404->10405 10412 gini = 0.5 samples = 2 value = [1, 1] 10404->10412 10406 x7_WV <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 10405->10406 10411 gini = 0.0 samples = 2 value = [0, 2] 10405->10411 10407 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10406->10407 10410 gini = 0.0 samples = 1 value = [1, 0] 10406->10410 10408 gini = 0.0 samples = 12 value = [0, 12] 10407->10408 10409 gini = 0.5 samples = 2 value = [1, 1] 10407->10409 10417 gini = 0.375 samples = 4 value = [3, 1] 10416->10417 10418 gini = 0.0 samples = 1 value = [1, 0] 10416->10418 10423 x7_ME <= 0.5 gini = 0.318 samples = 2144 value = [426, 1718] 10422->10423 11270 x13_4 <= 0.5 gini = 0.017 samples = 119 value = [118, 1] 10422->11270 10424 x0_United States <= 0.5 gini = 0.318 samples = 2142 value = [424, 1718] 10423->10424 11269 gini = 0.0 samples = 2 value = [2, 0] 10423->11269 10425 x7_NY <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 10424->10425 10430 x5_Device <= 0.5 gini = 0.314 samples = 2133 value = [416, 1717] 10424->10430 10426 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 10425->10426 10429 gini = 0.0 samples = 2 value = [2, 0] 10425->10429 10427 gini = 0.0 samples = 6 value = [6, 0] 10426->10427 10428 gini = 0.0 samples = 1 value = [0, 1] 10426->10428 10431 x15_respiratory <= 0.5 gini = 0.301 samples = 2060 value = [381, 1679] 10430->10431 11208 x7_IA <= 0.5 gini = 0.499 samples = 73 value = [35, 38] 10430->11208 10432 x1_MD <= 0.5 gini = 0.301 samples = 2059 value = [380, 1679] 10431->10432 11207 gini = 0.0 samples = 1 value = [1, 0] 10431->11207 10433 x1_PR <= 0.5 gini = 0.298 samples = 2054 value = [375, 1679] 10432->10433 11206 gini = 0.0 samples = 5 value = [5, 0] 10432->11206 10434 x13_3 <= 0.5 gini = 0.299 samples = 2051 value = [375, 1676] 10433->10434 11205 gini = 0.0 samples = 3 value = [0, 3] 10433->11205 10435 x13_6 <= 0.5 gini = 0.284 samples = 1762 value = [302, 1460] 10434->10435 11064 x1_NY <= 0.5 gini = 0.378 samples = 289 value = [73, 216] 10434->11064 10436 x13_5 <= 0.5 gini = 0.296 samples = 1653 value = [299, 1354] 10435->10436 11053 x1_MA <= 0.5 gini = 0.054 samples = 109 value = [3, 106] 10435->11053 10437 x7_OK <= 0.5 gini = 0.283 samples = 1554 value = [265, 1289] 10436->10437 11008 x1_TX <= 0.5 gini = 0.451 samples = 99 value = [34, 65] 10436->11008 10438 x12_100000000203 <= 0.5 gini = 0.284 samples = 1545 value = [265, 1280] 10437->10438 11007 gini = 0.0 samples = 9 value = [0, 9] 10437->11007 10439 x11_0 <= 0.5 gini = 0.285 samples = 1438 value = [248, 1190] 10438->10439 10946 x7_MD <= 0.5 gini = 0.267 samples = 107 value = [17, 90] 10438->10946 10440 gini = 0.0 samples = 1 value = [1, 0] 10439->10440 10441 x7_IN <= 0.5 gini = 0.285 samples = 1437 value = [247, 1190] 10439->10441 10442 x13_2 <= 0.5 gini = 0.286 samples = 1426 value = [247, 1179] 10441->10442 10945 gini = 0.0 samples = 11 value = [0, 11] 10441->10945 10443 x7_NV <= 0.5 gini = 0.264 samples = 1137 value = [178, 959] 10442->10443 10782 x5_Medical Supply <= 0.5 gini = 0.364 samples = 289 value = [69, 220] 10442->10782 10444 x1_IN <= 0.5 gini = 0.26 samples = 1131 value = [174, 957] 10443->10444 10777 x14_9 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10443->10777 10445 x7_HI <= 0.5 gini = 0.288 samples = 957 value = [167, 790] 10444->10445 10744 x14_8 <= 0.5 gini = 0.077 samples = 174 value = [7, 167] 10444->10744 10446 x15_Other <= 0.5 gini = 0.287 samples = 955 value = [166, 789] 10445->10446 10743 gini = 0.5 samples = 2 value = [1, 1] 10445->10743 10447 x1_TX <= 0.5 gini = 0.282 samples = 949 value = [161, 788] 10446->10447 10738 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 10446->10738 10448 x7_TX <= 0.5 gini = 0.252 samples = 925 value = [137, 788] 10447->10448 10737 gini = 0.0 samples = 24 value = [24, 0] 10447->10737 10449 x7_GA <= 0.5 gini = 0.257 samples = 851 value = [129, 722] 10448->10449 10702 x14_6 <= 0.5 gini = 0.193 samples = 74 value = [8, 66] 10448->10702 10450 x13_1 <= 0.5 gini = 0.259 samples = 819 value = [125, 694] 10449->10450 10691 x14_6 <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 10449->10691 10451 x7_OR <= 0.5 gini = 0.245 samples = 589 value = [84, 505] 10450->10451 10590 x14_9 <= 0.5 gini = 0.293 samples = 230 value = [41, 189] 10450->10590 10452 x12_100000000108 <= 0.5 gini = 0.242 samples = 583 value = [82, 501] 10451->10452 10585 log_spend <= 3.749 gini = 0.444 samples = 6 value = [2, 4] 10451->10585 10453 x7_MN <= 0.5 gini = 0.178 samples = 556 value = [55, 501] 10452->10453 10584 gini = 0.0 samples = 27 value = [27, 0] 10452->10584 10454 log_spend <= 3.801 gini = 0.176 samples = 553 value = [54, 499] 10453->10454 10583 gini = 0.444 samples = 3 value = [1, 2] 10453->10583 10455 x1_CA <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 10454->10455 10472 x1_MA <= 0.5 gini = 0.151 samples = 533 value = [44, 489] 10454->10472 10456 x14_10 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 10455->10456 10471 gini = 0.0 samples = 2 value = [2, 0] 10455->10471 10457 x7_FL <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 10456->10457 10470 gini = 0.5 samples = 4 value = [2, 2] 10456->10470 10458 x13_0 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 10457->10458 10469 gini = 0.0 samples = 2 value = [0, 2] 10457->10469 10459 x7_MD <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10458->10459 10462 x5_Drug <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 10458->10462 10460 gini = 0.375 samples = 4 value = [3, 1] 10459->10460 10461 gini = 0.0 samples = 1 value = [1, 0] 10459->10461 10463 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10462->10463 10468 gini = 0.0 samples = 1 value = [1, 0] 10462->10468 10464 x7_RI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10463->10464 10467 gini = 0.0 samples = 1 value = [0, 1] 10463->10467 10465 gini = 0.375 samples = 4 value = [1, 3] 10464->10465 10466 gini = 0.0 samples = 1 value = [0, 1] 10464->10466 10473 x7_IL <= 0.5 gini = 0.164 samples = 188 value = [17, 171] 10472->10473 10532 x7_KY <= 0.5 gini = 0.144 samples = 345 value = [27, 318] 10472->10532 10474 log_spend <= 5.882 gini = 0.15 samples = 184 value = [15, 169] 10473->10474 10531 gini = 0.5 samples = 4 value = [2, 2] 10473->10531 10475 x7_CO <= 0.5 gini = 0.32 samples = 70 value = [14, 56] 10474->10475 10522 x7_CA <= 0.5 gini = 0.017 samples = 114 value = [1, 113] 10474->10522 10476 x14_10 <= 0.5 gini = 0.309 samples = 68 value = [13, 55] 10475->10476 10521 gini = 0.5 samples = 2 value = [1, 1] 10475->10521 10477 x1_PA <= 0.5 gini = 0.375 samples = 48 value = [12, 36] 10476->10477 10518 x7_MD <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 10476->10518 10478 x7_WI <= 0.5 gini = 0.38 samples = 47 value = [12, 35] 10477->10478 10517 gini = 0.0 samples = 1 value = [0, 1] 10477->10517 10479 log_spend <= 5.811 gini = 0.364 samples = 46 value = [11, 35] 10478->10479 10516 gini = 0.0 samples = 1 value = [1, 0] 10478->10516 10480 x14_6 <= 0.5 gini = 0.346 samples = 45 value = [10, 35] 10479->10480 10515 gini = 0.0 samples = 1 value = [1, 0] 10479->10515 10481 x7_PA <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 10480->10481 10492 x5_Drug <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 10480->10492 10482 x1_CA <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 10481->10482 10491 gini = 0.0 samples = 1 value = [1, 0] 10481->10491 10483 log_spend <= 5.29 gini = 0.34 samples = 23 value = [5, 18] 10482->10483 10490 gini = 0.444 samples = 3 value = [1, 2] 10482->10490 10484 x1_NJ <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 10483->10484 10489 gini = 0.0 samples = 2 value = [2, 0] 10483->10489 10485 gini = 0.0 samples = 2 value = [2, 0] 10484->10485 10486 log_spend <= 4.089 gini = 0.1 samples = 19 value = [1, 18] 10484->10486 10487 gini = 0.375 samples = 4 value = [1, 3] 10486->10487 10488 gini = 0.0 samples = 15 value = [0, 15] 10486->10488 10493 x1_NJ <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 10492->10493 10514 gini = 0.0 samples = 1 value = [1, 0] 10492->10514 10494 x7_CA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 10493->10494 10513 gini = 0.0 samples = 1 value = [0, 1] 10493->10513 10495 x7_AZ <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 10494->10495 10512 gini = 0.0 samples = 2 value = [0, 2] 10494->10512 10496 x7_WV <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 10495->10496 10511 gini = 0.0 samples = 1 value = [0, 1] 10495->10511 10497 x7_FL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 10496->10497 10510 gini = 0.0 samples = 1 value = [0, 1] 10496->10510 10498 x7_NM <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 10497->10498 10509 gini = 0.0 samples = 1 value = [0, 1] 10497->10509 10499 x7_NY <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 10498->10499 10508 gini = 0.0 samples = 1 value = [0, 1] 10498->10508 10500 log_spend <= 4.284 gini = 0.375 samples = 8 value = [2, 6] 10499->10500 10507 gini = 0.0 samples = 2 value = [0, 2] 10499->10507 10501 gini = 0.0 samples = 2 value = [0, 2] 10500->10501 10502 x7_ID <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 10500->10502 10503 x7_NH <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10502->10503 10506 gini = 0.0 samples = 1 value = [0, 1] 10502->10506 10504 gini = 0.5 samples = 4 value = [2, 2] 10503->10504 10505 gini = 0.0 samples = 1 value = [0, 1] 10503->10505 10519 gini = 0.0 samples = 19 value = [0, 19] 10518->10519 10520 gini = 0.0 samples = 1 value = [1, 0] 10518->10520 10523 x7_NH <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 10522->10523 10530 gini = 0.0 samples = 15 value = [0, 15] 10522->10530 10524 x7_WI <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 10523->10524 10529 gini = 0.0 samples = 4 value = [0, 4] 10523->10529 10525 x7_CT <= 0.5 gini = 0.022 samples = 88 value = [1, 87] 10524->10525 10528 gini = 0.0 samples = 7 value = [0, 7] 10524->10528 10526 gini = 0.0 samples = 87 value = [0, 87] 10525->10526 10527 gini = 0.0 samples = 1 value = [1, 0] 10525->10527 10533 x14_3 <= 0.5 gini = 0.14 samples = 343 value = [26, 317] 10532->10533 10582 gini = 0.5 samples = 2 value = [1, 1] 10532->10582 10534 x14_9 <= 0.5 gini = 0.147 samples = 312 value = [25, 287] 10533->10534 10579 x15_NA <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 10533->10579 10535 x15_NA <= 0.5 gini = 0.157 samples = 280 value = [24, 256] 10534->10535 10574 log_spend <= 4.134 gini = 0.061 samples = 32 value = [1, 31] 10534->10574 10536 x5_NA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10535->10536 10539 x7_WA <= 0.5 gini = 0.154 samples = 274 value = [23, 251] 10535->10539 10537 gini = 0.444 samples = 3 value = [1, 2] 10536->10537 10538 gini = 0.0 samples = 3 value = [0, 3] 10536->10538 10540 x7_PR <= 0.5 gini = 0.158 samples = 266 value = [23, 243] 10539->10540 10573 gini = 0.0 samples = 8 value = [0, 8] 10539->10573 10541 x12_100000000255 <= 0.5 gini = 0.164 samples = 256 value = [23, 233] 10540->10541 10572 gini = 0.0 samples = 10 value = [0, 10] 10540->10572 10542 x7_MO <= 0.5 gini = 0.337 samples = 28 value = [22, 6] 10541->10542 10559 x7_FL <= 0.5 gini = 0.009 samples = 228 value = [1, 227] 10541->10559 10543 x5_NA <= 0.5 gini = 0.346 samples = 27 value = [21, 6] 10542->10543 10558 gini = 0.0 samples = 1 value = [1, 0] 10542->10558 10544 gini = 0.0 samples = 2 value = [0, 2] 10543->10544 10545 x7_NC <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 10543->10545 10546 x13_4 <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 10545->10546 10557 gini = 0.5 samples = 2 value = [1, 1] 10545->10557 10547 x14_7 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 10546->10547 10556 gini = 0.0 samples = 11 value = [11, 0] 10546->10556 10548 x7_IL <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 10547->10548 10555 gini = 0.0 samples = 1 value = [1, 0] 10547->10555 10549 x7_VA <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 10548->10549 10554 gini = 0.0 samples = 2 value = [2, 0] 10548->10554 10550 log_spend <= 6.027 gini = 0.469 samples = 8 value = [5, 3] 10549->10550 10553 gini = 0.0 samples = 1 value = [1, 0] 10549->10553 10551 gini = 0.0 samples = 5 value = [5, 0] 10550->10551 10552 gini = 0.0 samples = 3 value = [0, 3] 10550->10552 10560 x7_MS <= 0.5 gini = 0.01 samples = 192 value = [1, 191] 10559->10560 10571 gini = 0.0 samples = 36 value = [0, 36] 10559->10571 10561 x14_1 <= 0.5 gini = 0.011 samples = 188 value = [1, 187] 10560->10561 10570 gini = 0.0 samples = 4 value = [0, 4] 10560->10570 10562 x7_NJ <= 0.5 gini = 0.012 samples = 164 value = [1, 163] 10561->10562 10569 gini = 0.0 samples = 24 value = [0, 24] 10561->10569 10563 x7_AR <= 0.5 gini = 0.013 samples = 150 value = [1, 149] 10562->10563 10568 gini = 0.0 samples = 14 value = [0, 14] 10562->10568 10564 log_spend <= 3.861 gini = 0.014 samples = 144 value = [1, 143] 10563->10564 10567 gini = 0.0 samples = 6 value = [0, 6] 10563->10567 10565 gini = 0.444 samples = 3 value = [1, 2] 10564->10565 10566 gini = 0.0 samples = 141 value = [0, 141] 10564->10566 10575 x12_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10574->10575 10578 gini = 0.0 samples = 24 value = [0, 24] 10574->10578 10576 gini = 0.0 samples = 7 value = [0, 7] 10575->10576 10577 gini = 0.0 samples = 1 value = [1, 0] 10575->10577 10580 gini = 0.375 samples = 4 value = [1, 3] 10579->10580 10581 gini = 0.0 samples = 27 value = [0, 27] 10579->10581 10586 gini = 0.0 samples = 1 value = [1, 0] 10585->10586 10587 log_spend <= 4.478 gini = 0.32 samples = 5 value = [1, 4] 10585->10587 10588 gini = 0.0 samples = 3 value = [0, 3] 10587->10588 10589 gini = 0.5 samples = 2 value = [1, 1] 10587->10589 10591 x14_2 <= 0.5 gini = 0.276 samples = 218 value = [36, 182] 10590->10591 10682 x12_100000000108 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 10590->10682 10592 x1_MA <= 0.5 gini = 0.283 samples = 182 value = [31, 151] 10591->10592 10661 x7_MS <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 10591->10661 10593 x14_7 <= 0.5 gini = 0.369 samples = 78 value = [19, 59] 10592->10593 10642 x14_5 <= 0.5 gini = 0.204 samples = 104 value = [12, 92] 10592->10642 10594 x7_NH <= 0.5 gini = 0.416 samples = 61 value = [18, 43] 10593->10594 10631 x7_WA <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 10593->10631 10595 x7_FL <= 0.5 gini = 0.42 samples = 60 value = [18, 42] 10594->10595 10630 gini = 0.0 samples = 1 value = [0, 1] 10594->10630 10596 x7_NC <= 0.5 gini = 0.425 samples = 49 value = [15, 34] 10595->10596 10625 x14_11 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 10595->10625 10597 x7_CA <= 0.5 gini = 0.435 samples = 47 value = [15, 32] 10596->10597 10624 gini = 0.0 samples = 2 value = [0, 2] 10596->10624 10598 x7_WA <= 0.5 gini = 0.375 samples = 40 value = [10, 30] 10597->10598 10619 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 10597->10619 10599 log_spend <= 5.378 gini = 0.355 samples = 39 value = [9, 30] 10598->10599 10618 gini = 0.0 samples = 1 value = [1, 0] 10598->10618 10600 x5_NA <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 10599->10600 10609 x14_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 10599->10609 10601 gini = 0.0 samples = 2 value = [0, 2] 10600->10601 10602 x1_NJ <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 10600->10602 10603 x12_100000000108 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 10602->10603 10608 gini = 0.444 samples = 3 value = [1, 2] 10602->10608 10604 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10603->10604 10607 gini = 0.0 samples = 4 value = [4, 0] 10603->10607 10605 gini = 0.5 samples = 4 value = [2, 2] 10604->10605 10606 gini = 0.0 samples = 1 value = [1, 0] 10604->10606 10610 x1_CA <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 10609->10610 10617 gini = 0.0 samples = 1 value = [0, 1] 10609->10617 10611 gini = 0.0 samples = 10 value = [0, 10] 10610->10611 10612 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10610->10612 10613 x12_100000000108 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 10612->10613 10616 gini = 0.0 samples = 4 value = [0, 4] 10612->10616 10614 gini = 0.0 samples = 9 value = [0, 9] 10613->10614 10615 gini = 0.0 samples = 1 value = [1, 0] 10613->10615 10620 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 10619->10620 10623 gini = 0.0 samples = 2 value = [2, 0] 10619->10623 10621 gini = 0.5 samples = 2 value = [1, 1] 10620->10621 10622 gini = 0.444 samples = 3 value = [2, 1] 10620->10622 10626 x1_NJ <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 10625->10626 10629 gini = 0.0 samples = 1 value = [0, 1] 10625->10629 10627 gini = 0.375 samples = 4 value = [3, 1] 10626->10627 10628 gini = 0.0 samples = 6 value = [0, 6] 10626->10628 10632 x5_NA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 10631->10632 10641 gini = 0.0 samples = 1 value = [0, 1] 10631->10641 10633 gini = 0.0 samples = 1 value = [0, 1] 10632->10633 10634 x7_NH <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10632->10634 10635 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10634->10635 10640 gini = 0.0 samples = 1 value = [0, 1] 10634->10640 10636 log_spend <= 4.861 gini = 0.153 samples = 12 value = [1, 11] 10635->10636 10639 gini = 0.0 samples = 2 value = [0, 2] 10635->10639 10637 gini = 0.5 samples = 2 value = [1, 1] 10636->10637 10638 gini = 0.0 samples = 10 value = [0, 10] 10636->10638 10643 x12_100000000255 <= 0.5 gini = 0.182 samples = 99 value = [10, 89] 10642->10643 10658 x7_RI <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10642->10658 10644 x7_FL <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 10643->10644 10657 gini = 0.0 samples = 82 value = [0, 82] 10643->10657 10645 x14_10 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 10644->10645 10656 gini = 0.0 samples = 1 value = [1, 0] 10644->10656 10646 x14_4 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 10645->10646 10655 gini = 0.0 samples = 3 value = [3, 0] 10645->10655 10647 x16_oncol <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 10646->10647 10654 gini = 0.0 samples = 2 value = [2, 0] 10646->10654 10648 x7_MN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10647->10648 10653 gini = 0.0 samples = 5 value = [0, 5] 10647->10653 10649 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10648->10649 10652 gini = 0.0 samples = 1 value = [0, 1] 10648->10652 10650 gini = 0.375 samples = 4 value = [3, 1] 10649->10650 10651 gini = 0.0 samples = 1 value = [1, 0] 10649->10651 10659 gini = 0.5 samples = 4 value = [2, 2] 10658->10659 10660 gini = 0.0 samples = 1 value = [0, 1] 10658->10660 10662 x7_MO <= 0.5 gini = 0.245 samples = 35 value = [5, 30] 10661->10662 10681 gini = 0.0 samples = 1 value = [0, 1] 10661->10681 10663 x7_SC <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 10662->10663 10680 gini = 0.0 samples = 1 value = [0, 1] 10662->10680 10664 x15_cns <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 10663->10664 10679 gini = 0.0 samples = 1 value = [0, 1] 10663->10679 10665 x7_UT <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 10664->10665 10678 gini = 0.0 samples = 1 value = [0, 1] 10664->10678 10666 x7_WA <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 10665->10666 10677 gini = 0.5 samples = 2 value = [1, 1] 10665->10677 10667 x12_100000000255 <= 0.5 gini = 0.238 samples = 29 value = [4, 25] 10666->10667 10676 gini = 0.0 samples = 1 value = [0, 1] 10666->10676 10668 x5_Drug <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 10667->10668 10675 gini = 0.0 samples = 19 value = [0, 19] 10667->10675 10669 x7_CA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 10668->10669 10674 gini = 0.0 samples = 2 value = [0, 2] 10668->10674 10670 x1_MA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 10669->10670 10673 gini = 0.5 samples = 2 value = [1, 1] 10669->10673 10671 gini = 0.375 samples = 4 value = [1, 3] 10670->10671 10672 gini = 0.0 samples = 2 value = [2, 0] 10670->10672 10683 x1_CA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 10682->10683 10690 gini = 0.0 samples = 1 value = [1, 0] 10682->10690 10684 x7_VA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 10683->10684 10689 gini = 0.5 samples = 2 value = [1, 1] 10683->10689 10685 x12_100000000255 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 10684->10685 10688 gini = 0.5 samples = 2 value = [1, 1] 10684->10688 10686 gini = 0.444 samples = 3 value = [2, 1] 10685->10686 10687 gini = 0.0 samples = 4 value = [0, 4] 10685->10687 10692 x12_100000000255 <= 0.5 gini = 0.238 samples = 29 value = [4, 25] 10691->10692 10701 gini = 0.0 samples = 3 value = [0, 3] 10691->10701 10693 x12_0 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 10692->10693 10700 gini = 0.0 samples = 19 value = [0, 19] 10692->10700 10694 gini = 0.0 samples = 2 value = [2, 0] 10693->10694 10695 x14_12 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 10693->10695 10696 x1_NJ <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 10695->10696 10699 gini = 0.0 samples = 1 value = [0, 1] 10695->10699 10697 gini = 0.0 samples = 2 value = [2, 0] 10696->10697 10698 gini = 0.0 samples = 5 value = [0, 5] 10696->10698 10703 x13_4 <= 0.5 gini = 0.182 samples = 69 value = [7, 62] 10702->10703 10734 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10702->10734 10704 x14_8 <= 0.5 gini = 0.122 samples = 46 value = [3, 43] 10703->10704 10719 x14_7 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 10703->10719 10705 x14_4 <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 10704->10705 10716 x12_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10704->10716 10706 x12_0 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 10705->10706 10715 gini = 0.0 samples = 3 value = [0, 3] 10705->10715 10707 gini = 0.0 samples = 18 value = [0, 18] 10706->10707 10708 x14_11 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 10706->10708 10709 x14_10 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10708->10709 10714 gini = 0.5 samples = 2 value = [1, 1] 10708->10714 10710 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 10709->10710 10713 gini = 0.0 samples = 1 value = [0, 1] 10709->10713 10711 gini = 0.0 samples = 11 value = [0, 11] 10710->10711 10712 gini = 0.444 samples = 3 value = [1, 2] 10710->10712 10717 gini = 0.0 samples = 7 value = [0, 7] 10716->10717 10718 gini = 0.0 samples = 1 value = [1, 0] 10716->10718 10720 x14_4 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 10719->10720 10733 gini = 0.0 samples = 3 value = [0, 3] 10719->10733 10721 x14_1 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 10720->10721 10732 gini = 0.375 samples = 4 value = [1, 3] 10720->10732 10722 x14_9 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 10721->10722 10731 gini = 0.5 samples = 2 value = [1, 1] 10721->10731 10723 x14_2 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 10722->10723 10730 gini = 0.0 samples = 3 value = [0, 3] 10722->10730 10724 log_spend <= 4.009 gini = 0.346 samples = 9 value = [2, 7] 10723->10724 10729 gini = 0.0 samples = 2 value = [0, 2] 10723->10729 10725 gini = 0.0 samples = 4 value = [0, 4] 10724->10725 10726 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10724->10726 10727 gini = 0.375 samples = 4 value = [1, 3] 10726->10727 10728 gini = 0.0 samples = 1 value = [1, 0] 10726->10728 10735 gini = 0.0 samples = 1 value = [1, 0] 10734->10735 10736 gini = 0.0 samples = 4 value = [0, 4] 10734->10736 10739 x5_NA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10738->10739 10742 gini = 0.0 samples = 1 value = [1, 0] 10738->10742 10740 gini = 0.0 samples = 2 value = [2, 0] 10739->10740 10741 gini = 0.444 samples = 3 value = [2, 1] 10739->10741 10745 x7_TN <= 0.5 gini = 0.083 samples = 161 value = [7, 154] 10744->10745 10776 gini = 0.0 samples = 13 value = [0, 13] 10744->10776 10746 x7_NE <= 0.5 gini = 0.086 samples = 156 value = [7, 149] 10745->10746 10775 gini = 0.0 samples = 5 value = [0, 5] 10745->10775 10747 x7_KY <= 0.5 gini = 0.086 samples = 155 value = [7, 148] 10746->10747 10774 gini = 0.0 samples = 1 value = [0, 1] 10746->10774 10748 x13_4 <= 0.5 gini = 0.076 samples = 152 value = [6, 146] 10747->10748 10773 gini = 0.444 samples = 3 value = [1, 2] 10747->10773 10749 x13_0 <= 0.5 gini = 0.063 samples = 61 value = [2, 59] 10748->10749 10754 x14_1 <= 0.5 gini = 0.084 samples = 91 value = [4, 87] 10748->10754 10750 gini = 0.0 samples = 56 value = [0, 56] 10749->10750 10751 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 10749->10751 10752 gini = 0.444 samples = 3 value = [2, 1] 10751->10752 10753 gini = 0.0 samples = 2 value = [0, 2] 10751->10753 10755 x14_9 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 10754->10755 10772 gini = 0.0 samples = 73 value = [0, 73] 10754->10772 10756 x14_5 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 10755->10756 10771 gini = 0.0 samples = 2 value = [0, 2] 10755->10771 10757 x7_NC <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 10756->10757 10770 gini = 0.0 samples = 1 value = [1, 0] 10756->10770 10758 x14_4 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 10757->10758 10769 gini = 0.5 samples = 2 value = [1, 1] 10757->10769 10759 x14_2 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 10758->10759 10768 gini = 0.0 samples = 1 value = [0, 1] 10758->10768 10760 gini = 0.444 samples = 3 value = [1, 2] 10759->10760 10761 x7_MI <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 10759->10761 10762 x7_GA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10761->10762 10767 gini = 0.0 samples = 1 value = [0, 1] 10761->10767 10763 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10762->10763 10766 gini = 0.0 samples = 2 value = [0, 2] 10762->10766 10764 gini = 0.444 samples = 3 value = [1, 2] 10763->10764 10765 gini = 0.0 samples = 3 value = [0, 3] 10763->10765 10778 log_spend <= 7.378 gini = 0.48 samples = 5 value = [3, 2] 10777->10778 10781 gini = 0.0 samples = 1 value = [1, 0] 10777->10781 10779 gini = 0.375 samples = 4 value = [3, 1] 10778->10779 10780 gini = 0.0 samples = 1 value = [0, 1] 10778->10780 10783 x7_SC <= 0.5 gini = 0.358 samples = 287 value = [67, 220] 10782->10783 10944 gini = 0.0 samples = 2 value = [2, 0] 10782->10944 10784 x7_OR <= 0.5 gini = 0.355 samples = 286 value = [66, 220] 10783->10784 10943 gini = 0.0 samples = 1 value = [1, 0] 10783->10943 10785 x7_WI <= 0.5 gini = 0.356 samples = 285 value = [66, 219] 10784->10785 10942 gini = 0.0 samples = 1 value = [0, 1] 10784->10942 10786 x14_1 <= 0.5 gini = 0.356 samples = 281 value = [65, 216] 10785->10786 10941 gini = 0.375 samples = 4 value = [1, 3] 10785->10941 10787 x12_100000000108 <= 0.5 gini = 0.365 samples = 262 value = [63, 199] 10786->10787 10930 x7_CA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 10786->10930 10788 x14_8 <= 0.5 gini = 0.317 samples = 248 value = [49, 199] 10787->10788 10929 gini = 0.0 samples = 14 value = [14, 0] 10787->10929 10789 x1_NJ <= 0.5 gini = 0.327 samples = 228 value = [47, 181] 10788->10789 10916 x1_CA <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 10788->10916 10790 x14_7 <= 0.5 gini = 0.367 samples = 182 value = [44, 138] 10789->10790 10879 x7_NC <= 0.5 gini = 0.122 samples = 46 value = [3, 43] 10789->10879 10791 x7_NV <= 0.5 gini = 0.372 samples = 170 value = [42, 128] 10790->10791 10874 x5_Biological <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 10790->10874 10792 x7_PA <= 0.5 gini = 0.367 samples = 169 value = [41, 128] 10791->10792 10873 gini = 0.0 samples = 1 value = [1, 0] 10791->10873 10793 x1_NC <= 0.5 gini = 0.373 samples = 165 value = [41, 124] 10792->10793 10872 gini = 0.0 samples = 4 value = [0, 4] 10792->10872 10794 x15_NA <= 0.5 gini = 0.375 samples = 164 value = [41, 123] 10793->10794 10871 gini = 0.0 samples = 1 value = [0, 1] 10793->10871 10795 gini = 0.0 samples = 2 value = [0, 2] 10794->10795 10796 log_spend <= 5.537 gini = 0.378 samples = 162 value = [41, 121] 10794->10796 10797 x14_6 <= 0.5 gini = 0.464 samples = 101 value = [37, 64] 10796->10797 10842 x7_NJ <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 10796->10842 10798 x7_NY <= 0.5 gini = 0.44 samples = 95 value = [31, 64] 10797->10798 10841 gini = 0.0 samples = 6 value = [6, 0] 10797->10841 10799 x7_MA <= 0.5 gini = 0.407 samples = 88 value = [25, 63] 10798->10799 10838 log_spend <= 3.964 gini = 0.245 samples = 7 value = [6, 1] 10798->10838 10800 x14_3 <= 0.5 gini = 0.4 samples = 87 value = [24, 63] 10799->10800 10837 gini = 0.0 samples = 1 value = [1, 0] 10799->10837 10801 x7_FL <= 0.5 gini = 0.424 samples = 59 value = [18, 41] 10800->10801 10824 log_spend <= 4.704 gini = 0.337 samples = 28 value = [6, 22] 10800->10824 10802 x14_12 <= 0.5 gini = 0.425 samples = 49 value = [15, 34] 10801->10802 10815 x14_11 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 10801->10815 10803 x7_CA <= 0.5 gini = 0.429 samples = 45 value = [14, 31] 10802->10803 10814 gini = 0.375 samples = 4 value = [1, 3] 10802->10814 10804 x12_0 <= 0.5 gini = 0.394 samples = 37 value = [10, 27] 10803->10804 10807 x1_MA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 10803->10807 10805 gini = 0.0 samples = 27 value = [0, 27] 10804->10805 10806 gini = 0.0 samples = 10 value = [10, 0] 10804->10806 10808 gini = 0.0 samples = 1 value = [1, 0] 10807->10808 10809 x14_10 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 10807->10809 10810 x14_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 10809->10810 10813 gini = 0.0 samples = 1 value = [1, 0] 10809->10813 10811 gini = 0.0 samples = 4 value = [0, 4] 10810->10811 10812 gini = 0.0 samples = 2 value = [2, 0] 10810->10812 10816 log_spend <= 4.997 gini = 0.444 samples = 9 value = [3, 6] 10815->10816 10823 gini = 0.0 samples = 1 value = [0, 1] 10815->10823 10817 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 10816->10817 10822 gini = 0.0 samples = 2 value = [2, 0] 10816->10822 10818 log_spend <= 4.122 gini = 0.32 samples = 5 value = [1, 4] 10817->10818 10821 gini = 0.0 samples = 2 value = [0, 2] 10817->10821 10819 gini = 0.0 samples = 2 value = [0, 2] 10818->10819 10820 gini = 0.444 samples = 3 value = [1, 2] 10818->10820 10825 x7_MO <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 10824->10825 10832 x7_NJ <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 10824->10832 10826 x7_GA <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 10825->10826 10831 gini = 0.0 samples = 1 value = [0, 1] 10825->10831 10827 x12_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 10826->10827 10830 gini = 0.375 samples = 4 value = [1, 3] 10826->10830 10828 gini = 0.0 samples = 16 value = [0, 16] 10827->10828 10829 gini = 0.0 samples = 1 value = [1, 0] 10827->10829 10833 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 10832->10833 10836 gini = 0.0 samples = 1 value = [0, 1] 10832->10836 10834 gini = 0.0 samples = 3 value = [3, 0] 10833->10834 10835 gini = 0.5 samples = 2 value = [1, 1] 10833->10835 10839 gini = 0.0 samples = 1 value = [0, 1] 10838->10839 10840 gini = 0.0 samples = 6 value = [6, 0] 10838->10840 10843 x7_PR <= 0.5 gini = 0.126 samples = 59 value = [4, 55] 10842->10843 10870 gini = 0.0 samples = 2 value = [0, 2] 10842->10870 10844 x7_IL <= 0.5 gini = 0.128 samples = 58 value = [4, 54] 10843->10844 10869 gini = 0.0 samples = 1 value = [0, 1] 10843->10869 10845 x7_MI <= 0.5 gini = 0.131 samples = 57 value = [4, 53] 10844->10845 10868 gini = 0.0 samples = 1 value = [0, 1] 10844->10868 10846 x14_2 <= 0.5 gini = 0.133 samples = 56 value = [4, 52] 10845->10846 10867 gini = 0.0 samples = 1 value = [0, 1] 10845->10867 10847 x14_5 <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 10846->10847 10864 x12_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10846->10864 10848 x12_100000000255 <= 0.5 gini = 0.122 samples = 46 value = [3, 43] 10847->10848 10863 gini = 0.0 samples = 2 value = [0, 2] 10847->10863 10849 x1_NY <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 10848->10849 10862 gini = 0.0 samples = 14 value = [0, 14] 10848->10862 10850 x14_6 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 10849->10850 10861 gini = 0.0 samples = 2 value = [0, 2] 10849->10861 10851 x14_4 <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 10850->10851 10860 gini = 0.0 samples = 1 value = [1, 0] 10850->10860 10852 gini = 0.0 samples = 20 value = [0, 20] 10851->10852 10853 x1_MA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 10851->10853 10854 x7_NH <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10853->10854 10859 gini = 0.0 samples = 1 value = [1, 0] 10853->10859 10855 log_spend <= 5.765 gini = 0.32 samples = 5 value = [1, 4] 10854->10855 10858 gini = 0.0 samples = 3 value = [0, 3] 10854->10858 10856 gini = 0.0 samples = 1 value = [1, 0] 10855->10856 10857 gini = 0.0 samples = 4 value = [0, 4] 10855->10857 10865 gini = 0.0 samples = 4 value = [0, 4] 10864->10865 10866 gini = 0.375 samples = 4 value = [1, 3] 10864->10866 10875 log_spend <= 5.276 gini = 0.165 samples = 11 value = [1, 10] 10874->10875 10878 gini = 0.0 samples = 1 value = [1, 0] 10874->10878 10876 gini = 0.444 samples = 3 value = [1, 2] 10875->10876 10877 gini = 0.0 samples = 8 value = [0, 8] 10875->10877 10880 x14_4 <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 10879->10880 10915 gini = 0.0 samples = 4 value = [0, 4] 10879->10915 10881 x7_OH <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 10880->10881 10914 gini = 0.5 samples = 2 value = [1, 1] 10880->10914 10882 x7_PA <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 10881->10882 10913 gini = 0.0 samples = 3 value = [0, 3] 10881->10913 10883 x14_6 <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 10882->10883 10912 gini = 0.0 samples = 3 value = [0, 3] 10882->10912 10884 x7_AL <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 10883->10884 10911 gini = 0.0 samples = 2 value = [0, 2] 10883->10911 10885 x7_AZ <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 10884->10885 10910 gini = 0.0 samples = 3 value = [0, 3] 10884->10910 10886 x7_TX <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 10885->10886 10909 gini = 0.0 samples = 2 value = [0, 2] 10885->10909 10887 x14_7 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 10886->10887 10908 gini = 0.0 samples = 4 value = [0, 4] 10886->10908 10888 x7_AR <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 10887->10888 10907 gini = 0.0 samples = 1 value = [0, 1] 10887->10907 10889 x14_11 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 10888->10889 10906 gini = 0.0 samples = 1 value = [0, 1] 10888->10906 10890 x14_12 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 10889->10890 10905 gini = 0.0 samples = 1 value = [0, 1] 10889->10905 10891 x7_FL <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 10890->10891 10904 gini = 0.0 samples = 4 value = [0, 4] 10890->10904 10892 x7_CA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 10891->10892 10903 gini = 0.0 samples = 4 value = [0, 4] 10891->10903 10893 x5_NA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 10892->10893 10900 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10892->10900 10894 gini = 0.0 samples = 1 value = [0, 1] 10893->10894 10895 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10893->10895 10896 x7_SD <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10895->10896 10899 gini = 0.0 samples = 1 value = [0, 1] 10895->10899 10897 gini = 0.375 samples = 4 value = [1, 3] 10896->10897 10898 gini = 0.0 samples = 1 value = [0, 1] 10896->10898 10901 gini = 0.375 samples = 4 value = [1, 3] 10900->10901 10902 gini = 0.0 samples = 1 value = [0, 1] 10900->10902 10917 x12_100000000255 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 10916->10917 10928 gini = 0.0 samples = 1 value = [0, 1] 10916->10928 10918 x1_IN <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 10917->10918 10927 gini = 0.0 samples = 6 value = [0, 6] 10917->10927 10919 x7_CA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 10918->10919 10926 gini = 0.0 samples = 5 value = [0, 5] 10918->10926 10920 x7_WA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 10919->10920 10925 gini = 0.5 samples = 2 value = [1, 1] 10919->10925 10921 x5_NA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 10920->10921 10924 gini = 0.0 samples = 1 value = [0, 1] 10920->10924 10922 gini = 0.0 samples = 3 value = [0, 3] 10921->10922 10923 gini = 0.5 samples = 2 value = [1, 1] 10921->10923 10931 x7_NY <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 10930->10931 10940 gini = 0.0 samples = 2 value = [0, 2] 10930->10940 10932 x5_NA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 10931->10932 10939 gini = 0.0 samples = 2 value = [0, 2] 10931->10939 10933 gini = 0.5 samples = 2 value = [1, 1] 10932->10933 10934 x1_MA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 10932->10934 10935 x1_TX <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 10934->10935 10938 gini = 0.0 samples = 5 value = [0, 5] 10934->10938 10936 gini = 0.0 samples = 7 value = [0, 7] 10935->10936 10937 gini = 0.0 samples = 1 value = [1, 0] 10935->10937 10947 x7_WA <= 0.5 gini = 0.269 samples = 106 value = [17, 89] 10946->10947 11006 gini = 0.0 samples = 1 value = [0, 1] 10946->11006 10948 x7_CA <= 0.5 gini = 0.258 samples = 105 value = [16, 89] 10947->10948 11005 gini = 0.0 samples = 1 value = [1, 0] 10947->11005 10949 x13_1 <= 0.5 gini = 0.278 samples = 90 value = [15, 75] 10948->10949 11000 x14_8 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10948->11000 10950 x7_WI <= 0.5 gini = 0.375 samples = 52 value = [13, 39] 10949->10950 10989 x7_MO <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 10949->10989 10951 x13_4 <= 0.5 gini = 0.36 samples = 51 value = [12, 39] 10950->10951 10988 gini = 0.0 samples = 1 value = [1, 0] 10950->10988 10952 x7_KS <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 10951->10952 10965 x14_7 <= 0.5 gini = 0.444 samples = 30 value = [10, 20] 10951->10965 10953 x7_MI <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 10952->10953 10964 gini = 0.0 samples = 1 value = [0, 1] 10952->10964 10954 x14_2 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 10953->10954 10963 gini = 0.0 samples = 3 value = [0, 3] 10953->10963 10955 x7_SC <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 10954->10955 10962 gini = 0.0 samples = 1 value = [0, 1] 10954->10962 10956 x7_NC <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10955->10956 10961 gini = 0.0 samples = 1 value = [1, 0] 10955->10961 10957 x7_PA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 10956->10957 10960 gini = 0.0 samples = 2 value = [0, 2] 10956->10960 10958 gini = 0.0 samples = 12 value = [0, 12] 10957->10958 10959 gini = 0.0 samples = 1 value = [1, 0] 10957->10959 10966 x7_NV <= 0.5 gini = 0.408 samples = 28 value = [8, 20] 10965->10966 10987 gini = 0.0 samples = 2 value = [2, 0] 10965->10987 10967 x14_11 <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 10966->10967 10986 gini = 0.0 samples = 1 value = [1, 0] 10966->10986 10968 x7_FL <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 10967->10968 10985 gini = 0.0 samples = 6 value = [6, 0] 10967->10985 10969 x7_UT <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 10968->10969 10984 gini = 0.0 samples = 1 value = [0, 1] 10968->10984 10970 x7_IN <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 10969->10970 10983 gini = 0.0 samples = 1 value = [0, 1] 10969->10983 10971 x7_MO <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 10970->10971 10982 gini = 0.0 samples = 1 value = [0, 1] 10970->10982 10972 x7_CO <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 10971->10972 10981 gini = 0.0 samples = 2 value = [0, 2] 10971->10981 10973 x7_VA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 10972->10973 10980 gini = 0.0 samples = 1 value = [0, 1] 10972->10980 10974 x14_9 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 10973->10974 10979 gini = 0.0 samples = 2 value = [0, 2] 10973->10979 10975 x7_NM <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 10974->10975 10978 gini = 0.0 samples = 2 value = [0, 2] 10974->10978 10976 gini = 0.0 samples = 9 value = [0, 9] 10975->10976 10977 gini = 0.5 samples = 2 value = [1, 1] 10975->10977 10990 x7_MI <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 10989->10990 10999 gini = 0.0 samples = 2 value = [0, 2] 10989->10999 10991 x7_TN <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 10990->10991 10998 gini = 0.0 samples = 3 value = [0, 3] 10990->10998 10992 x14_6 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 10991->10992 10997 gini = 0.0 samples = 2 value = [0, 2] 10991->10997 10993 x14_11 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 10992->10993 10996 gini = 0.0 samples = 1 value = [1, 0] 10992->10996 10994 gini = 0.0 samples = 29 value = [0, 29] 10993->10994 10995 gini = 0.0 samples = 1 value = [1, 0] 10993->10995 11001 x14_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11000->11001 11004 gini = 0.0 samples = 2 value = [0, 2] 11000->11004 11002 gini = 0.0 samples = 10 value = [0, 10] 11001->11002 11003 gini = 0.444 samples = 3 value = [1, 2] 11001->11003 11009 x1_NJ <= 0.5 gini = 0.421 samples = 93 value = [28, 65] 11008->11009 11052 gini = 0.0 samples = 6 value = [6, 0] 11008->11052 11010 x15_NA <= 0.5 gini = 0.387 samples = 84 value = [22, 62] 11009->11010 11045 x14_2 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 11009->11045 11011 gini = 0.0 samples = 1 value = [1, 0] 11010->11011 11012 x7_NJ <= 0.5 gini = 0.378 samples = 83 value = [21, 62] 11010->11012 11013 x14_1 <= 0.5 gini = 0.365 samples = 79 value = [19, 60] 11012->11013 11044 gini = 0.5 samples = 4 value = [2, 2] 11012->11044 11014 x12_0 <= 0.5 gini = 0.385 samples = 73 value = [19, 54] 11013->11014 11043 gini = 0.0 samples = 6 value = [0, 6] 11013->11043 11015 x14_2 <= 0.5 gini = 0.212 samples = 58 value = [7, 51] 11014->11015 11036 x7_CA <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 11014->11036 11016 x7_MO <= 0.5 gini = 0.188 samples = 57 value = [6, 51] 11015->11016 11035 gini = 0.0 samples = 1 value = [1, 0] 11015->11035 11017 log_spend <= 4.991 gini = 0.137 samples = 54 value = [4, 50] 11016->11017 11034 gini = 0.444 samples = 3 value = [2, 1] 11016->11034 11018 x7_IL <= 0.5 gini = 0.238 samples = 29 value = [4, 25] 11017->11018 11033 gini = 0.0 samples = 25 value = [0, 25] 11017->11033 11019 x7_VT <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 11018->11019 11032 gini = 0.0 samples = 1 value = [0, 1] 11018->11032 11020 x7_TN <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 11019->11020 11031 gini = 0.0 samples = 1 value = [0, 1] 11019->11031 11021 x7_NC <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 11020->11021 11030 gini = 0.0 samples = 2 value = [0, 2] 11020->11030 11022 x7_GA <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 11021->11022 11029 gini = 0.0 samples = 1 value = [0, 1] 11021->11029 11023 x1_MA <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 11022->11023 11028 gini = 0.0 samples = 1 value = [0, 1] 11022->11028 11024 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 11023->11024 11027 gini = 0.0 samples = 18 value = [0, 18] 11023->11027 11025 gini = 0.375 samples = 4 value = [3, 1] 11024->11025 11026 gini = 0.0 samples = 1 value = [1, 0] 11024->11026 11037 x7_NM <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 11036->11037 11042 gini = 0.0 samples = 1 value = [1, 0] 11036->11042 11038 x5_NA <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 11037->11038 11041 gini = 0.5 samples = 2 value = [1, 1] 11037->11041 11039 gini = 0.5 samples = 4 value = [2, 2] 11038->11039 11040 gini = 0.0 samples = 8 value = [8, 0] 11038->11040 11046 x7_KS <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 11045->11046 11051 gini = 0.0 samples = 1 value = [1, 0] 11045->11051 11047 x14_5 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11046->11047 11050 gini = 0.0 samples = 1 value = [1, 0] 11046->11050 11048 gini = 0.375 samples = 4 value = [3, 1] 11047->11048 11049 gini = 0.444 samples = 3 value = [1, 2] 11047->11049 11054 x7_RI <= 0.5 gini = 0.081 samples = 71 value = [3, 68] 11053->11054 11063 gini = 0.0 samples = 38 value = [0, 38] 11053->11063 11055 x12_0 <= 0.5 gini = 0.082 samples = 70 value = [3, 67] 11054->11055 11062 gini = 0.0 samples = 1 value = [0, 1] 11054->11062 11056 x14_5 <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 11055->11056 11061 gini = 0.0 samples = 22 value = [0, 22] 11055->11061 11057 x12_100000000108 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 11056->11057 11060 gini = 0.0 samples = 1 value = [1, 0] 11056->11060 11058 gini = 0.0 samples = 45 value = [0, 45] 11057->11058 11059 gini = 0.0 samples = 2 value = [2, 0] 11057->11059 11065 x7_TX <= 0.5 gini = 0.389 samples = 272 value = [72, 200] 11064->11065 11198 log_spend <= 4.476 gini = 0.111 samples = 17 value = [1, 16] 11064->11198 11066 x7_UT <= 0.5 gini = 0.383 samples = 252 value = [65, 187] 11065->11066 11185 log_spend <= 5.444 gini = 0.455 samples = 20 value = [7, 13] 11065->11185 11067 x7_MI <= 0.5 gini = 0.382 samples = 249 value = [64, 185] 11066->11067 11184 gini = 0.444 samples = 3 value = [1, 2] 11066->11184 11068 x15_cns <= 0.5 gini = 0.373 samples = 242 value = [60, 182] 11067->11068 11179 x14_12 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11067->11179 11069 x5_Medical Supply <= 0.5 gini = 0.372 samples = 239 value = [59, 180] 11068->11069 11178 gini = 0.444 samples = 3 value = [1, 2] 11068->11178 11070 x1_CA <= 0.5 gini = 0.369 samples = 238 value = [58, 180] 11069->11070 11177 gini = 0.0 samples = 1 value = [1, 0] 11069->11177 11071 x7_FL <= 0.5 gini = 0.247 samples = 166 value = [24, 142] 11070->11071 11130 x7_MO <= 0.5 gini = 0.498 samples = 72 value = [34, 38] 11070->11130 11072 x1_TX <= 0.5 gini = 0.26 samples = 143 value = [22, 121] 11071->11072 11121 x12_0 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 11071->11121 11073 x7_WA <= 0.5 gini = 0.186 samples = 135 value = [14, 121] 11072->11073 11120 gini = 0.0 samples = 8 value = [8, 0] 11072->11120 11074 x12_0 <= 0.5 gini = 0.19 samples = 132 value = [14, 118] 11073->11074 11119 gini = 0.0 samples = 3 value = [0, 3] 11073->11119 11075 gini = 0.0 samples = 64 value = [0, 64] 11074->11075 11076 x7_CO <= 0.5 gini = 0.327 samples = 68 value = [14, 54] 11074->11076 11077 x14_1 <= 0.5 gini = 0.334 samples = 66 value = [14, 52] 11076->11077 11118 gini = 0.0 samples = 2 value = [0, 2] 11076->11118 11078 x5_NA <= 0.5 gini = 0.371 samples = 57 value = [14, 43] 11077->11078 11117 gini = 0.0 samples = 9 value = [0, 9] 11077->11117 11079 x7_IN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11078->11079 11082 x7_NJ <= 0.5 gini = 0.375 samples = 52 value = [13, 39] 11078->11082 11080 gini = 0.375 samples = 4 value = [1, 3] 11079->11080 11081 gini = 0.0 samples = 1 value = [0, 1] 11079->11081 11083 x1_NJ <= 0.5 gini = 0.36 samples = 51 value = [12, 39] 11082->11083 11116 gini = 0.0 samples = 1 value = [1, 0] 11082->11116 11084 x14_11 <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 11083->11084 11101 x7_NY <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 11083->11101 11085 x7_TN <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 11084->11085 11100 gini = 0.5 samples = 4 value = [2, 2] 11084->11100 11086 x14_2 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 11085->11086 11099 gini = 0.5 samples = 4 value = [2, 2] 11085->11099 11087 x7_IA <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 11086->11087 11098 gini = 0.0 samples = 1 value = [0, 1] 11086->11098 11088 log_spend <= 4.428 gini = 0.426 samples = 13 value = [4, 9] 11087->11088 11097 gini = 0.0 samples = 1 value = [1, 0] 11087->11097 11089 gini = 0.0 samples = 3 value = [3, 0] 11088->11089 11090 x7_NE <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11088->11090 11091 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11090->11091 11096 gini = 0.0 samples = 1 value = [0, 1] 11090->11096 11092 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11091->11092 11095 gini = 0.0 samples = 1 value = [0, 1] 11091->11095 11093 gini = 0.0 samples = 6 value = [0, 6] 11092->11093 11094 gini = 0.5 samples = 2 value = [1, 1] 11092->11094 11102 x7_CA <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 11101->11102 11115 gini = 0.0 samples = 5 value = [0, 5] 11101->11115 11103 x14_4 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 11102->11103 11114 gini = 0.0 samples = 5 value = [0, 5] 11102->11114 11104 x14_8 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 11103->11104 11113 gini = 0.0 samples = 1 value = [0, 1] 11103->11113 11105 x7_PA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 11104->11105 11112 gini = 0.0 samples = 2 value = [0, 2] 11104->11112 11106 log_spend <= 5.955 gini = 0.337 samples = 14 value = [3, 11] 11105->11106 11111 gini = 0.0 samples = 1 value = [0, 1] 11105->11111 11107 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 11106->11107 11110 gini = 0.0 samples = 7 value = [0, 7] 11106->11110 11108 gini = 0.5 samples = 4 value = [2, 2] 11107->11108 11109 gini = 0.444 samples = 3 value = [1, 2] 11107->11109 11122 gini = 0.0 samples = 7 value = [0, 7] 11121->11122 11123 x14_6 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 11121->11123 11124 x1_TX <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 11123->11124 11129 gini = 0.0 samples = 2 value = [0, 2] 11123->11129 11125 x1_MA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11124->11125 11128 gini = 0.0 samples = 1 value = [1, 0] 11124->11128 11126 gini = 0.0 samples = 11 value = [0, 11] 11125->11126 11127 gini = 0.5 samples = 2 value = [1, 1] 11125->11127 11131 x7_RI <= 0.5 gini = 0.499 samples = 71 value = [34, 37] 11130->11131 11176 gini = 0.0 samples = 1 value = [0, 1] 11130->11176 11132 x14_5 <= 0.5 gini = 0.5 samples = 70 value = [34, 36] 11131->11132 11175 gini = 0.0 samples = 1 value = [0, 1] 11131->11175 11133 x12_100000000203 <= 0.5 gini = 0.499 samples = 63 value = [30, 33] 11132->11133 11170 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11132->11170 11134 x5_Drug <= 0.5 gini = 0.498 samples = 53 value = [28, 25] 11133->11134 11157 x7_KS <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 11133->11157 11135 x7_IA <= 0.5 gini = 0.499 samples = 52 value = [27, 25] 11134->11135 11156 gini = 0.0 samples = 1 value = [1, 0] 11134->11156 11136 x14_11 <= 0.5 gini = 0.5 samples = 51 value = [26, 25] 11135->11136 11155 gini = 0.0 samples = 1 value = [1, 0] 11135->11155 11137 log_spend <= 5.67 gini = 0.5 samples = 44 value = [22, 22] 11136->11137 11150 x7_MA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11136->11150 11138 x7_PA <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 11137->11138 11143 log_spend <= 5.952 gini = 0.087 samples = 22 value = [1, 21] 11137->11143 11139 log_spend <= 4.021 gini = 0.091 samples = 21 value = [20, 1] 11138->11139 11142 gini = 0.0 samples = 1 value = [1, 0] 11138->11142 11140 gini = 0.375 samples = 4 value = [3, 1] 11139->11140 11141 gini = 0.0 samples = 17 value = [17, 0] 11139->11141 11144 gini = 0.0 samples = 12 value = [0, 12] 11143->11144 11145 x14_6 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11143->11145 11146 x14_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11145->11146 11149 gini = 0.0 samples = 1 value = [0, 1] 11145->11149 11147 gini = 0.444 samples = 3 value = [1, 2] 11146->11147 11148 gini = 0.0 samples = 6 value = [0, 6] 11146->11148 11151 x12_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 11150->11151 11154 gini = 0.0 samples = 1 value = [1, 0] 11150->11154 11152 gini = 0.0 samples = 3 value = [3, 0] 11151->11152 11153 gini = 0.0 samples = 3 value = [0, 3] 11151->11153 11158 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 11157->11158 11169 gini = 0.0 samples = 1 value = [0, 1] 11157->11169 11159 x7_AL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11158->11159 11168 gini = 0.0 samples = 1 value = [1, 0] 11158->11168 11160 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11159->11160 11167 gini = 0.0 samples = 1 value = [0, 1] 11159->11167 11161 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11160->11161 11166 gini = 0.0 samples = 1 value = [0, 1] 11160->11166 11162 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11161->11162 11165 gini = 0.0 samples = 1 value = [0, 1] 11161->11165 11163 gini = 0.5 samples = 2 value = [1, 1] 11162->11163 11164 gini = 0.0 samples = 3 value = [0, 3] 11162->11164 11171 x12_100000000108 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 11170->11171 11174 gini = 0.0 samples = 2 value = [0, 2] 11170->11174 11172 gini = 0.5 samples = 2 value = [1, 1] 11171->11172 11173 gini = 0.0 samples = 3 value = [3, 0] 11171->11173 11180 x12_100000000255 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 11179->11180 11183 gini = 0.5 samples = 2 value = [1, 1] 11179->11183 11181 gini = 0.0 samples = 3 value = [3, 0] 11180->11181 11182 gini = 0.0 samples = 2 value = [0, 2] 11180->11182 11186 x12_100000000255 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 11185->11186 11197 gini = 0.0 samples = 8 value = [0, 8] 11185->11197 11187 x14_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 11186->11187 11196 gini = 0.0 samples = 3 value = [0, 3] 11186->11196 11188 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 11187->11188 11195 gini = 0.0 samples = 1 value = [0, 1] 11187->11195 11189 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 11188->11189 11194 gini = 0.0 samples = 1 value = [1, 0] 11188->11194 11190 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 11189->11190 11193 gini = 0.0 samples = 1 value = [1, 0] 11189->11193 11191 gini = 0.0 samples = 5 value = [5, 0] 11190->11191 11192 gini = 0.0 samples = 1 value = [0, 1] 11190->11192 11199 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11198->11199 11204 gini = 0.0 samples = 9 value = [0, 9] 11198->11204 11200 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11199->11200 11203 gini = 0.0 samples = 1 value = [0, 1] 11199->11203 11201 gini = 0.0 samples = 1 value = [1, 0] 11200->11201 11202 gini = 0.0 samples = 6 value = [0, 6] 11200->11202 11209 x7_HI <= 0.5 gini = 0.5 samples = 71 value = [35, 36] 11208->11209 11268 gini = 0.0 samples = 2 value = [0, 2] 11208->11268 11210 x7_LA <= 0.5 gini = 0.5 samples = 70 value = [34, 36] 11209->11210 11267 gini = 0.0 samples = 1 value = [1, 0] 11209->11267 11211 x13_4 <= 0.5 gini = 0.499 samples = 69 value = [33, 36] 11210->11211 11266 gini = 0.0 samples = 1 value = [1, 0] 11210->11266 11212 x7_MN <= 0.5 gini = 0.499 samples = 58 value = [28, 30] 11211->11212 11253 x14_1 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 11211->11253 11213 log_spend <= 5.107 gini = 0.497 samples = 56 value = [26, 30] 11212->11213 11252 gini = 0.0 samples = 2 value = [2, 0] 11212->11252 11214 x14_10 <= 0.5 gini = 0.404 samples = 32 value = [23, 9] 11213->11214 11235 x13_6 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 11213->11235 11215 x1_TX <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 11214->11215 11234 gini = 0.0 samples = 7 value = [7, 0] 11214->11234 11216 x7_WI <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 11215->11216 11233 gini = 0.0 samples = 4 value = [4, 0] 11215->11233 11217 x16_oncol <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 11216->11217 11232 gini = 0.444 samples = 3 value = [1, 2] 11216->11232 11218 x13_0 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 11217->11218 11231 gini = 0.0 samples = 1 value = [1, 0] 11217->11231 11219 x14_11 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 11218->11219 11230 gini = 0.0 samples = 5 value = [5, 0] 11218->11230 11220 x1_TN <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 11219->11220 11229 gini = 0.0 samples = 1 value = [1, 0] 11219->11229 11221 gini = 0.0 samples = 2 value = [2, 0] 11220->11221 11222 x13_6 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 11220->11222 11223 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11222->11223 11228 gini = 0.0 samples = 1 value = [1, 0] 11222->11228 11224 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11223->11224 11227 gini = 0.0 samples = 2 value = [0, 2] 11223->11227 11225 gini = 0.0 samples = 3 value = [0, 3] 11224->11225 11226 gini = 0.444 samples = 3 value = [1, 2] 11224->11226 11236 x14_10 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 11235->11236 11251 gini = 0.0 samples = 1 value = [1, 0] 11235->11251 11237 x7_NC <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 11236->11237 11250 gini = 0.0 samples = 2 value = [0, 2] 11236->11250 11238 x7_TN <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 11237->11238 11249 gini = 0.0 samples = 6 value = [0, 6] 11237->11249 11239 x7_OH <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 11238->11239 11248 gini = 0.0 samples = 1 value = [0, 1] 11238->11248 11240 x7_CO <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11239->11240 11247 gini = 0.375 samples = 4 value = [1, 3] 11239->11247 11241 x7_WI <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11240->11241 11246 gini = 0.0 samples = 1 value = [0, 1] 11240->11246 11242 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11241->11242 11245 gini = 0.0 samples = 3 value = [0, 3] 11241->11245 11243 gini = 0.375 samples = 4 value = [1, 3] 11242->11243 11244 gini = 0.0 samples = 2 value = [0, 2] 11242->11244 11254 x14_3 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 11253->11254 11265 gini = 0.0 samples = 1 value = [1, 0] 11253->11265 11255 x14_4 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 11254->11255 11264 gini = 0.0 samples = 2 value = [0, 2] 11254->11264 11256 x1_PA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 11255->11256 11263 gini = 0.0 samples = 1 value = [1, 0] 11255->11263 11257 x7_IL <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 11256->11257 11262 gini = 0.0 samples = 1 value = [1, 0] 11256->11262 11258 x7_CO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 11257->11258 11261 gini = 0.0 samples = 1 value = [0, 1] 11257->11261 11259 gini = 0.375 samples = 4 value = [1, 3] 11258->11259 11260 gini = 0.0 samples = 1 value = [1, 0] 11258->11260 11271 x7_NV <= 0.5 gini = 0.02 samples = 97 value = [96, 1] 11270->11271 11286 gini = 0.0 samples = 22 value = [22, 0] 11270->11286 11272 x7_NJ <= 0.5 gini = 0.021 samples = 96 value = [95, 1] 11271->11272 11285 gini = 0.0 samples = 1 value = [1, 0] 11271->11285 11273 x7_GA <= 0.5 gini = 0.021 samples = 94 value = [93, 1] 11272->11273 11284 gini = 0.0 samples = 2 value = [2, 0] 11272->11284 11274 x7_WI <= 0.5 gini = 0.022 samples = 89 value = [88, 1] 11273->11274 11283 gini = 0.0 samples = 5 value = [5, 0] 11273->11283 11275 x14_6 <= 0.5 gini = 0.023 samples = 87 value = [86, 1] 11274->11275 11282 gini = 0.0 samples = 2 value = [2, 0] 11274->11282 11276 log_spend <= 6.095 gini = 0.025 samples = 79 value = [78, 1] 11275->11276 11281 gini = 0.0 samples = 8 value = [8, 0] 11275->11281 11277 gini = 0.0 samples = 73 value = [73, 0] 11276->11277 11278 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 11276->11278 11279 gini = 0.375 samples = 4 value = [3, 1] 11278->11279 11280 gini = 0.0 samples = 2 value = [2, 0] 11278->11280 11288 x1_IN <= 0.5 gini = 0.096 samples = 25498 value = [1283, 24215] 11287->11288 15521 x14_9 <= 0.5 gini = 0.027 samples = 7209 value = [97, 7112] 11287->15521 11289 x0_Germany <= 0.5 gini = 0.093 samples = 25158 value = [1226, 23932] 11288->11289 15292 x7_NE <= 0.5 gini = 0.279 samples = 340 value = [57, 283] 11288->15292 11290 x12_100000000108 <= 0.5 gini = 0.094 samples = 24715 value = [1223, 23492] 11289->11290 15253 x7_AZ <= 0.5 gini = 0.013 samples = 443 value = [3, 440] 11289->15253 11291 x1_GA <= 0.5 gini = 0.091 samples = 24674 value = [1184, 23490] 11290->11291 15230 x14_5 <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 11290->15230 11292 x1_PA <= 0.5 gini = 0.09 samples = 24659 value = [1169, 23490] 11291->11292 15229 gini = 0.0 samples = 15 value = [15, 0] 11291->15229 11293 x0_Canada <= 0.5 gini = 0.086 samples = 24085 value = [1089, 22996] 11292->11293 15140 log_spend <= 8.012 gini = 0.24 samples = 574 value = [80, 494] 11292->15140 11294 x17_abbvie, <= 0.5 gini = 0.086 samples = 24075 value = [1083, 22992] 11293->11294 15129 x13_0 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 11293->15129 11295 x7_AL <= 0.5 gini = 0.093 samples = 21679 value = [1054, 20625] 11294->11295 14998 x2_NA <= 0.5 gini = 0.024 samples = 2396 value = [29, 2367] 11294->14998 11296 x1_MD <= 0.5 gini = 0.094 samples = 21242 value = [1048, 20194] 11295->11296 14943 log_spend <= 8.142 gini = 0.027 samples = 437 value = [6, 431] 11295->14943 11297 x12_100000000146 <= 0.5 gini = 0.091 samples = 21075 value = [1006, 20069] 11296->11297 14918 x7_CA <= 0.5 gini = 0.376 samples = 167 value = [42, 125] 11296->14918 11298 x1_RI <= 0.5 gini = 0.09 samples = 20954 value = [990, 19964] 11297->11298 14825 x13_5 <= 0.5 gini = 0.229 samples = 121 value = [16, 105] 11297->14825 11299 x2_NA <= 0.5 gini = 0.09 samples = 20948 value = [984, 19964] 11298->11299 14824 gini = 0.0 samples = 6 value = [6, 0] 11298->14824 11300 x12_100000000089 <= 0.5 gini = 0.039 samples = 13555 value = [273, 13282] 11299->11300 13049 x1_OR <= 0.5 gini = 0.174 samples = 7393 value = [711, 6682] 11299->13049 11301 x0_Belgium <= 0.5 gini = 0.04 samples = 13433 value = [273, 13160] 11300->11301 13048 gini = 0.0 samples = 122 value = [0, 122] 11300->13048 11302 x17_boehringer <= 0.5 gini = 0.039 samples = 13430 value = [270, 13160] 11301->11302 13047 gini = 0.0 samples = 3 value = [3, 0] 11301->13047 11303 x1_FL <= 0.5 gini = 0.037 samples = 13397 value = [253, 13144] 11302->11303 13022 log_spend <= 7.895 gini = 0.5 samples = 33 value = [17, 16] 11302->13022 11304 x7_NC <= 0.5 gini = 0.036 samples = 13368 value = [242, 13126] 11303->11304 12997 x13_4 <= 0.5 gini = 0.471 samples = 29 value = [11, 18] 11303->12997 11305 x17_sanofi <= 0.5 gini = 0.036 samples = 12742 value = [235, 12507] 11304->11305 12934 x14_8 <= 0.5 gini = 0.022 samples = 626 value = [7, 619] 11304->12934 11306 x1_WV <= 0.5 gini = 0.034 samples = 12175 value = [208, 11967] 11305->11306 12875 x9_0 <= 0.5 gini = 0.091 samples = 567 value = [27, 540] 11305->12875 11307 x16_oncol <= 0.5 gini = 0.033 samples = 12173 value = [206, 11967] 11306->11307 12874 gini = 0.0 samples = 2 value = [2, 0] 11306->12874 11308 x1_SC <= 0.5 gini = 0.033 samples = 11895 value = [199, 11696] 11307->11308 12813 x7_TN <= 0.5 gini = 0.049 samples = 278 value = [7, 271] 11307->12813 11309 x7_VT <= 0.5 gini = 0.033 samples = 11894 value = [198, 11696] 11308->11309 12812 gini = 0.0 samples = 1 value = [1, 0] 11308->12812 11310 x13_4 <= 0.5 gini = 0.033 samples = 11878 value = [198, 11680] 11309->11310 12811 gini = 0.0 samples = 16 value = [0, 16] 11309->12811 11311 x1_CO <= 0.5 gini = 0.039 samples = 8018 value = [160, 7858] 11310->11311 12522 x0_Japan <= 0.5 gini = 0.019 samples = 3860 value = [38, 3822] 11310->12522 11312 x5_Medical Supply <= 0.5 gini = 0.038 samples = 8011 value = [156, 7855] 11311->11312 12517 x14_9 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11311->12517 11313 x1_CA <= 0.5 gini = 0.038 samples = 8009 value = [154, 7855] 11312->11313 12516 gini = 0.0 samples = 2 value = [2, 0] 11312->12516 11314 x13_0 <= 0.5 gini = 0.035 samples = 7413 value = [134, 7279] 11313->11314 12345 x7_WY <= 0.5 gini = 0.065 samples = 596 value = [20, 576] 11313->12345 11315 log_spend <= 8.699 gini = 0.032 samples = 6248 value = [102, 6146] 11314->11315 12166 x12_100000000278 <= 0.5 gini = 0.053 samples = 1165 value = [32, 1133] 11314->12166 11316 x12_100000000286 <= 0.5 gini = 0.031 samples = 6211 value = [98, 6113] 11315->11316 12145 x5_Biological <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 11315->12145 11317 x14_5 <= 0.5 gini = 0.044 samples = 4271 value = [96, 4175] 11316->11317 12100 x13_1 <= 0.5 gini = 0.002 samples = 1940 value = [2, 1938] 11316->12100 11318 x7_ND <= 0.5 gini = 0.042 samples = 3884 value = [83, 3801] 11317->11318 12007 x1_NC <= 0.5 gini = 0.065 samples = 387 value = [13, 374] 11317->12007 11319 x1_KY <= 0.5 gini = 0.041 samples = 3877 value = [82, 3795] 11318->11319 12004 x1_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11318->12004 11320 x13_2 <= 0.5 gini = 0.041 samples = 3876 value = [81, 3795] 11319->11320 12003 gini = 0.0 samples = 1 value = [1, 0] 11319->12003 11321 x16_other <= 0.5 gini = 0.037 samples = 2796 value = [53, 2743] 11320->11321 11790 x7_KY <= 0.5 gini = 0.051 samples = 1080 value = [28, 1052] 11320->11790 11322 gini = 0.0 samples = 30 value = [0, 30] 11321->11322 11323 x1_NC <= 0.5 gini = 0.038 samples = 2766 value = [53, 2713] 11321->11323 11324 x14_7 <= 0.5 gini = 0.042 samples = 2290 value = [49, 2241] 11323->11324 11739 x7_NV <= 0.5 gini = 0.017 samples = 476 value = [4, 472] 11323->11739 11325 x15_Other <= 0.5 gini = 0.038 samples = 2091 value = [40, 2051] 11324->11325 11674 x13_1 <= 0.5 gini = 0.086 samples = 199 value = [9, 190] 11324->11674 11326 x14_6 <= 0.5 gini = 0.033 samples = 1879 value = [32, 1847] 11325->11326 11623 x17_janssen <= 0.5 gini = 0.073 samples = 212 value = [8, 204] 11325->11623 11327 log_spend <= 7.392 gini = 0.031 samples = 1692 value = [27, 1665] 11326->11327 11590 x7_NY <= 0.5 gini = 0.052 samples = 187 value = [5, 182] 11326->11590 11328 x7_NY <= 0.5 gini = 0.015 samples = 1206 value = [9, 1197] 11327->11328 11431 x7_TX <= 0.5 gini = 0.071 samples = 486 value = [18, 468] 11327->11431 11329 x1_MN <= 0.5 gini = 0.009 samples = 1139 value = [5, 1134] 11328->11329 11410 x14_4 <= 0.5 gini = 0.112 samples = 67 value = [4, 63] 11328->11410 11330 x14_9 <= 0.5 gini = 0.009 samples = 1058 value = [5, 1053] 11329->11330 11409 gini = 0.0 samples = 81 value = [0, 81] 11329->11409 11331 x1_MA <= 0.5 gini = 0.01 samples = 968 value = [5, 963] 11330->11331 11408 gini = 0.0 samples = 90 value = [0, 90] 11330->11408 11332 x7_KS <= 0.5 gini = 0.013 samples = 766 value = [5, 761] 11331->11332 11407 gini = 0.0 samples = 202 value = [0, 202] 11331->11407 11333 x14_8 <= 0.5 gini = 0.013 samples = 759 value = [5, 754] 11332->11333 11406 gini = 0.0 samples = 7 value = [0, 7] 11332->11406 11334 x1_AZ <= 0.5 gini = 0.014 samples = 721 value = [5, 716] 11333->11334 11405 gini = 0.0 samples = 38 value = [0, 38] 11333->11405 11335 x0_United States <= 0.5 gini = 0.014 samples = 703 value = [5, 698] 11334->11335 11404 gini = 0.0 samples = 18 value = [0, 18] 11334->11404 11336 log_spend <= 5.223 gini = 0.18 samples = 10 value = [1, 9] 11335->11336 11339 x7_OR <= 0.5 gini = 0.011 samples = 693 value = [4, 689] 11335->11339 11337 gini = 0.0 samples = 1 value = [1, 0] 11336->11337 11338 gini = 0.0 samples = 9 value = [0, 9] 11336->11338 11340 x7_MO <= 0.5 gini = 0.012 samples = 676 value = [4, 672] 11339->11340 11403 gini = 0.0 samples = 17 value = [0, 17] 11339->11403 11341 x7_NM <= 0.5 gini = 0.012 samples = 662 value = [4, 658] 11340->11341 11402 gini = 0.0 samples = 14 value = [0, 14] 11340->11402 11342 x12_0 <= 0.5 gini = 0.012 samples = 661 value = [4, 657] 11341->11342 11401 gini = 0.0 samples = 1 value = [0, 1] 11341->11401 11343 gini = 0.0 samples = 84 value = [0, 84] 11342->11343 11344 x7_NA <= 0.5 gini = 0.014 samples = 577 value = [4, 573] 11342->11344 11345 x7_AZ <= 0.5 gini = 0.014 samples = 575 value = [4, 571] 11344->11345 11400 gini = 0.0 samples = 2 value = [0, 2] 11344->11400 11346 x14_10 <= 0.5 gini = 0.011 samples = 559 value = [3, 556] 11345->11346 11389 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 11345->11389 11347 x5_NA <= 0.5 gini = 0.008 samples = 529 value = [2, 527] 11346->11347 11382 x1_NY <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 11346->11382 11348 x1_NJ <= 0.5 gini = 0.005 samples = 409 value = [1, 408] 11347->11348 11359 x14_1 <= 0.5 gini = 0.017 samples = 120 value = [1, 119] 11347->11359 11349 gini = 0.0 samples = 43 value = [0, 43] 11348->11349 11350 x7_NE <= 0.5 gini = 0.005 samples = 366 value = [1, 365] 11348->11350 11351 x14_2 <= 0.5 gini = 0.006 samples = 362 value = [1, 361] 11350->11351 11358 gini = 0.0 samples = 4 value = [0, 4] 11350->11358 11352 x7_IL <= 0.5 gini = 0.006 samples = 357 value = [1, 356] 11351->11352 11357 gini = 0.0 samples = 5 value = [0, 5] 11351->11357 11353 gini = 0.0 samples = 352 value = [0, 352] 11352->11353 11354 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11352->11354 11355 gini = 0.0 samples = 3 value = [0, 3] 11354->11355 11356 gini = 0.5 samples = 2 value = [1, 1] 11354->11356 11360 x7_TX <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 11359->11360 11381 gini = 0.0 samples = 21 value = [0, 21] 11359->11381 11361 x7_CO <= 0.5 gini = 0.023 samples = 85 value = [1, 84] 11360->11361 11380 gini = 0.0 samples = 14 value = [0, 14] 11360->11380 11362 log_spend <= 5.281 gini = 0.024 samples = 84 value = [1, 83] 11361->11362 11379 gini = 0.0 samples = 1 value = [0, 1] 11361->11379 11363 x7_NJ <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 11362->11363 11378 gini = 0.0 samples = 62 value = [0, 62] 11362->11378 11364 x14_2 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 11363->11364 11377 gini = 0.0 samples = 1 value = [0, 1] 11363->11377 11365 x7_NV <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 11364->11365 11376 gini = 0.0 samples = 7 value = [0, 7] 11364->11376 11366 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11365->11366 11375 gini = 0.0 samples = 1 value = [0, 1] 11365->11375 11367 x7_NH <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11366->11367 11374 gini = 0.0 samples = 6 value = [0, 6] 11366->11374 11368 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11367->11368 11373 gini = 0.0 samples = 1 value = [0, 1] 11367->11373 11369 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11368->11369 11372 gini = 0.0 samples = 1 value = [0, 1] 11368->11372 11370 gini = 0.0 samples = 1 value = [0, 1] 11369->11370 11371 gini = 0.375 samples = 4 value = [1, 3] 11369->11371 11383 log_spend <= 6.752 gini = 0.105 samples = 18 value = [1, 17] 11382->11383 11388 gini = 0.0 samples = 12 value = [0, 12] 11382->11388 11384 gini = 0.0 samples = 13 value = [0, 13] 11383->11384 11385 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11383->11385 11386 gini = 0.0 samples = 3 value = [0, 3] 11385->11386 11387 gini = 0.5 samples = 2 value = [1, 1] 11385->11387 11390 x13_6 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 11389->11390 11399 gini = 0.0 samples = 2 value = [0, 2] 11389->11399 11391 x14_12 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11390->11391 11398 gini = 0.0 samples = 1 value = [0, 1] 11390->11398 11392 x5_Drug <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11391->11392 11397 gini = 0.0 samples = 5 value = [0, 5] 11391->11397 11393 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11392->11393 11396 gini = 0.0 samples = 3 value = [0, 3] 11392->11396 11394 gini = 0.0 samples = 3 value = [0, 3] 11393->11394 11395 gini = 0.5 samples = 2 value = [1, 1] 11393->11395 11411 x1_NY <= 0.5 gini = 0.095 samples = 60 value = [3, 57] 11410->11411 11428 log_spend <= 5.959 gini = 0.245 samples = 7 value = [1, 6] 11410->11428 11412 x11_0 <= 0.5 gini = 0.109 samples = 52 value = [3, 49] 11411->11412 11427 gini = 0.0 samples = 8 value = [0, 8] 11411->11427 11413 gini = 0.0 samples = 3 value = [0, 3] 11412->11413 11414 x13_1 <= 0.5 gini = 0.115 samples = 49 value = [3, 46] 11412->11414 11415 x14_12 <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 11414->11415 11426 gini = 0.0 samples = 13 value = [0, 13] 11414->11426 11416 x5_NA <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 11415->11416 11425 gini = 0.0 samples = 5 value = [0, 5] 11415->11425 11417 gini = 0.0 samples = 16 value = [0, 16] 11416->11417 11418 x12_100000000255 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 11416->11418 11419 log_spend <= 5.213 gini = 0.355 samples = 13 value = [3, 10] 11418->11419 11424 gini = 0.0 samples = 2 value = [0, 2] 11418->11424 11420 gini = 0.0 samples = 2 value = [2, 0] 11419->11420 11421 x13_5 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11419->11421 11422 gini = 0.0 samples = 10 value = [0, 10] 11421->11422 11423 gini = 0.0 samples = 1 value = [1, 0] 11421->11423 11429 gini = 0.444 samples = 3 value = [1, 2] 11428->11429 11430 gini = 0.0 samples = 4 value = [0, 4] 11428->11430 11432 log_spend <= 7.398 gini = 0.077 samples = 425 value = [17, 408] 11431->11432 11581 x12_0 <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 11431->11581 11433 gini = 0.0 samples = 1 value = [1, 0] 11432->11433 11434 x17_other <= 0.5 gini = 0.073 samples = 424 value = [16, 408] 11432->11434 11435 gini = 0.0 samples = 1 value = [1, 0] 11434->11435 11436 x1_MA <= 0.5 gini = 0.068 samples = 423 value = [15, 408] 11434->11436 11437 x1_MN <= 0.5 gini = 0.076 samples = 304 value = [12, 292] 11436->11437 11544 x7_AR <= 0.5 gini = 0.049 samples = 119 value = [3, 116] 11436->11544 11438 x5_Drug <= 0.5 gini = 0.086 samples = 267 value = [12, 255] 11437->11438 11543 gini = 0.0 samples = 37 value = [0, 37] 11437->11543 11439 x7_IN <= 0.5 gini = 0.099 samples = 211 value = [11, 200] 11438->11439 11526 x7_SC <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 11438->11526 11440 log_spend <= 8.654 gini = 0.091 samples = 210 value = [10, 200] 11439->11440 11525 gini = 0.0 samples = 1 value = [1, 0] 11439->11525 11441 x7_NY <= 0.5 gini = 0.084 samples = 206 value = [9, 197] 11440->11441 11524 gini = 0.375 samples = 4 value = [1, 3] 11440->11524 11442 x7_DC <= 0.5 gini = 0.071 samples = 189 value = [7, 182] 11441->11442 11515 x14_8 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 11441->11515 11443 x7_LA <= 0.5 gini = 0.062 samples = 187 value = [6, 181] 11442->11443 11514 gini = 0.5 samples = 2 value = [1, 1] 11442->11514 11444 x1_VA <= 0.5 gini = 0.064 samples = 182 value = [6, 176] 11443->11444 11513 gini = 0.0 samples = 5 value = [0, 5] 11443->11513 11445 x7_AZ <= 0.5 gini = 0.064 samples = 181 value = [6, 175] 11444->11445 11512 gini = 0.0 samples = 1 value = [0, 1] 11444->11512 11446 x11_0 <= 0.5 gini = 0.056 samples = 175 value = [5, 170] 11445->11446 11507 x12_100000000278 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11445->11507 11447 x7_TN <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 11446->11447 11464 x7_MD <= 0.5 gini = 0.025 samples = 158 value = [2, 156] 11446->11464 11448 x7_IA <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 11447->11448 11463 gini = 0.0 samples = 1 value = [0, 1] 11447->11463 11449 x14_9 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 11448->11449 11462 gini = 0.0 samples = 1 value = [0, 1] 11448->11462 11450 x14_1 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 11449->11450 11461 gini = 0.0 samples = 1 value = [1, 0] 11449->11461 11451 x13_6 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11450->11451 11460 gini = 0.0 samples = 1 value = [1, 0] 11450->11460 11452 x7_MO <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11451->11452 11459 gini = 0.0 samples = 2 value = [0, 2] 11451->11459 11453 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11452->11453 11458 gini = 0.0 samples = 2 value = [0, 2] 11452->11458 11454 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11453->11454 11457 gini = 0.0 samples = 4 value = [0, 4] 11453->11457 11455 gini = 0.5 samples = 2 value = [1, 1] 11454->11455 11456 gini = 0.0 samples = 3 value = [0, 3] 11454->11456 11465 x1_AZ <= 0.5 gini = 0.026 samples = 153 value = [2, 151] 11464->11465 11506 gini = 0.0 samples = 5 value = [0, 5] 11464->11506 11466 x7_OH <= 0.5 gini = 0.026 samples = 150 value = [2, 148] 11465->11466 11505 gini = 0.0 samples = 3 value = [0, 3] 11465->11505 11467 x7_OK <= 0.5 gini = 0.027 samples = 145 value = [2, 143] 11466->11467 11504 gini = 0.0 samples = 5 value = [0, 5] 11466->11504 11468 x12_100000000278 <= 0.5 gini = 0.028 samples = 143 value = [2, 141] 11467->11468 11503 gini = 0.0 samples = 2 value = [0, 2] 11467->11503 11469 x7_NM <= 0.5 gini = 0.018 samples = 113 value = [1, 112] 11468->11469 11490 x13_1 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 11468->11490 11470 x7_VA <= 0.5 gini = 0.018 samples = 112 value = [1, 111] 11469->11470 11489 gini = 0.0 samples = 1 value = [0, 1] 11469->11489 11471 x14_10 <= 0.5 gini = 0.018 samples = 111 value = [1, 110] 11470->11471 11488 gini = 0.0 samples = 1 value = [0, 1] 11470->11488 11472 x14_11 <= 0.5 gini = 0.02 samples = 98 value = [1, 97] 11471->11472 11487 gini = 0.0 samples = 13 value = [0, 13] 11471->11487 11473 gini = 0.0 samples = 82 value = [0, 82] 11472->11473 11474 x13_3 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 11472->11474 11475 gini = 0.0 samples = 4 value = [0, 4] 11474->11475 11476 x7_TN <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 11474->11476 11477 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11476->11477 11486 gini = 0.0 samples = 1 value = [0, 1] 11476->11486 11478 x7_MN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11477->11478 11485 gini = 0.0 samples = 2 value = [0, 2] 11477->11485 11479 x1_NV <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11478->11479 11484 gini = 0.0 samples = 1 value = [0, 1] 11478->11484 11480 x7_WI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11479->11480 11483 gini = 0.0 samples = 1 value = [0, 1] 11479->11483 11481 gini = 0.0 samples = 5 value = [0, 5] 11480->11481 11482 gini = 0.5 samples = 2 value = [1, 1] 11480->11482 11491 x7_RI <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 11490->11491 11502 gini = 0.0 samples = 5 value = [0, 5] 11490->11502 11492 x14_9 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 11491->11492 11501 gini = 0.0 samples = 1 value = [0, 1] 11491->11501 11493 x14_2 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 11492->11493 11500 gini = 0.0 samples = 1 value = [0, 1] 11492->11500 11494 x7_GA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 11493->11494 11499 gini = 0.0 samples = 1 value = [0, 1] 11493->11499 11495 log_spend <= 7.69 gini = 0.095 samples = 20 value = [1, 19] 11494->11495 11498 gini = 0.0 samples = 2 value = [0, 2] 11494->11498 11496 gini = 0.0 samples = 1 value = [1, 0] 11495->11496 11497 gini = 0.0 samples = 19 value = [0, 19] 11495->11497 11508 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11507->11508 11511 gini = 0.0 samples = 1 value = [0, 1] 11507->11511 11509 gini = 0.0 samples = 4 value = [0, 4] 11508->11509 11510 gini = 0.0 samples = 1 value = [1, 0] 11508->11510 11516 x5_NA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 11515->11516 11523 gini = 0.0 samples = 1 value = [0, 1] 11515->11523 11517 gini = 0.0 samples = 1 value = [0, 1] 11516->11517 11518 x12_0 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 11516->11518 11519 gini = 0.375 samples = 4 value = [1, 3] 11518->11519 11520 x14_4 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11518->11520 11521 gini = 0.0 samples = 10 value = [0, 10] 11520->11521 11522 gini = 0.0 samples = 1 value = [1, 0] 11520->11522 11527 x14_2 <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 11526->11527 11542 gini = 0.0 samples = 1 value = [0, 1] 11526->11542 11528 log_spend <= 7.841 gini = 0.039 samples = 50 value = [1, 49] 11527->11528 11541 gini = 0.0 samples = 5 value = [0, 5] 11527->11541 11529 x13_1 <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 11528->11529 11540 gini = 0.0 samples = 24 value = [0, 24] 11528->11540 11530 x14_3 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 11529->11530 11539 gini = 0.0 samples = 8 value = [0, 8] 11529->11539 11531 x7_UT <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11530->11531 11538 gini = 0.0 samples = 7 value = [0, 7] 11530->11538 11532 x7_KY <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11531->11532 11537 gini = 0.0 samples = 1 value = [0, 1] 11531->11537 11533 x7_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11532->11533 11536 gini = 0.0 samples = 1 value = [0, 1] 11532->11536 11534 gini = 0.444 samples = 3 value = [1, 2] 11533->11534 11535 gini = 0.0 samples = 6 value = [0, 6] 11533->11535 11545 x12_0 <= 0.5 gini = 0.053 samples = 111 value = [3, 108] 11544->11545 11580 gini = 0.0 samples = 8 value = [0, 8] 11544->11580 11546 gini = 0.0 samples = 52 value = [0, 52] 11545->11546 11547 x14_10 <= 0.5 gini = 0.097 samples = 59 value = [3, 56] 11545->11547 11548 x7_GA <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 11547->11548 11573 x7_MA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11547->11573 11549 x7_IN <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 11548->11549 11570 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11548->11570 11550 x15_NA <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 11549->11550 11569 gini = 0.0 samples = 1 value = [0, 1] 11549->11569 11551 gini = 0.0 samples = 16 value = [0, 16] 11550->11551 11552 x13_3 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 11550->11552 11553 x7_CA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 11552->11553 11568 gini = 0.0 samples = 12 value = [0, 12] 11552->11568 11554 x7_MA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 11553->11554 11567 gini = 0.0 samples = 3 value = [0, 3] 11553->11567 11555 x7_MI <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11554->11555 11566 gini = 0.0 samples = 2 value = [0, 2] 11554->11566 11556 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11555->11556 11565 gini = 0.0 samples = 1 value = [0, 1] 11555->11565 11557 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11556->11557 11564 gini = 0.0 samples = 1 value = [0, 1] 11556->11564 11558 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11557->11558 11563 gini = 0.0 samples = 1 value = [0, 1] 11557->11563 11559 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11558->11559 11562 gini = 0.0 samples = 1 value = [0, 1] 11558->11562 11560 gini = 0.375 samples = 4 value = [1, 3] 11559->11560 11561 gini = 0.0 samples = 2 value = [0, 2] 11559->11561 11571 gini = 0.375 samples = 4 value = [1, 3] 11570->11571 11572 gini = 0.0 samples = 1 value = [0, 1] 11570->11572 11574 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11573->11574 11579 gini = 0.0 samples = 2 value = [0, 2] 11573->11579 11575 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11574->11575 11578 gini = 0.0 samples = 2 value = [0, 2] 11574->11578 11576 gini = 0.0 samples = 5 value = [0, 5] 11575->11576 11577 gini = 0.0 samples = 1 value = [1, 0] 11575->11577 11582 gini = 0.0 samples = 21 value = [0, 21] 11581->11582 11583 x1_MA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 11581->11583 11584 gini = 0.0 samples = 30 value = [0, 30] 11583->11584 11585 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11583->11585 11586 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11585->11586 11589 gini = 0.0 samples = 1 value = [0, 1] 11585->11589 11587 gini = 0.0 samples = 6 value = [0, 6] 11586->11587 11588 gini = 0.444 samples = 3 value = [1, 2] 11586->11588 11591 x5_NA <= 0.5 gini = 0.045 samples = 174 value = [4, 170] 11590->11591 11614 x5_NA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11590->11614 11592 gini = 0.0 samples = 84 value = [0, 84] 11591->11592 11593 x7_PR <= 0.5 gini = 0.085 samples = 90 value = [4, 86] 11591->11593 11594 x13_5 <= 0.5 gini = 0.086 samples = 89 value = [4, 85] 11593->11594 11613 gini = 0.0 samples = 1 value = [0, 1] 11593->11613 11595 x7_CO <= 0.5 gini = 0.047 samples = 83 value = [2, 81] 11594->11595 11608 x1_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 11594->11608 11596 x13_1 <= 0.5 gini = 0.048 samples = 81 value = [2, 79] 11595->11596 11607 gini = 0.0 samples = 2 value = [0, 2] 11595->11607 11597 x12_0 <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 11596->11597 11602 x7_FL <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 11596->11602 11598 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11597->11598 11601 gini = 0.0 samples = 46 value = [0, 46] 11597->11601 11599 gini = 0.0 samples = 8 value = [0, 8] 11598->11599 11600 gini = 0.5 samples = 2 value = [1, 1] 11598->11600 11603 x7_CT <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 11602->11603 11606 gini = 0.0 samples = 5 value = [0, 5] 11602->11606 11604 gini = 0.0 samples = 19 value = [0, 19] 11603->11604 11605 gini = 0.0 samples = 1 value = [1, 0] 11603->11605 11609 log_spend <= 6.797 gini = 0.32 samples = 5 value = [1, 4] 11608->11609 11612 gini = 0.0 samples = 1 value = [1, 0] 11608->11612 11610 gini = 0.0 samples = 4 value = [0, 4] 11609->11610 11611 gini = 0.0 samples = 1 value = [1, 0] 11609->11611 11615 gini = 0.0 samples = 6 value = [0, 6] 11614->11615 11616 x1_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11614->11616 11617 x1_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11616->11617 11622 gini = 0.0 samples = 1 value = [0, 1] 11616->11622 11618 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11617->11618 11621 gini = 0.0 samples = 1 value = [0, 1] 11617->11621 11619 gini = 0.375 samples = 4 value = [1, 3] 11618->11619 11620 gini = 0.0 samples = 1 value = [0, 1] 11618->11620 11624 x5_NA <= 0.5 gini = 0.135 samples = 110 value = [8, 102] 11623->11624 11673 gini = 0.0 samples = 102 value = [0, 102] 11623->11673 11625 x7_WV <= 0.5 gini = 0.12 samples = 109 value = [7, 102] 11624->11625 11672 gini = 0.0 samples = 1 value = [1, 0] 11624->11672 11626 x14_1 <= 0.5 gini = 0.121 samples = 108 value = [7, 101] 11625->11626 11671 gini = 0.0 samples = 1 value = [0, 1] 11625->11671 11627 x7_NJ <= 0.5 gini = 0.137 samples = 95 value = [7, 88] 11626->11627 11670 gini = 0.0 samples = 13 value = [0, 13] 11626->11670 11628 x14_9 <= 0.5 gini = 0.105 samples = 90 value = [5, 85] 11627->11628 11667 log_spend <= 6.482 gini = 0.48 samples = 5 value = [2, 3] 11627->11667 11629 x13_3 <= 0.5 gini = 0.119 samples = 79 value = [5, 74] 11628->11629 11666 gini = 0.0 samples = 11 value = [0, 11] 11628->11666 11630 x7_FL <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 11629->11630 11655 x7_TX <= 0.5 gini = 0.087 samples = 44 value = [2, 42] 11629->11655 11631 x7_OH <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 11630->11631 11654 gini = 0.0 samples = 1 value = [0, 1] 11630->11654 11632 x0_United States <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 11631->11632 11653 gini = 0.0 samples = 4 value = [0, 4] 11631->11653 11633 gini = 0.0 samples = 2 value = [0, 2] 11632->11633 11634 x14_6 <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 11632->11634 11635 x7_MT <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 11634->11635 11652 gini = 0.0 samples = 8 value = [0, 8] 11634->11652 11636 x5_Device <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 11635->11636 11651 gini = 0.0 samples = 1 value = [0, 1] 11635->11651 11637 gini = 0.0 samples = 3 value = [0, 3] 11636->11637 11638 x7_PR <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 11636->11638 11639 x14_2 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 11638->11639 11650 gini = 0.0 samples = 1 value = [1, 0] 11638->11650 11640 x14_10 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 11639->11640 11649 gini = 0.0 samples = 1 value = [1, 0] 11639->11649 11641 x7_AZ <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11640->11641 11648 gini = 0.0 samples = 1 value = [0, 1] 11640->11648 11642 x1_TX <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 11641->11642 11647 gini = 0.0 samples = 1 value = [0, 1] 11641->11647 11643 x1_DE <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11642->11643 11646 gini = 0.0 samples = 6 value = [0, 6] 11642->11646 11644 gini = 0.0 samples = 2 value = [0, 2] 11643->11644 11645 gini = 0.375 samples = 4 value = [1, 3] 11643->11645 11656 x7_MD <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 11655->11656 11665 gini = 0.0 samples = 6 value = [0, 6] 11655->11665 11657 x14_8 <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 11656->11657 11664 gini = 0.0 samples = 1 value = [0, 1] 11656->11664 11658 gini = 0.0 samples = 28 value = [0, 28] 11657->11658 11659 x7_WI <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 11657->11659 11660 x1_DE <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 11659->11660 11663 gini = 0.0 samples = 2 value = [0, 2] 11659->11663 11661 gini = 0.5 samples = 4 value = [2, 2] 11660->11661 11662 gini = 0.0 samples = 3 value = [0, 3] 11660->11662 11668 gini = 0.444 samples = 3 value = [2, 1] 11667->11668 11669 gini = 0.0 samples = 2 value = [0, 2] 11667->11669 11675 x7_MD <= 0.5 gini = 0.073 samples = 159 value = [6, 153] 11674->11675 11724 x5_Biological <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 11674->11724 11676 x7_IL <= 0.5 gini = 0.073 samples = 158 value = [6, 152] 11675->11676 11723 gini = 0.0 samples = 1 value = [0, 1] 11675->11723 11677 x7_CO <= 0.5 gini = 0.079 samples = 145 value = [6, 139] 11676->11677 11722 gini = 0.0 samples = 13 value = [0, 13] 11676->11722 11678 x5_Biological <= 0.5 gini = 0.067 samples = 143 value = [5, 138] 11677->11678 11721 gini = 0.5 samples = 2 value = [1, 1] 11677->11721 11679 x7_WI <= 0.5 gini = 0.048 samples = 121 value = [3, 118] 11678->11679 11712 x15_NA <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 11678->11712 11680 x7_TX <= 0.5 gini = 0.033 samples = 119 value = [2, 117] 11679->11680 11711 gini = 0.5 samples = 2 value = [1, 1] 11679->11711 11681 x13_5 <= 0.5 gini = 0.043 samples = 91 value = [2, 89] 11680->11681 11710 gini = 0.0 samples = 28 value = [0, 28] 11680->11710 11682 x0_United States <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 11681->11682 11709 gini = 0.0 samples = 3 value = [0, 3] 11681->11709 11683 gini = 0.0 samples = 2 value = [0, 2] 11682->11683 11684 x7_CA <= 0.5 gini = 0.045 samples = 86 value = [2, 84] 11682->11684 11685 x7_VA <= 0.5 gini = 0.08 samples = 48 value = [2, 46] 11684->11685 11708 gini = 0.0 samples = 38 value = [0, 38] 11684->11708 11686 x1_NJ <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 11685->11686 11707 gini = 0.0 samples = 1 value = [0, 1] 11685->11707 11687 x7_MN <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 11686->11687 11696 x7_NY <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 11686->11696 11688 x1_MA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 11687->11688 11695 gini = 0.0 samples = 5 value = [0, 5] 11687->11695 11689 gini = 0.0 samples = 14 value = [0, 14] 11688->11689 11690 x7_IA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11688->11690 11691 x12_100000000255 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11690->11691 11694 gini = 0.0 samples = 1 value = [0, 1] 11690->11694 11692 gini = 0.375 samples = 4 value = [1, 3] 11691->11692 11693 gini = 0.0 samples = 3 value = [0, 3] 11691->11693 11697 x7_NV <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 11696->11697 11706 gini = 0.0 samples = 2 value = [0, 2] 11696->11706 11698 x5_NA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 11697->11698 11705 gini = 0.0 samples = 4 value = [0, 4] 11697->11705 11699 gini = 0.0 samples = 7 value = [0, 7] 11698->11699 11700 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11698->11700 11701 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 11700->11701 11704 gini = 0.0 samples = 2 value = [0, 2] 11700->11704 11702 gini = 0.444 samples = 3 value = [1, 2] 11701->11702 11703 gini = 0.0 samples = 2 value = [0, 2] 11701->11703 11713 x7_AZ <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 11712->11713 11720 gini = 0.375 samples = 4 value = [1, 3] 11712->11720 11714 x7_RI <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 11713->11714 11719 gini = 0.0 samples = 2 value = [0, 2] 11713->11719 11715 log_spend <= 4.432 gini = 0.124 samples = 15 value = [1, 14] 11714->11715 11718 gini = 0.0 samples = 1 value = [0, 1] 11714->11718 11716 gini = 0.0 samples = 1 value = [1, 0] 11715->11716 11717 gini = 0.0 samples = 14 value = [0, 14] 11715->11717 11725 x1_AZ <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 11724->11725 11732 x7_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11724->11732 11726 log_spend <= 8.03 gini = 0.124 samples = 30 value = [2, 28] 11725->11726 11731 gini = 0.0 samples = 1 value = [0, 1] 11725->11731 11727 gini = 0.0 samples = 24 value = [0, 24] 11726->11727 11728 x12_0 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 11726->11728 11729 gini = 0.444 samples = 3 value = [1, 2] 11728->11729 11730 gini = 0.444 samples = 3 value = [1, 2] 11728->11730 11733 x7_GA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11732->11733 11738 gini = 0.0 samples = 2 value = [0, 2] 11732->11738 11734 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11733->11734 11737 gini = 0.0 samples = 1 value = [0, 1] 11733->11737 11735 gini = 0.5 samples = 2 value = [1, 1] 11734->11735 11736 gini = 0.0 samples = 4 value = [0, 4] 11734->11736 11740 x7_OR <= 0.5 gini = 0.017 samples = 475 value = [4, 471] 11739->11740 11789 gini = 0.0 samples = 1 value = [0, 1] 11739->11789 11741 x7_IL <= 0.5 gini = 0.017 samples = 467 value = [4, 463] 11740->11741 11788 gini = 0.0 samples = 8 value = [0, 8] 11740->11788 11742 x14_7 <= 0.5 gini = 0.018 samples = 431 value = [4, 427] 11741->11742 11787 gini = 0.0 samples = 36 value = [0, 36] 11741->11787 11743 x14_9 <= 0.5 gini = 0.02 samples = 398 value = [4, 394] 11742->11743 11786 gini = 0.0 samples = 33 value = [0, 33] 11742->11786 11744 x7_OH <= 0.5 gini = 0.022 samples = 358 value = [4, 354] 11743->11744 11785 gini = 0.0 samples = 40 value = [0, 40] 11743->11785 11745 x14_4 <= 0.5 gini = 0.024 samples = 327 value = [4, 323] 11744->11745 11784 gini = 0.0 samples = 31 value = [0, 31] 11744->11784 11746 x7_MI <= 0.5 gini = 0.026 samples = 309 value = [4, 305] 11745->11746 11783 gini = 0.0 samples = 18 value = [0, 18] 11745->11783 11747 log_spend <= 3.946 gini = 0.026 samples = 307 value = [4, 303] 11746->11747 11782 gini = 0.0 samples = 2 value = [0, 2] 11746->11782 11748 x7_NJ <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 11747->11748 11757 x7_SC <= 0.5 gini = 0.014 samples = 289 value = [2, 287] 11747->11757 11749 x7_CT <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 11748->11749 11756 gini = 0.0 samples = 1 value = [0, 1] 11748->11756 11750 x7_NE <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 11749->11750 11755 gini = 0.0 samples = 1 value = [0, 1] 11749->11755 11751 x14_1 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 11750->11751 11754 gini = 0.0 samples = 1 value = [0, 1] 11750->11754 11752 gini = 0.0 samples = 13 value = [0, 13] 11751->11752 11753 gini = 0.0 samples = 2 value = [2, 0] 11751->11753 11758 x7_NY <= 0.5 gini = 0.015 samples = 269 value = [2, 267] 11757->11758 11781 gini = 0.0 samples = 20 value = [0, 20] 11757->11781 11759 x7_VA <= 0.5 gini = 0.016 samples = 251 value = [2, 249] 11758->11759 11780 gini = 0.0 samples = 18 value = [0, 18] 11758->11780 11760 x7_UT <= 0.5 gini = 0.016 samples = 242 value = [2, 240] 11759->11760 11779 gini = 0.0 samples = 9 value = [0, 9] 11759->11779 11761 x7_RI <= 0.5 gini = 0.021 samples = 192 value = [2, 190] 11760->11761 11778 gini = 0.0 samples = 50 value = [0, 50] 11760->11778 11762 x7_MD <= 0.5 gini = 0.021 samples = 191 value = [2, 189] 11761->11762 11777 gini = 0.0 samples = 1 value = [0, 1] 11761->11777 11763 x14_12 <= 0.5 gini = 0.022 samples = 176 value = [2, 174] 11762->11763 11776 gini = 0.0 samples = 15 value = [0, 15] 11762->11776 11764 x7_KS <= 0.5 gini = 0.024 samples = 168 value = [2, 166] 11763->11764 11775 gini = 0.0 samples = 8 value = [0, 8] 11763->11775 11765 x7_CA <= 0.5 gini = 0.025 samples = 155 value = [2, 153] 11764->11765 11774 gini = 0.0 samples = 13 value = [0, 13] 11764->11774 11766 x12_100000005449 <= 0.5 gini = 0.016 samples = 123 value = [1, 122] 11765->11766 11769 x14_2 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 11765->11769 11767 gini = 0.5 samples = 2 value = [1, 1] 11766->11767 11768 gini = 0.0 samples = 121 value = [0, 121] 11766->11768 11770 x14_1 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 11769->11770 11773 gini = 0.0 samples = 5 value = [0, 5] 11769->11773 11771 gini = 0.0 samples = 25 value = [0, 25] 11770->11771 11772 gini = 0.5 samples = 2 value = [1, 1] 11770->11772 11791 log_spend <= 7.553 gini = 0.049 samples = 1073 value = [27, 1046] 11790->11791 12000 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11790->12000 11792 x1_NA <= 0.5 gini = 0.026 samples = 758 value = [10, 748] 11791->11792 11909 x15_immunology <= 0.5 gini = 0.102 samples = 315 value = [17, 298] 11791->11909 11793 x12_0 <= 0.5 gini = 0.024 samples = 754 value = [9, 745] 11792->11793 11908 gini = 0.375 samples = 4 value = [1, 3] 11792->11908 11794 gini = 0.0 samples = 307 value = [0, 307] 11793->11794 11795 x7_AR <= 0.5 gini = 0.039 samples = 447 value = [9, 438] 11793->11795 11796 x7_NE <= 0.5 gini = 0.04 samples = 438 value = [9, 429] 11795->11796 11907 gini = 0.0 samples = 9 value = [0, 9] 11795->11907 11797 x7_AZ <= 0.5 gini = 0.041 samples = 434 value = [9, 425] 11796->11797 11906 gini = 0.0 samples = 4 value = [0, 4] 11796->11906 11798 x1_NJ <= 0.5 gini = 0.045 samples = 390 value = [9, 381] 11797->11798 11905 gini = 0.0 samples = 44 value = [0, 44] 11797->11905 11799 x15_Other <= 0.5 gini = 0.053 samples = 258 value = [7, 251] 11798->11799 11866 x7_OR <= 0.5 gini = 0.03 samples = 132 value = [2, 130] 11798->11866 11800 x7_UT <= 0.5 gini = 0.024 samples = 251 value = [3, 248] 11799->11800 11861 x14_8 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 11799->11861 11801 x7_TX <= 0.5 gini = 0.024 samples = 249 value = [3, 246] 11800->11801 11860 gini = 0.0 samples = 2 value = [0, 2] 11800->11860 11802 x7_KS <= 0.5 gini = 0.018 samples = 221 value = [2, 219] 11801->11802 11839 x1_NV <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 11801->11839 11803 x7_MA <= 0.5 gini = 0.018 samples = 218 value = [2, 216] 11802->11803 11838 gini = 0.0 samples = 3 value = [0, 3] 11802->11838 11804 x7_OR <= 0.5 gini = 0.022 samples = 182 value = [2, 180] 11803->11804 11837 gini = 0.0 samples = 36 value = [0, 36] 11803->11837 11805 x14_12 <= 0.5 gini = 0.022 samples = 181 value = [2, 179] 11804->11805 11836 gini = 0.0 samples = 1 value = [0, 1] 11804->11836 11806 x15_NA <= 0.5 gini = 0.025 samples = 156 value = [2, 154] 11805->11806 11835 gini = 0.0 samples = 25 value = [0, 25] 11805->11835 11807 gini = 0.0 samples = 19 value = [0, 19] 11806->11807 11808 x7_IN <= 0.5 gini = 0.029 samples = 137 value = [2, 135] 11806->11808 11809 x7_MD <= 0.5 gini = 0.029 samples = 135 value = [2, 133] 11808->11809 11834 gini = 0.0 samples = 2 value = [0, 2] 11808->11834 11810 x7_MO <= 0.5 gini = 0.03 samples = 133 value = [2, 131] 11809->11810 11833 gini = 0.0 samples = 2 value = [0, 2] 11809->11833 11811 x5_Drug <= 0.5 gini = 0.031 samples = 126 value = [2, 124] 11810->11811 11832 gini = 0.0 samples = 7 value = [0, 7] 11810->11832 11812 x14_4 <= 0.5 gini = 0.032 samples = 123 value = [2, 121] 11811->11812 11831 gini = 0.0 samples = 3 value = [0, 3] 11811->11831 11813 x14_8 <= 0.5 gini = 0.035 samples = 112 value = [2, 110] 11812->11813 11830 gini = 0.0 samples = 11 value = [0, 11] 11812->11830 11814 x14_1 <= 0.5 gini = 0.041 samples = 95 value = [2, 93] 11813->11814 11829 gini = 0.0 samples = 17 value = [0, 17] 11813->11829 11815 x1_DC <= 0.5 gini = 0.05 samples = 78 value = [2, 76] 11814->11815 11828 gini = 0.0 samples = 17 value = [0, 17] 11814->11828 11816 x6_NA <= 0.5 gini = 0.051 samples = 77 value = [2, 75] 11815->11816 11827 gini = 0.0 samples = 1 value = [0, 1] 11815->11827 11817 x7_NY <= 0.5 gini = 0.053 samples = 74 value = [2, 72] 11816->11817 11826 gini = 0.0 samples = 3 value = [0, 3] 11816->11826 11818 x7_MI <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 11817->11818 11823 x1_NY <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11817->11823 11819 x7_OK <= 0.5 gini = 0.032 samples = 62 value = [1, 61] 11818->11819 11822 gini = 0.0 samples = 2 value = [0, 2] 11818->11822 11820 gini = 0.0 samples = 61 value = [0, 61] 11819->11820 11821 gini = 0.0 samples = 1 value = [1, 0] 11819->11821 11824 gini = 0.5 samples = 2 value = [1, 1] 11823->11824 11825 gini = 0.0 samples = 8 value = [0, 8] 11823->11825 11840 x14_6 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 11839->11840 11859 gini = 0.0 samples = 1 value = [0, 1] 11839->11859 11841 x15_cns <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 11840->11841 11858 gini = 0.0 samples = 2 value = [0, 2] 11840->11858 11842 x16_other <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 11841->11842 11857 gini = 0.0 samples = 3 value = [0, 3] 11841->11857 11843 gini = 0.0 samples = 1 value = [0, 1] 11842->11843 11844 x14_2 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 11842->11844 11845 x14_11 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 11844->11845 11856 gini = 0.0 samples = 2 value = [0, 2] 11844->11856 11846 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 11845->11846 11855 gini = 0.0 samples = 5 value = [0, 5] 11845->11855 11847 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 11846->11847 11854 gini = 0.0 samples = 4 value = [0, 4] 11846->11854 11848 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11847->11848 11853 gini = 0.0 samples = 2 value = [0, 2] 11847->11853 11849 x1_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 11848->11849 11852 gini = 0.0 samples = 2 value = [0, 2] 11848->11852 11850 gini = 0.0 samples = 5 value = [0, 5] 11849->11850 11851 gini = 0.0 samples = 1 value = [1, 0] 11849->11851 11862 x7_VA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 11861->11862 11865 gini = 0.5 samples = 2 value = [1, 1] 11861->11865 11863 gini = 0.375 samples = 4 value = [3, 1] 11862->11863 11864 gini = 0.0 samples = 1 value = [0, 1] 11862->11864 11867 x5_NA <= 0.5 gini = 0.03 samples = 130 value = [2, 128] 11866->11867 11904 gini = 0.0 samples = 2 value = [0, 2] 11866->11904 11868 x14_12 <= 0.5 gini = 0.018 samples = 109 value = [1, 108] 11867->11868 11891 x7_MA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 11867->11891 11869 x7_OH <= 0.5 gini = 0.02 samples = 101 value = [1, 100] 11868->11869 11890 gini = 0.0 samples = 8 value = [0, 8] 11868->11890 11870 x7_NV <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 11869->11870 11889 gini = 0.0 samples = 8 value = [0, 8] 11869->11889 11871 x7_ID <= 0.5 gini = 0.022 samples = 89 value = [1, 88] 11870->11871 11888 gini = 0.0 samples = 4 value = [0, 4] 11870->11888 11872 x7_MD <= 0.5 gini = 0.024 samples = 82 value = [1, 81] 11871->11872 11887 gini = 0.0 samples = 7 value = [0, 7] 11871->11887 11873 x14_6 <= 0.5 gini = 0.026 samples = 75 value = [1, 74] 11872->11873 11886 gini = 0.0 samples = 7 value = [0, 7] 11872->11886 11874 x7_CT <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 11873->11874 11885 gini = 0.0 samples = 12 value = [0, 12] 11873->11885 11875 x5_Biological <= 0.5 gini = 0.032 samples = 62 value = [1, 61] 11874->11875 11884 gini = 0.0 samples = 1 value = [0, 1] 11874->11884 11876 gini = 0.0 samples = 33 value = [0, 33] 11875->11876 11877 x14_11 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 11875->11877 11878 x17_janssen <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11877->11878 11883 gini = 0.0 samples = 16 value = [0, 16] 11877->11883 11879 gini = 0.0 samples = 7 value = [0, 7] 11878->11879 11880 log_spend <= 6.905 gini = 0.278 samples = 6 value = [1, 5] 11878->11880 11881 gini = 0.444 samples = 3 value = [1, 2] 11880->11881 11882 gini = 0.0 samples = 3 value = [0, 3] 11880->11882 11892 x7_FL <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 11891->11892 11903 gini = 0.0 samples = 1 value = [0, 1] 11891->11903 11893 x7_PA <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 11892->11893 11902 gini = 0.0 samples = 3 value = [0, 3] 11892->11902 11894 x7_OH <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11893->11894 11901 gini = 0.0 samples = 4 value = [0, 4] 11893->11901 11895 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 11894->11895 11900 gini = 0.0 samples = 2 value = [0, 2] 11894->11900 11896 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 11895->11896 11899 gini = 0.0 samples = 3 value = [0, 3] 11895->11899 11897 gini = 0.375 samples = 4 value = [1, 3] 11896->11897 11898 gini = 0.0 samples = 4 value = [0, 4] 11896->11898 11910 x7_MD <= 0.5 gini = 0.103 samples = 313 value = [17, 296] 11909->11910 11999 gini = 0.0 samples = 2 value = [0, 2] 11909->11999 11911 x12_0 <= 0.5 gini = 0.104 samples = 309 value = [17, 292] 11910->11911 11998 gini = 0.0 samples = 4 value = [0, 4] 11910->11998 11912 x5_NA <= 0.5 gini = 0.234 samples = 74 value = [10, 64] 11911->11912 11939 x1_NV <= 0.5 gini = 0.058 samples = 235 value = [7, 228] 11911->11939 11913 x14_6 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 11912->11913 11932 x7_CA <= 0.5 gini = 0.101 samples = 56 value = [3, 53] 11912->11932 11914 x7_CT <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 11913->11914 11931 gini = 0.0 samples = 2 value = [0, 2] 11913->11931 11915 x7_KS <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 11914->11915 11930 gini = 0.0 samples = 1 value = [0, 1] 11914->11930 11916 x7_MO <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 11915->11916 11929 gini = 0.0 samples = 1 value = [1, 0] 11915->11929 11917 x7_CA <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 11916->11917 11928 gini = 0.0 samples = 2 value = [0, 2] 11916->11928 11918 x14_2 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 11917->11918 11927 gini = 0.0 samples = 2 value = [0, 2] 11917->11927 11919 x14_7 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 11918->11919 11926 gini = 0.0 samples = 1 value = [0, 1] 11918->11926 11920 x14_4 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 11919->11920 11925 gini = 0.0 samples = 3 value = [3, 0] 11919->11925 11921 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 11920->11921 11924 gini = 0.0 samples = 1 value = [1, 0] 11920->11924 11922 gini = 0.0 samples = 3 value = [0, 3] 11921->11922 11923 gini = 0.0 samples = 2 value = [2, 0] 11921->11923 11933 x14_12 <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 11932->11933 11938 gini = 0.0 samples = 12 value = [0, 12] 11932->11938 11934 x12_100000000278 <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 11933->11934 11937 gini = 0.0 samples = 6 value = [0, 6] 11933->11937 11935 gini = 0.0 samples = 34 value = [0, 34] 11934->11935 11936 gini = 0.375 samples = 4 value = [3, 1] 11934->11936 11940 x15_cns <= 0.5 gini = 0.059 samples = 229 value = [7, 222] 11939->11940 11997 gini = 0.0 samples = 6 value = [0, 6] 11939->11997 11941 x7_OR <= 0.5 gini = 0.069 samples = 196 value = [7, 189] 11940->11941 11996 gini = 0.0 samples = 33 value = [0, 33] 11940->11996 11942 x7_PA <= 0.5 gini = 0.07 samples = 193 value = [7, 186] 11941->11942 11995 gini = 0.0 samples = 3 value = [0, 3] 11941->11995 11943 log_spend <= 7.556 gini = 0.063 samples = 185 value = [6, 179] 11942->11943 11992 log_spend <= 7.73 gini = 0.219 samples = 8 value = [1, 7] 11942->11992 11944 gini = 0.0 samples = 1 value = [1, 0] 11943->11944 11945 x7_FL <= 0.5 gini = 0.053 samples = 184 value = [5, 179] 11943->11945 11946 x7_IN <= 0.5 gini = 0.024 samples = 165 value = [2, 163] 11945->11946 11977 x14_10 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 11945->11977 11947 x1_NJ <= 0.5 gini = 0.024 samples = 164 value = [2, 162] 11946->11947 11976 gini = 0.0 samples = 1 value = [0, 1] 11946->11976 11948 x7_NY <= 0.5 gini = 0.03 samples = 130 value = [2, 128] 11947->11948 11975 gini = 0.0 samples = 34 value = [0, 34] 11947->11975 11949 x7_NJ <= 0.5 gini = 0.035 samples = 111 value = [2, 109] 11948->11949 11974 gini = 0.0 samples = 19 value = [0, 19] 11948->11974 11950 x7_AZ <= 0.5 gini = 0.036 samples = 109 value = [2, 107] 11949->11950 11973 gini = 0.0 samples = 2 value = [0, 2] 11949->11973 11951 x14_12 <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 11950->11951 11972 gini = 0.0 samples = 21 value = [0, 21] 11950->11972 11952 x7_SC <= 0.5 gini = 0.048 samples = 82 value = [2, 80] 11951->11952 11971 gini = 0.0 samples = 6 value = [0, 6] 11951->11971 11953 x1_MN <= 0.5 gini = 0.049 samples = 80 value = [2, 78] 11952->11953 11970 gini = 0.0 samples = 2 value = [0, 2] 11952->11970 11954 x7_WI <= 0.5 gini = 0.053 samples = 73 value = [2, 71] 11953->11954 11969 gini = 0.0 samples = 7 value = [0, 7] 11953->11969 11955 x14_11 <= 0.5 gini = 0.057 samples = 68 value = [2, 66] 11954->11955 11968 gini = 0.0 samples = 5 value = [0, 5] 11954->11968 11956 x7_KS <= 0.5 gini = 0.062 samples = 62 value = [2, 60] 11955->11956 11967 gini = 0.0 samples = 6 value = [0, 6] 11955->11967 11957 x0_Ireland <= 0.5 gini = 0.065 samples = 59 value = [2, 57] 11956->11957 11966 gini = 0.0 samples = 3 value = [0, 3] 11956->11966 11958 x14_2 <= 0.5 gini = 0.067 samples = 58 value = [2, 56] 11957->11958 11965 gini = 0.0 samples = 1 value = [0, 1] 11957->11965 11959 x14_10 <= 0.5 gini = 0.07 samples = 55 value = [2, 53] 11958->11959 11964 gini = 0.0 samples = 3 value = [0, 3] 11958->11964 11960 gini = 0.0 samples = 48 value = [0, 48] 11959->11960 11961 x1_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 11959->11961 11962 gini = 0.0 samples = 4 value = [0, 4] 11961->11962 11963 gini = 0.444 samples = 3 value = [2, 1] 11961->11963 11978 x14_2 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 11977->11978 11991 gini = 0.0 samples = 2 value = [0, 2] 11977->11991 11979 x5_Drug <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 11978->11979 11990 gini = 0.0 samples = 2 value = [0, 2] 11978->11990 11980 x14_4 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 11979->11980 11989 gini = 0.0 samples = 1 value = [1, 0] 11979->11989 11981 x14_12 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 11980->11981 11988 gini = 0.0 samples = 1 value = [1, 0] 11980->11988 11982 x14_9 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 11981->11982 11987 gini = 0.0 samples = 4 value = [0, 4] 11981->11987 11983 x1_TX <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 11982->11983 11986 gini = 0.0 samples = 2 value = [0, 2] 11982->11986 11984 gini = 0.0 samples = 6 value = [0, 6] 11983->11984 11985 gini = 0.0 samples = 1 value = [1, 0] 11983->11985 11993 gini = 0.0 samples = 1 value = [1, 0] 11992->11993 11994 gini = 0.0 samples = 7 value = [0, 7] 11992->11994 12001 gini = 0.0 samples = 1 value = [1, 0] 12000->12001 12002 gini = 0.0 samples = 6 value = [0, 6] 12000->12002 12005 gini = 0.0 samples = 1 value = [1, 0] 12004->12005 12006 gini = 0.0 samples = 6 value = [0, 6] 12004->12006 12008 x7_LA <= 0.5 gini = 0.058 samples = 336 value = [10, 326] 12007->12008 12093 x13_3 <= 0.5 gini = 0.111 samples = 51 value = [3, 48] 12007->12093 12009 x7_NA <= 0.5 gini = 0.059 samples = 328 value = [10, 318] 12008->12009 12092 gini = 0.0 samples = 8 value = [0, 8] 12008->12092 12010 x5_NA <= 0.5 gini = 0.061 samples = 320 value = [10, 310] 12009->12010 12091 gini = 0.0 samples = 8 value = [0, 8] 12009->12091 12011 x7_KS <= 0.5 gini = 0.044 samples = 133 value = [3, 130] 12010->12011 12024 x7_MT <= 0.5 gini = 0.072 samples = 187 value = [7, 180] 12010->12024 12012 x7_NM <= 0.5 gini = 0.046 samples = 128 value = [3, 125] 12011->12012 12023 gini = 0.0 samples = 5 value = [0, 5] 12011->12023 12013 x1_MN <= 0.5 gini = 0.031 samples = 127 value = [2, 125] 12012->12013 12022 gini = 0.0 samples = 1 value = [1, 0] 12012->12022 12014 x7_WA <= 0.5 gini = 0.016 samples = 126 value = [1, 125] 12013->12014 12021 gini = 0.0 samples = 1 value = [1, 0] 12013->12021 12015 log_spend <= 5.144 gini = 0.016 samples = 124 value = [1, 123] 12014->12015 12020 gini = 0.0 samples = 2 value = [0, 2] 12014->12020 12016 log_spend <= 5.115 gini = 0.038 samples = 52 value = [1, 51] 12015->12016 12019 gini = 0.0 samples = 72 value = [0, 72] 12015->12019 12017 gini = 0.0 samples = 51 value = [0, 51] 12016->12017 12018 gini = 0.0 samples = 1 value = [1, 0] 12016->12018 12025 x12_0 <= 0.5 gini = 0.062 samples = 186 value = [6, 180] 12024->12025 12090 gini = 0.0 samples = 1 value = [1, 0] 12024->12090 12026 x13_2 <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 12025->12026 12045 log_spend <= 7.628 gini = 0.066 samples = 117 value = [4, 113] 12025->12045 12027 x1_NJ <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 12026->12027 12036 x7_TX <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 12026->12036 12028 gini = 0.0 samples = 15 value = [0, 15] 12027->12028 12029 x7_MS <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 12027->12029 12030 x7_WA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 12029->12030 12035 gini = 0.0 samples = 1 value = [0, 1] 12029->12035 12031 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12030->12031 12034 gini = 0.0 samples = 2 value = [0, 2] 12030->12034 12032 gini = 0.0 samples = 7 value = [0, 7] 12031->12032 12033 gini = 0.0 samples = 1 value = [1, 0] 12031->12033 12037 x7_IN <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 12036->12037 12044 gini = 0.0 samples = 26 value = [0, 26] 12036->12044 12038 x7_OR <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 12037->12038 12043 gini = 0.0 samples = 1 value = [0, 1] 12037->12043 12039 x1_MA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 12038->12039 12042 gini = 0.0 samples = 1 value = [0, 1] 12038->12042 12040 gini = 0.0 samples = 1 value = [1, 0] 12039->12040 12041 gini = 0.0 samples = 14 value = [0, 14] 12039->12041 12046 x7_IL <= 0.5 gini = 0.102 samples = 74 value = [4, 70] 12045->12046 12089 gini = 0.0 samples = 43 value = [0, 43] 12045->12089 12047 x1_DC <= 0.5 gini = 0.084 samples = 68 value = [3, 65] 12046->12047 12086 x1_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12046->12086 12048 x7_WA <= 0.5 gini = 0.088 samples = 65 value = [3, 62] 12047->12048 12085 gini = 0.0 samples = 3 value = [0, 3] 12047->12085 12049 x7_KY <= 0.5 gini = 0.089 samples = 64 value = [3, 61] 12048->12049 12084 gini = 0.0 samples = 1 value = [0, 1] 12048->12084 12050 log_spend <= 6.124 gini = 0.091 samples = 63 value = [3, 60] 12049->12050 12083 gini = 0.0 samples = 1 value = [0, 1] 12049->12083 12051 gini = 0.0 samples = 29 value = [0, 29] 12050->12051 12052 x7_SC <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 12050->12052 12053 x7_GA <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 12052->12053 12082 gini = 0.0 samples = 1 value = [0, 1] 12052->12082 12054 x7_TX <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 12053->12054 12081 gini = 0.0 samples = 1 value = [0, 1] 12053->12081 12055 x7_OK <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 12054->12055 12080 gini = 0.0 samples = 4 value = [0, 4] 12054->12080 12056 x13_1 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 12055->12056 12079 gini = 0.0 samples = 1 value = [0, 1] 12055->12079 12057 log_spend <= 6.191 gini = 0.255 samples = 20 value = [3, 17] 12056->12057 12078 gini = 0.0 samples = 7 value = [0, 7] 12056->12078 12058 gini = 0.0 samples = 1 value = [1, 0] 12057->12058 12059 x7_CO <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 12057->12059 12060 x13_2 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 12059->12060 12077 gini = 0.0 samples = 1 value = [0, 1] 12059->12077 12061 x7_PA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 12060->12061 12076 gini = 0.0 samples = 6 value = [0, 6] 12060->12076 12062 x7_ID <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 12061->12062 12075 gini = 0.0 samples = 1 value = [0, 1] 12061->12075 12063 x7_NY <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 12062->12063 12074 gini = 0.0 samples = 1 value = [0, 1] 12062->12074 12064 x7_AZ <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 12063->12064 12073 gini = 0.0 samples = 1 value = [0, 1] 12063->12073 12065 x7_CA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 12064->12065 12072 gini = 0.0 samples = 1 value = [0, 1] 12064->12072 12066 x7_OR <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 12065->12066 12071 gini = 0.0 samples = 2 value = [0, 2] 12065->12071 12067 log_spend <= 6.796 gini = 0.48 samples = 5 value = [2, 3] 12066->12067 12070 gini = 0.0 samples = 1 value = [0, 1] 12066->12070 12068 gini = 0.0 samples = 1 value = [1, 0] 12067->12068 12069 gini = 0.375 samples = 4 value = [1, 3] 12067->12069 12087 gini = 0.0 samples = 5 value = [0, 5] 12086->12087 12088 gini = 0.0 samples = 1 value = [1, 0] 12086->12088 12094 x12_0 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 12093->12094 12097 log_spend <= 5.117 gini = 0.48 samples = 5 value = [2, 3] 12093->12097 12095 gini = 0.0 samples = 44 value = [0, 44] 12094->12095 12096 gini = 0.5 samples = 2 value = [1, 1] 12094->12096 12098 gini = 0.0 samples = 1 value = [1, 0] 12097->12098 12099 gini = 0.375 samples = 4 value = [1, 3] 12097->12099 12101 log_spend <= 8.412 gini = 0.001 samples = 1680 value = [1, 1679] 12100->12101 12126 x7_ID <= 0.5 gini = 0.008 samples = 260 value = [1, 259] 12100->12126 12102 gini = 0.0 samples = 1515 value = [0, 1515] 12101->12102 12103 x7_ID <= 0.5 gini = 0.012 samples = 165 value = [1, 164] 12101->12103 12104 x7_NV <= 0.5 gini = 0.012 samples = 163 value = [1, 162] 12103->12104 12125 gini = 0.0 samples = 2 value = [0, 2] 12103->12125 12105 x7_FL <= 0.5 gini = 0.012 samples = 162 value = [1, 161] 12104->12105 12124 gini = 0.0 samples = 1 value = [0, 1] 12104->12124 12106 x13_5 <= 0.5 gini = 0.015 samples = 131 value = [1, 130] 12105->12106 12123 gini = 0.0 samples = 31 value = [0, 31] 12105->12123 12107 x13_6 <= 0.5 gini = 0.015 samples = 129 value = [1, 128] 12106->12107 12122 gini = 0.0 samples = 2 value = [0, 2] 12106->12122 12108 x7_GA <= 0.5 gini = 0.016 samples = 128 value = [1, 127] 12107->12108 12121 gini = 0.0 samples = 1 value = [0, 1] 12107->12121 12109 x13_2 <= 0.5 gini = 0.016 samples = 125 value = [1, 124] 12108->12109 12120 gini = 0.0 samples = 3 value = [0, 3] 12108->12120 12110 x14_5 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 12109->12110 12119 gini = 0.0 samples = 93 value = [0, 93] 12109->12119 12111 x7_NY <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 12110->12111 12118 gini = 0.0 samples = 1 value = [0, 1] 12110->12118 12112 x7_VA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 12111->12112 12117 gini = 0.0 samples = 2 value = [0, 2] 12111->12117 12113 log_spend <= 8.412 gini = 0.071 samples = 27 value = [1, 26] 12112->12113 12116 gini = 0.0 samples = 2 value = [0, 2] 12112->12116 12114 gini = 0.0 samples = 1 value = [1, 0] 12113->12114 12115 gini = 0.0 samples = 26 value = [0, 26] 12113->12115 12127 x7_PA <= 0.5 gini = 0.008 samples = 259 value = [1, 258] 12126->12127 12144 gini = 0.0 samples = 1 value = [0, 1] 12126->12144 12128 x14_12 <= 0.5 gini = 0.008 samples = 250 value = [1, 249] 12127->12128 12143 gini = 0.0 samples = 9 value = [0, 9] 12127->12143 12129 x14_1 <= 0.5 gini = 0.008 samples = 241 value = [1, 240] 12128->12129 12142 gini = 0.0 samples = 9 value = [0, 9] 12128->12142 12130 x14_7 <= 0.5 gini = 0.009 samples = 229 value = [1, 228] 12129->12130 12141 gini = 0.0 samples = 12 value = [0, 12] 12129->12141 12131 gini = 0.0 samples = 220 value = [0, 220] 12130->12131 12132 x7_CT <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 12130->12132 12133 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12132->12133 12140 gini = 0.0 samples = 1 value = [0, 1] 12132->12140 12134 x7_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12133->12134 12139 gini = 0.0 samples = 2 value = [0, 2] 12133->12139 12135 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12134->12135 12138 gini = 0.0 samples = 1 value = [0, 1] 12134->12138 12136 gini = 0.0 samples = 4 value = [0, 4] 12135->12136 12137 gini = 0.0 samples = 1 value = [1, 0] 12135->12137 12146 x15_NA <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 12145->12146 12165 gini = 0.0 samples = 3 value = [0, 3] 12145->12165 12147 gini = 0.0 samples = 2 value = [0, 2] 12146->12147 12148 x1_NY <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 12146->12148 12149 x0_Ireland <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 12148->12149 12164 gini = 0.0 samples = 13 value = [0, 13] 12148->12164 12150 x7_CO <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 12149->12150 12163 gini = 0.0 samples = 2 value = [0, 2] 12149->12163 12151 x14_3 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 12150->12151 12162 gini = 0.0 samples = 1 value = [1, 0] 12150->12162 12152 x1_NC <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 12151->12152 12161 gini = 0.0 samples = 2 value = [0, 2] 12151->12161 12153 x14_6 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 12152->12153 12160 gini = 0.0 samples = 1 value = [0, 1] 12152->12160 12154 x13_3 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 12153->12154 12159 gini = 0.0 samples = 2 value = [0, 2] 12153->12159 12155 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 12154->12155 12158 gini = 0.0 samples = 6 value = [0, 6] 12154->12158 12156 gini = 0.5 samples = 4 value = [2, 2] 12155->12156 12157 gini = 0.0 samples = 1 value = [1, 0] 12155->12157 12167 x15_Other <= 0.5 gini = 0.048 samples = 1147 value = [28, 1119] 12166->12167 12332 x7_GA <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 12166->12332 12168 x17_other <= 0.5 gini = 0.041 samples = 1110 value = [23, 1087] 12167->12168 12317 x7_FL <= 0.5 gini = 0.234 samples = 37 value = [5, 32] 12167->12317 12169 x7_TN <= 0.5 gini = 0.107 samples = 211 value = [12, 199] 12168->12169 12220 x5_Drug <= 0.5 gini = 0.024 samples = 899 value = [11, 888] 12168->12220 12170 x7_MA <= 0.5 gini = 0.1 samples = 209 value = [11, 198] 12169->12170 12219 gini = 0.5 samples = 2 value = [1, 1] 12169->12219 12171 x7_IL <= 0.5 gini = 0.03 samples = 198 value = [3, 195] 12170->12171 12208 log_spend <= 8.457 gini = 0.397 samples = 11 value = [8, 3] 12170->12208 12172 x14_3 <= 0.5 gini = 0.031 samples = 193 value = [3, 190] 12171->12172 12207 gini = 0.0 samples = 5 value = [0, 5] 12171->12207 12173 x7_NY <= 0.5 gini = 0.034 samples = 174 value = [3, 171] 12172->12173 12206 gini = 0.0 samples = 19 value = [0, 19] 12172->12206 12174 x7_OH <= 0.5 gini = 0.035 samples = 168 value = [3, 165] 12173->12174 12205 gini = 0.0 samples = 6 value = [0, 6] 12173->12205 12175 x14_1 <= 0.5 gini = 0.038 samples = 154 value = [3, 151] 12174->12175 12204 gini = 0.0 samples = 14 value = [0, 14] 12174->12204 12176 x14_9 <= 0.5 gini = 0.041 samples = 145 value = [3, 142] 12175->12176 12203 gini = 0.0 samples = 9 value = [0, 9] 12175->12203 12177 x14_8 <= 0.5 gini = 0.031 samples = 127 value = [2, 125] 12176->12177 12194 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 12176->12194 12178 x7_NV <= 0.5 gini = 0.038 samples = 103 value = [2, 101] 12177->12178 12193 gini = 0.0 samples = 24 value = [0, 24] 12177->12193 12179 x7_OK <= 0.5 gini = 0.039 samples = 101 value = [2, 99] 12178->12179 12192 gini = 0.0 samples = 2 value = [0, 2] 12178->12192 12180 x14_12 <= 0.5 gini = 0.04 samples = 98 value = [2, 96] 12179->12180 12191 gini = 0.0 samples = 3 value = [0, 3] 12179->12191 12181 x14_11 <= 0.5 gini = 0.042 samples = 93 value = [2, 91] 12180->12181 12190 gini = 0.0 samples = 5 value = [0, 5] 12180->12190 12182 x7_MI <= 0.5 gini = 0.022 samples = 89 value = [1, 88] 12181->12182 12189 gini = 0.375 samples = 4 value = [1, 3] 12181->12189 12183 x14_6 <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 12182->12183 12188 gini = 0.0 samples = 17 value = [0, 17] 12182->12188 12184 gini = 0.0 samples = 44 value = [0, 44] 12183->12184 12185 log_spend <= 7.841 gini = 0.069 samples = 28 value = [1, 27] 12183->12185 12186 gini = 0.0 samples = 24 value = [0, 24] 12185->12186 12187 gini = 0.375 samples = 4 value = [1, 3] 12185->12187 12195 x7_ID <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 12194->12195 12202 gini = 0.0 samples = 3 value = [0, 3] 12194->12202 12196 log_spend <= 8.09 gini = 0.133 samples = 14 value = [1, 13] 12195->12196 12201 gini = 0.0 samples = 1 value = [0, 1] 12195->12201 12197 gini = 0.0 samples = 9 value = [0, 9] 12196->12197 12198 log_spend <= 8.125 gini = 0.32 samples = 5 value = [1, 4] 12196->12198 12199 gini = 0.0 samples = 1 value = [1, 0] 12198->12199 12200 gini = 0.0 samples = 4 value = [0, 4] 12198->12200 12209 x14_10 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 12208->12209 12218 gini = 0.0 samples = 1 value = [0, 1] 12208->12218 12210 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 12209->12210 12217 gini = 0.0 samples = 2 value = [2, 0] 12209->12217 12211 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 12210->12211 12216 gini = 0.5 samples = 2 value = [1, 1] 12210->12216 12212 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 12211->12212 12215 gini = 0.0 samples = 1 value = [1, 0] 12211->12215 12213 gini = 0.0 samples = 4 value = [4, 0] 12212->12213 12214 gini = 0.0 samples = 1 value = [0, 1] 12212->12214 12221 x14_10 <= 0.5 gini = 0.029 samples = 743 value = [11, 732] 12220->12221 12316 gini = 0.0 samples = 156 value = [0, 156] 12220->12316 12222 x7_SC <= 0.5 gini = 0.034 samples = 577 value = [10, 567] 12221->12222 12311 x7_NJ <= 0.5 gini = 0.012 samples = 166 value = [1, 165] 12221->12311 12223 x1_NJ <= 0.5 gini = 0.034 samples = 574 value = [10, 564] 12222->12223 12310 gini = 0.0 samples = 3 value = [0, 3] 12222->12310 12224 x7_WI <= 0.5 gini = 0.037 samples = 530 value = [10, 520] 12223->12224 12309 gini = 0.0 samples = 44 value = [0, 44] 12223->12309 12225 x0_Denmark <= 0.5 gini = 0.037 samples = 526 value = [10, 516] 12224->12225 12308 gini = 0.0 samples = 4 value = [0, 4] 12224->12308 12226 log_spend <= 3.718 gini = 0.034 samples = 524 value = [9, 515] 12225->12226 12307 gini = 0.5 samples = 2 value = [1, 1] 12225->12307 12227 gini = 0.444 samples = 3 value = [2, 1] 12226->12227 12228 x7_CA <= 0.5 gini = 0.027 samples = 521 value = [7, 514] 12226->12228 12229 x7_IL <= 0.5 gini = 0.032 samples = 437 value = [7, 430] 12228->12229 12306 gini = 0.0 samples = 84 value = [0, 84] 12228->12306 12230 x7_MI <= 0.5 gini = 0.029 samples = 409 value = [6, 403] 12229->12230 12293 x12_0 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 12229->12293 12231 x7_FL <= 0.5 gini = 0.03 samples = 398 value = [6, 392] 12230->12231 12292 gini = 0.0 samples = 11 value = [0, 11] 12230->12292 12232 x14_12 <= 0.5 gini = 0.037 samples = 314 value = [6, 308] 12231->12232 12291 gini = 0.0 samples = 84 value = [0, 84] 12231->12291 12233 x12_0 <= 0.5 gini = 0.034 samples = 289 value = [5, 284] 12232->12233 12276 x16_other <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 12232->12276 12234 gini = 0.0 samples = 62 value = [0, 62] 12233->12234 12235 x15_ophthalmology <= 0.5 gini = 0.043 samples = 227 value = [5, 222] 12233->12235 12236 x7_NA <= 0.5 gini = 0.099 samples = 96 value = [5, 91] 12235->12236 12275 gini = 0.0 samples = 131 value = [0, 131] 12235->12275 12237 x5_Device <= 0.5 gini = 0.104 samples = 91 value = [5, 86] 12236->12237 12274 gini = 0.0 samples = 5 value = [0, 5] 12236->12274 12238 x16_immun <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 12237->12238 12271 x1_TX <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 12237->12271 12239 x7_KS <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 12238->12239 12270 gini = 0.0 samples = 2 value = [0, 2] 12238->12270 12240 x0_United States <= 0.5 gini = 0.029 samples = 69 value = [1, 68] 12239->12240 12269 gini = 0.0 samples = 1 value = [0, 1] 12239->12269 12241 gini = 0.0 samples = 1 value = [0, 1] 12240->12241 12242 x7_WA <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 12240->12242 12243 x7_AR <= 0.5 gini = 0.03 samples = 66 value = [1, 65] 12242->12243 12268 gini = 0.0 samples = 2 value = [0, 2] 12242->12268 12244 x14_9 <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 12243->12244 12267 gini = 0.0 samples = 2 value = [0, 2] 12243->12267 12245 x7_MD <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 12244->12245 12266 gini = 0.0 samples = 4 value = [0, 4] 12244->12266 12246 x7_VA <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 12245->12246 12265 gini = 0.0 samples = 1 value = [0, 1] 12245->12265 12247 x7_LA <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 12246->12247 12264 gini = 0.0 samples = 6 value = [0, 6] 12246->12264 12248 x7_KY <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 12247->12248 12263 gini = 0.0 samples = 3 value = [0, 3] 12247->12263 12249 x14_3 <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 12248->12249 12262 gini = 0.0 samples = 2 value = [0, 2] 12248->12262 12250 x14_11 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 12249->12250 12261 gini = 0.0 samples = 2 value = [0, 2] 12249->12261 12251 x7_NY <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 12250->12251 12260 gini = 0.0 samples = 5 value = [0, 5] 12250->12260 12252 x7_PA <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 12251->12252 12259 gini = 0.0 samples = 5 value = [0, 5] 12251->12259 12253 x14_4 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 12252->12253 12258 gini = 0.0 samples = 5 value = [0, 5] 12252->12258 12254 log_spend <= 8.404 gini = 0.071 samples = 27 value = [1, 26] 12253->12254 12257 gini = 0.0 samples = 4 value = [0, 4] 12253->12257 12255 gini = 0.0 samples = 24 value = [0, 24] 12254->12255 12256 gini = 0.444 samples = 3 value = [1, 2] 12254->12256 12272 gini = 0.0 samples = 4 value = [4, 0] 12271->12272 12273 gini = 0.0 samples = 15 value = [0, 15] 12271->12273 12277 gini = 0.0 samples = 1 value = [0, 1] 12276->12277 12278 x7_NJ <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 12276->12278 12279 x1_MA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 12278->12279 12290 gini = 0.0 samples = 1 value = [0, 1] 12278->12290 12280 x7_CO <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 12279->12280 12289 gini = 0.0 samples = 1 value = [0, 1] 12279->12289 12281 x7_MN <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 12280->12281 12288 gini = 0.0 samples = 1 value = [0, 1] 12280->12288 12282 x7_MO <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 12281->12282 12287 gini = 0.0 samples = 1 value = [0, 1] 12281->12287 12283 x7_PA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12282->12283 12286 gini = 0.0 samples = 1 value = [0, 1] 12282->12286 12284 gini = 0.0 samples = 18 value = [0, 18] 12283->12284 12285 gini = 0.0 samples = 1 value = [1, 0] 12283->12285 12294 gini = 0.0 samples = 4 value = [0, 4] 12293->12294 12295 x1_NA <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 12293->12295 12296 x14_8 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 12295->12296 12305 gini = 0.0 samples = 1 value = [0, 1] 12295->12305 12297 x14_6 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 12296->12297 12304 gini = 0.0 samples = 2 value = [0, 2] 12296->12304 12298 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 12297->12298 12303 gini = 0.0 samples = 1 value = [0, 1] 12297->12303 12299 log_spend <= 7.357 gini = 0.105 samples = 18 value = [1, 17] 12298->12299 12302 gini = 0.0 samples = 2 value = [0, 2] 12298->12302 12300 gini = 0.0 samples = 17 value = [0, 17] 12299->12300 12301 gini = 0.0 samples = 1 value = [1, 0] 12299->12301 12312 x7_CT <= 0.5 gini = 0.012 samples = 162 value = [1, 161] 12311->12312 12315 gini = 0.0 samples = 4 value = [0, 4] 12311->12315 12313 gini = 0.0 samples = 160 value = [0, 160] 12312->12313 12314 gini = 0.5 samples = 2 value = [1, 1] 12312->12314 12318 log_spend <= 7.01 gini = 0.208 samples = 34 value = [4, 30] 12317->12318 12331 gini = 0.444 samples = 3 value = [1, 2] 12317->12331 12319 x7_KS <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 12318->12319 12330 gini = 0.0 samples = 16 value = [0, 16] 12318->12330 12320 x14_12 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 12319->12320 12329 gini = 0.0 samples = 1 value = [1, 0] 12319->12329 12321 x1_MA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 12320->12321 12328 gini = 0.0 samples = 2 value = [0, 2] 12320->12328 12322 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 12321->12322 12327 gini = 0.0 samples = 2 value = [2, 0] 12321->12327 12323 log_spend <= 6.708 gini = 0.153 samples = 12 value = [1, 11] 12322->12323 12326 gini = 0.0 samples = 1 value = [0, 1] 12322->12326 12324 gini = 0.0 samples = 11 value = [0, 11] 12323->12324 12325 gini = 0.0 samples = 1 value = [1, 0] 12323->12325 12333 x7_MN <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 12332->12333 12344 gini = 0.0 samples = 1 value = [0, 1] 12332->12344 12334 x14_6 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 12333->12334 12343 gini = 0.0 samples = 1 value = [0, 1] 12333->12343 12335 x5_NA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 12334->12335 12342 gini = 0.0 samples = 1 value = [1, 0] 12334->12342 12336 x14_11 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 12335->12336 12341 gini = 0.0 samples = 5 value = [0, 5] 12335->12341 12337 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 12336->12337 12340 gini = 0.0 samples = 3 value = [0, 3] 12336->12340 12338 gini = 0.5 samples = 4 value = [2, 2] 12337->12338 12339 gini = 0.444 samples = 3 value = [1, 2] 12337->12339 12346 x13_5 <= 0.5 gini = 0.065 samples = 594 value = [20, 574] 12345->12346 12515 gini = 0.0 samples = 2 value = [0, 2] 12345->12515 12347 x7_KY <= 0.5 gini = 0.06 samples = 578 value = [18, 560] 12346->12347 12504 x7_CA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 12346->12504 12348 x13_2 <= 0.5 gini = 0.061 samples = 572 value = [18, 554] 12347->12348 12503 gini = 0.0 samples = 6 value = [0, 6] 12347->12503 12349 x12_0 <= 0.5 gini = 0.043 samples = 451 value = [10, 441] 12348->12349 12452 x14_10 <= 0.5 gini = 0.123 samples = 121 value = [8, 113] 12348->12452 12350 x7_GA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 12349->12350 12363 x15_NA <= 0.5 gini = 0.031 samples = 438 value = [7, 431] 12349->12363 12351 x7_LA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 12350->12351 12362 gini = 0.0 samples = 1 value = [0, 1] 12350->12362 12352 x7_CT <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 12351->12352 12361 gini = 0.0 samples = 1 value = [0, 1] 12351->12361 12353 x7_TX <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 12352->12353 12360 gini = 0.0 samples = 1 value = [0, 1] 12352->12360 12354 x14_6 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 12353->12354 12359 gini = 0.0 samples = 1 value = [0, 1] 12353->12359 12355 log_spend <= 7.11 gini = 0.245 samples = 7 value = [1, 6] 12354->12355 12358 gini = 0.0 samples = 2 value = [2, 0] 12354->12358 12356 gini = 0.5 samples = 2 value = [1, 1] 12355->12356 12357 gini = 0.0 samples = 5 value = [0, 5] 12355->12357 12364 gini = 0.0 samples = 56 value = [0, 56] 12363->12364 12365 x7_AR <= 0.5 gini = 0.036 samples = 382 value = [7, 375] 12363->12365 12366 x14_1 <= 0.5 gini = 0.036 samples = 380 value = [7, 373] 12365->12366 12451 gini = 0.0 samples = 2 value = [0, 2] 12365->12451 12367 x5_Drug <= 0.5 gini = 0.035 samples = 341 value = [6, 335] 12366->12367 12432 x7_UT <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 12366->12432 12368 x7_NY <= 0.5 gini = 0.03 samples = 325 value = [5, 320] 12367->12368 12423 x14_5 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 12367->12423 12369 x7_TX <= 0.5 gini = 0.032 samples = 309 value = [5, 304] 12368->12369 12422 gini = 0.0 samples = 16 value = [0, 16] 12368->12422 12370 x14_3 <= 0.5 gini = 0.035 samples = 280 value = [5, 275] 12369->12370 12421 gini = 0.0 samples = 29 value = [0, 29] 12369->12421 12371 x14_9 <= 0.5 gini = 0.03 samples = 259 value = [4, 255] 12370->12371 12412 x13_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 12370->12412 12372 x7_CA <= 0.5 gini = 0.032 samples = 244 value = [4, 240] 12371->12372 12411 gini = 0.0 samples = 15 value = [0, 15] 12371->12411 12373 x5_Biological <= 0.5 gini = 0.019 samples = 211 value = [2, 209] 12372->12373 12396 x14_8 <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 12372->12396 12374 x14_12 <= 0.5 gini = 0.019 samples = 209 value = [2, 207] 12373->12374 12395 gini = 0.0 samples = 2 value = [0, 2] 12373->12395 12375 x7_OR <= 0.5 gini = 0.01 samples = 190 value = [1, 189] 12374->12375 12382 x7_FL <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12374->12382 12376 x7_AZ <= 0.5 gini = 0.011 samples = 188 value = [1, 187] 12375->12376 12381 gini = 0.0 samples = 2 value = [0, 2] 12375->12381 12377 log_spend <= 3.686 gini = 0.011 samples = 183 value = [1, 182] 12376->12377 12380 gini = 0.0 samples = 5 value = [0, 5] 12376->12380 12378 gini = 0.0 samples = 1 value = [1, 0] 12377->12378 12379 gini = 0.0 samples = 182 value = [0, 182] 12377->12379 12383 x7_MS <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 12382->12383 12394 gini = 0.0 samples = 2 value = [0, 2] 12382->12394 12384 x13_3 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 12383->12384 12393 gini = 0.0 samples = 1 value = [0, 1] 12383->12393 12385 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 12384->12385 12392 gini = 0.0 samples = 9 value = [0, 9] 12384->12392 12386 x13_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12385->12386 12391 gini = 0.0 samples = 1 value = [0, 1] 12385->12391 12387 x7_SC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12386->12387 12390 gini = 0.0 samples = 1 value = [0, 1] 12386->12390 12388 gini = 0.375 samples = 4 value = [1, 3] 12387->12388 12389 gini = 0.0 samples = 1 value = [0, 1] 12387->12389 12397 x5_NA <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 12396->12397 12410 gini = 0.0 samples = 2 value = [0, 2] 12396->12410 12398 gini = 0.0 samples = 2 value = [0, 2] 12397->12398 12399 x13_1 <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 12397->12399 12400 log_spend <= 6.748 gini = 0.095 samples = 20 value = [1, 19] 12399->12400 12405 x14_2 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 12399->12405 12401 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12400->12401 12404 gini = 0.0 samples = 15 value = [0, 15] 12400->12404 12402 gini = 0.375 samples = 4 value = [1, 3] 12401->12402 12403 gini = 0.0 samples = 1 value = [0, 1] 12401->12403 12406 log_spend <= 6.875 gini = 0.219 samples = 8 value = [1, 7] 12405->12406 12409 gini = 0.0 samples = 1 value = [0, 1] 12405->12409 12407 gini = 0.444 samples = 3 value = [1, 2] 12406->12407 12408 gini = 0.0 samples = 5 value = [0, 5] 12406->12408 12413 x13_0 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 12412->12413 12420 gini = 0.0 samples = 11 value = [0, 11] 12412->12420 12414 x7_MI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 12413->12414 12419 gini = 0.0 samples = 3 value = [0, 3] 12413->12419 12415 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12414->12415 12418 gini = 0.0 samples = 1 value = [0, 1] 12414->12418 12416 gini = 0.0 samples = 5 value = [0, 5] 12415->12416 12417 gini = 0.0 samples = 1 value = [1, 0] 12415->12417 12424 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 12423->12424 12431 gini = 0.0 samples = 2 value = [0, 2] 12423->12431 12425 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12424->12425 12430 gini = 0.0 samples = 6 value = [0, 6] 12424->12430 12426 x7_DC <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12425->12426 12429 gini = 0.0 samples = 2 value = [0, 2] 12425->12429 12427 gini = 0.375 samples = 4 value = [1, 3] 12426->12427 12428 gini = 0.0 samples = 2 value = [0, 2] 12426->12428 12433 x7_GA <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 12432->12433 12450 gini = 0.0 samples = 1 value = [0, 1] 12432->12450 12434 x7_CA <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 12433->12434 12449 gini = 0.0 samples = 3 value = [0, 3] 12433->12449 12435 x17_pfizer <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 12434->12435 12448 gini = 0.0 samples = 6 value = [0, 6] 12434->12448 12436 x7_FL <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 12435->12436 12447 gini = 0.0 samples = 1 value = [0, 1] 12435->12447 12437 x7_CO <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 12436->12437 12446 gini = 0.0 samples = 7 value = [0, 7] 12436->12446 12438 x7_SC <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 12437->12438 12445 gini = 0.0 samples = 1 value = [0, 1] 12437->12445 12439 x7_PA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12438->12439 12444 gini = 0.0 samples = 1 value = [0, 1] 12438->12444 12440 x13_0 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 12439->12440 12443 gini = 0.0 samples = 1 value = [0, 1] 12439->12443 12441 gini = 0.0 samples = 16 value = [0, 16] 12440->12441 12442 gini = 0.5 samples = 2 value = [1, 1] 12440->12442 12453 x14_2 <= 0.5 gini = 0.132 samples = 113 value = [8, 105] 12452->12453 12502 gini = 0.0 samples = 8 value = [0, 8] 12452->12502 12454 x7_NY <= 0.5 gini = 0.141 samples = 105 value = [8, 97] 12453->12454 12501 gini = 0.0 samples = 8 value = [0, 8] 12453->12501 12455 x14_12 <= 0.5 gini = 0.129 samples = 101 value = [7, 94] 12454->12455 12500 gini = 0.375 samples = 4 value = [1, 3] 12454->12500 12456 x5_NA <= 0.5 gini = 0.121 samples = 93 value = [6, 87] 12455->12456 12497 log_spend <= 7.867 gini = 0.219 samples = 8 value = [1, 7] 12455->12497 12457 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 12456->12457 12460 x14_3 <= 0.5 gini = 0.089 samples = 86 value = [4, 82] 12456->12460 12458 gini = 0.5 samples = 4 value = [2, 2] 12457->12458 12459 gini = 0.0 samples = 3 value = [0, 3] 12457->12459 12461 x7_FL <= 0.5 gini = 0.055 samples = 71 value = [2, 69] 12460->12461 12484 x7_PA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 12460->12484 12462 log_spend <= 4.774 gini = 0.062 samples = 62 value = [2, 60] 12461->12462 12483 gini = 0.0 samples = 9 value = [0, 9] 12461->12483 12463 x7_MD <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12462->12463 12466 x7_DC <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 12462->12466 12464 gini = 0.375 samples = 4 value = [1, 3] 12463->12464 12465 gini = 0.0 samples = 1 value = [0, 1] 12463->12465 12467 log_spend <= 7.453 gini = 0.035 samples = 56 value = [1, 55] 12466->12467 12482 gini = 0.0 samples = 1 value = [0, 1] 12466->12482 12468 gini = 0.0 samples = 34 value = [0, 34] 12467->12468 12469 x7_MO <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 12467->12469 12470 x7_UT <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 12469->12470 12481 gini = 0.0 samples = 4 value = [0, 4] 12469->12481 12471 x7_MN <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 12470->12471 12480 gini = 0.0 samples = 1 value = [0, 1] 12470->12480 12472 x14_1 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 12471->12472 12479 gini = 0.0 samples = 2 value = [0, 2] 12471->12479 12473 x14_6 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 12472->12473 12478 gini = 0.0 samples = 1 value = [0, 1] 12472->12478 12474 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 12473->12474 12477 gini = 0.0 samples = 1 value = [0, 1] 12473->12477 12475 gini = 0.0 samples = 9 value = [0, 9] 12474->12475 12476 gini = 0.375 samples = 4 value = [1, 3] 12474->12476 12485 x7_TX <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 12484->12485 12496 gini = 0.0 samples = 3 value = [0, 3] 12484->12496 12486 x7_UT <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 12485->12486 12495 gini = 0.0 samples = 2 value = [0, 2] 12485->12495 12487 x7_MT <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 12486->12487 12494 gini = 0.0 samples = 1 value = [0, 1] 12486->12494 12488 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12487->12488 12493 gini = 0.0 samples = 1 value = [1, 0] 12487->12493 12489 log_spend <= 7.11 gini = 0.32 samples = 5 value = [1, 4] 12488->12489 12492 gini = 0.0 samples = 3 value = [0, 3] 12488->12492 12490 gini = 0.0 samples = 3 value = [0, 3] 12489->12490 12491 gini = 0.5 samples = 2 value = [1, 1] 12489->12491 12498 gini = 0.375 samples = 4 value = [1, 3] 12497->12498 12499 gini = 0.0 samples = 4 value = [0, 4] 12497->12499 12505 x7_GA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 12504->12505 12514 gini = 0.5 samples = 2 value = [1, 1] 12504->12514 12506 x7_LA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 12505->12506 12513 gini = 0.0 samples = 2 value = [0, 2] 12505->12513 12507 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 12506->12507 12512 gini = 0.0 samples = 2 value = [0, 2] 12506->12512 12508 log_spend <= 8.41 gini = 0.219 samples = 8 value = [1, 7] 12507->12508 12511 gini = 0.0 samples = 2 value = [0, 2] 12507->12511 12509 gini = 0.0 samples = 7 value = [0, 7] 12508->12509 12510 gini = 0.0 samples = 1 value = [1, 0] 12508->12510 12518 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 12517->12518 12521 gini = 0.0 samples = 2 value = [2, 0] 12517->12521 12519 gini = 0.375 samples = 4 value = [1, 3] 12518->12519 12520 gini = 0.0 samples = 1 value = [1, 0] 12518->12520 12523 x1_MA <= 0.5 gini = 0.019 samples = 3858 value = [37, 3821] 12522->12523 12810 gini = 0.5 samples = 2 value = [1, 1] 12522->12810 12524 x5_Device <= 0.5 gini = 0.031 samples = 1740 value = [27, 1713] 12523->12524 12733 x7_RI <= 0.5 gini = 0.009 samples = 2118 value = [10, 2108] 12523->12733 12525 x7_NY <= 0.5 gini = 0.023 samples = 1689 value = [20, 1669] 12524->12525 12696 x7_IA <= 0.5 gini = 0.237 samples = 51 value = [7, 44] 12524->12696 12526 x12_100000000278 <= 0.5 gini = 0.022 samples = 1619 value = [18, 1601] 12525->12526 12679 x15_Other <= 0.5 gini = 0.056 samples = 70 value = [2, 68] 12525->12679 12527 x14_5 <= 0.5 gini = 0.018 samples = 1584 value = [14, 1570] 12526->12527 12664 x14_11 <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 12526->12664 12528 x12_100000000286 <= 0.5 gini = 0.019 samples = 1499 value = [14, 1485] 12527->12528 12663 gini = 0.0 samples = 85 value = [0, 85] 12527->12663 12529 x12_100000005449 <= 0.5 gini = 0.021 samples = 1329 value = [14, 1315] 12528->12529 12662 gini = 0.0 samples = 170 value = [0, 170] 12528->12662 12530 x1_CA <= 0.5 gini = 0.021 samples = 1292 value = [14, 1278] 12529->12530 12661 gini = 0.0 samples = 37 value = [0, 37] 12529->12661 12531 x1_NJ <= 0.5 gini = 0.012 samples = 1150 value = [7, 1143] 12530->12531 12622 x7_MS <= 0.5 gini = 0.094 samples = 142 value = [7, 135] 12530->12622 12532 x7_NJ <= 0.5 gini = 0.03 samples = 393 value = [6, 387] 12531->12532 12597 x7_FL <= 0.5 gini = 0.003 samples = 757 value = [1, 756] 12531->12597 12533 x14_6 <= 0.5 gini = 0.026 samples = 381 value = [5, 376] 12532->12533 12594 x1_TX <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 12532->12594 12534 x7_OK <= 0.5 gini = 0.028 samples = 351 value = [5, 346] 12533->12534 12593 gini = 0.0 samples = 30 value = [0, 30] 12533->12593 12535 x14_9 <= 0.5 gini = 0.028 samples = 350 value = [5, 345] 12534->12535 12592 gini = 0.0 samples = 1 value = [0, 1] 12534->12592 12536 x14_12 <= 0.5 gini = 0.031 samples = 315 value = [5, 310] 12535->12536 12591 gini = 0.0 samples = 35 value = [0, 35] 12535->12591 12537 x7_NA <= 0.5 gini = 0.021 samples = 278 value = [3, 275] 12536->12537 12580 x7_TN <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 12536->12580 12538 x1_AZ <= 0.5 gini = 0.022 samples = 274 value = [3, 271] 12537->12538 12579 gini = 0.0 samples = 4 value = [0, 4] 12537->12579 12539 x7_FL <= 0.5 gini = 0.023 samples = 253 value = [3, 250] 12538->12539 12578 gini = 0.0 samples = 21 value = [0, 21] 12538->12578 12540 x7_MS <= 0.5 gini = 0.009 samples = 230 value = [1, 229] 12539->12540 12567 x1_CT <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 12539->12567 12541 x7_CA <= 0.5 gini = 0.009 samples = 223 value = [1, 222] 12540->12541 12566 gini = 0.0 samples = 7 value = [0, 7] 12540->12566 12542 x7_TX <= 0.5 gini = 0.01 samples = 203 value = [1, 202] 12541->12542 12565 gini = 0.0 samples = 20 value = [0, 20] 12541->12565 12543 x7_NM <= 0.5 gini = 0.012 samples = 172 value = [1, 171] 12542->12543 12564 gini = 0.0 samples = 31 value = [0, 31] 12542->12564 12544 x7_AZ <= 0.5 gini = 0.012 samples = 171 value = [1, 170] 12543->12544 12563 gini = 0.0 samples = 1 value = [0, 1] 12543->12563 12545 x7_ID <= 0.5 gini = 0.016 samples = 126 value = [1, 125] 12544->12545 12562 gini = 0.0 samples = 45 value = [0, 45] 12544->12562 12546 x7_KS <= 0.5 gini = 0.016 samples = 125 value = [1, 124] 12545->12546 12561 gini = 0.0 samples = 1 value = [0, 1] 12545->12561 12547 x7_CO <= 0.5 gini = 0.016 samples = 123 value = [1, 122] 12546->12547 12560 gini = 0.0 samples = 2 value = [0, 2] 12546->12560 12548 x7_PA <= 0.5 gini = 0.017 samples = 120 value = [1, 119] 12547->12548 12559 gini = 0.0 samples = 3 value = [0, 3] 12547->12559 12549 x1_MN <= 0.5 gini = 0.018 samples = 113 value = [1, 112] 12548->12549 12558 gini = 0.0 samples = 7 value = [0, 7] 12548->12558 12550 x7_MA <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 12549->12550 12557 gini = 0.0 samples = 14 value = [0, 14] 12549->12557 12551 gini = 0.0 samples = 93 value = [0, 93] 12550->12551 12552 x5_Drug <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12550->12552 12553 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12552->12553 12556 gini = 0.0 samples = 1 value = [0, 1] 12552->12556 12554 gini = 0.0 samples = 4 value = [0, 4] 12553->12554 12555 gini = 0.0 samples = 1 value = [1, 0] 12553->12555 12568 log_spend <= 6.248 gini = 0.165 samples = 22 value = [2, 20] 12567->12568 12577 gini = 0.0 samples = 1 value = [0, 1] 12567->12577 12569 gini = 0.444 samples = 3 value = [1, 2] 12568->12569 12570 x0_Denmark <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12568->12570 12571 x5_Drug <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 12570->12571 12576 gini = 0.0 samples = 2 value = [0, 2] 12570->12576 12572 x14_4 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 12571->12572 12575 gini = 0.0 samples = 1 value = [0, 1] 12571->12575 12573 gini = 0.0 samples = 14 value = [0, 14] 12572->12573 12574 gini = 0.5 samples = 2 value = [1, 1] 12572->12574 12581 x1_MN <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 12580->12581 12590 gini = 0.444 samples = 3 value = [1, 2] 12580->12590 12582 x7_CA <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 12581->12582 12589 gini = 0.0 samples = 2 value = [0, 2] 12581->12589 12583 x0_Denmark <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 12582->12583 12588 gini = 0.0 samples = 3 value = [0, 3] 12582->12588 12584 x1_TX <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 12583->12584 12587 gini = 0.0 samples = 1 value = [0, 1] 12583->12587 12585 gini = 0.0 samples = 27 value = [0, 27] 12584->12585 12586 gini = 0.0 samples = 1 value = [1, 0] 12584->12586 12595 gini = 0.0 samples = 10 value = [0, 10] 12594->12595 12596 gini = 0.5 samples = 2 value = [1, 1] 12594->12596 12598 x14_10 <= 0.5 gini = 0.003 samples = 596 value = [1, 595] 12597->12598 12621 gini = 0.0 samples = 161 value = [0, 161] 12597->12621 12599 x7_SC <= 0.5 gini = 0.004 samples = 558 value = [1, 557] 12598->12599 12620 gini = 0.0 samples = 38 value = [0, 38] 12598->12620 12600 x15_NA <= 0.5 gini = 0.004 samples = 539 value = [1, 538] 12599->12600 12619 gini = 0.0 samples = 19 value = [0, 19] 12599->12619 12601 gini = 0.0 samples = 82 value = [0, 82] 12600->12601 12602 x7_MD <= 0.5 gini = 0.004 samples = 457 value = [1, 456] 12600->12602 12603 x7_TN <= 0.5 gini = 0.004 samples = 454 value = [1, 453] 12602->12603 12618 gini = 0.0 samples = 3 value = [0, 3] 12602->12618 12604 x7_MI <= 0.5 gini = 0.005 samples = 439 value = [1, 438] 12603->12604 12617 gini = 0.0 samples = 15 value = [0, 15] 12603->12617 12605 x7_ND <= 0.5 gini = 0.005 samples = 429 value = [1, 428] 12604->12605 12616 gini = 0.0 samples = 10 value = [0, 10] 12604->12616 12606 x14_9 <= 0.5 gini = 0.005 samples = 427 value = [1, 426] 12605->12606 12615 gini = 0.0 samples = 2 value = [0, 2] 12605->12615 12607 x7_IN <= 0.5 gini = 0.006 samples = 358 value = [1, 357] 12606->12607 12614 gini = 0.0 samples = 69 value = [0, 69] 12606->12614 12608 x7_MT <= 0.5 gini = 0.006 samples = 346 value = [1, 345] 12607->12608 12613 gini = 0.0 samples = 12 value = [0, 12] 12607->12613 12609 x7_CT <= 0.5 gini = 0.006 samples = 345 value = [1, 344] 12608->12609 12612 gini = 0.0 samples = 1 value = [0, 1] 12608->12612 12610 gini = 0.0 samples = 341 value = [0, 341] 12609->12610 12611 gini = 0.375 samples = 4 value = [1, 3] 12609->12611 12623 x7_FL <= 0.5 gini = 0.082 samples = 140 value = [6, 134] 12622->12623 12660 gini = 0.5 samples = 2 value = [1, 1] 12622->12660 12624 x14_3 <= 0.5 gini = 0.088 samples = 130 value = [6, 124] 12623->12624 12659 gini = 0.0 samples = 10 value = [0, 10] 12623->12659 12625 x7_WI <= 0.5 gini = 0.081 samples = 119 value = [5, 114] 12624->12625 12656 log_spend <= 5.126 gini = 0.165 samples = 11 value = [1, 10] 12624->12656 12626 x7_UT <= 0.5 gini = 0.065 samples = 118 value = [4, 114] 12625->12626 12655 gini = 0.0 samples = 1 value = [1, 0] 12625->12655 12627 log_spend <= 4.017 gini = 0.067 samples = 116 value = [4, 112] 12626->12627 12654 gini = 0.0 samples = 2 value = [0, 2] 12626->12654 12628 gini = 0.0 samples = 1 value = [1, 0] 12627->12628 12629 x14_2 <= 0.5 gini = 0.051 samples = 115 value = [3, 112] 12627->12629 12630 x14_6 <= 0.5 gini = 0.043 samples = 90 value = [2, 88] 12629->12630 12647 x7_CO <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 12629->12647 12631 log_spend <= 6.845 gini = 0.027 samples = 74 value = [1, 73] 12630->12631 12636 x7_TX <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 12630->12636 12632 x14_12 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 12631->12632 12635 gini = 0.0 samples = 52 value = [0, 52] 12631->12635 12633 gini = 0.0 samples = 20 value = [0, 20] 12632->12633 12634 gini = 0.5 samples = 2 value = [1, 1] 12632->12634 12637 x7_CA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 12636->12637 12646 gini = 0.0 samples = 2 value = [0, 2] 12636->12646 12638 x5_NA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 12637->12638 12645 gini = 0.0 samples = 2 value = [0, 2] 12637->12645 12639 gini = 0.0 samples = 1 value = [0, 1] 12638->12639 12640 x7_VA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 12638->12640 12641 x7_MD <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 12640->12641 12644 gini = 0.0 samples = 1 value = [0, 1] 12640->12644 12642 gini = 0.0 samples = 9 value = [0, 9] 12641->12642 12643 gini = 0.0 samples = 1 value = [1, 0] 12641->12643 12648 log_spend <= 7.1 gini = 0.08 samples = 24 value = [1, 23] 12647->12648 12653 gini = 0.0 samples = 1 value = [0, 1] 12647->12653 12649 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12648->12649 12652 gini = 0.0 samples = 16 value = [0, 16] 12648->12652 12650 gini = 0.0 samples = 6 value = [0, 6] 12649->12650 12651 gini = 0.5 samples = 2 value = [1, 1] 12649->12651 12657 gini = 0.444 samples = 3 value = [1, 2] 12656->12657 12658 gini = 0.0 samples = 8 value = [0, 8] 12656->12658 12665 x7_PA <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 12664->12665 12678 gini = 0.0 samples = 1 value = [0, 1] 12664->12678 12666 x7_SC <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 12665->12666 12677 gini = 0.0 samples = 2 value = [0, 2] 12665->12677 12667 x7_MD <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 12666->12667 12676 gini = 0.0 samples = 1 value = [1, 0] 12666->12676 12668 x5_Biological <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 12667->12668 12675 gini = 0.0 samples = 1 value = [1, 0] 12667->12675 12669 x14_10 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 12668->12669 12674 gini = 0.0 samples = 23 value = [0, 23] 12668->12674 12670 gini = 0.0 samples = 1 value = [0, 1] 12669->12670 12671 log_spend <= 7.09 gini = 0.444 samples = 6 value = [2, 4] 12669->12671 12672 gini = 0.0 samples = 3 value = [0, 3] 12671->12672 12673 gini = 0.444 samples = 3 value = [2, 1] 12671->12673 12680 x1_CT <= 0.5 gini = 0.063 samples = 61 value = [2, 59] 12679->12680 12695 gini = 0.0 samples = 9 value = [0, 9] 12679->12695 12681 x5_Drug <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 12680->12681 12694 gini = 0.0 samples = 1 value = [0, 1] 12680->12694 12682 x14_4 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 12681->12682 12693 gini = 0.0 samples = 13 value = [0, 13] 12681->12693 12683 log_spend <= 6.313 gini = 0.093 samples = 41 value = [2, 39] 12682->12683 12692 gini = 0.0 samples = 6 value = [0, 6] 12682->12692 12684 log_spend <= 6.255 gini = 0.219 samples = 8 value = [1, 7] 12683->12684 12687 x1_NJ <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 12683->12687 12685 gini = 0.0 samples = 6 value = [0, 6] 12684->12685 12686 gini = 0.5 samples = 2 value = [1, 1] 12684->12686 12688 gini = 0.0 samples = 28 value = [0, 28] 12687->12688 12689 x12_100000000278 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12687->12689 12690 gini = 0.0 samples = 4 value = [0, 4] 12689->12690 12691 gini = 0.0 samples = 1 value = [1, 0] 12689->12691 12697 x7_OR <= 0.5 gini = 0.241 samples = 50 value = [7, 43] 12696->12697 12732 gini = 0.0 samples = 1 value = [0, 1] 12696->12732 12698 x14_5 <= 0.5 gini = 0.245 samples = 49 value = [7, 42] 12697->12698 12731 gini = 0.0 samples = 1 value = [0, 1] 12697->12731 12699 x15_NA <= 0.5 gini = 0.223 samples = 47 value = [6, 41] 12698->12699 12730 gini = 0.5 samples = 2 value = [1, 1] 12698->12730 12700 x7_SD <= 0.5 gini = 0.227 samples = 46 value = [6, 40] 12699->12700 12729 gini = 0.0 samples = 1 value = [0, 1] 12699->12729 12701 x1_DE <= 0.5 gini = 0.236 samples = 44 value = [6, 38] 12700->12701 12728 gini = 0.0 samples = 2 value = [0, 2] 12700->12728 12702 x1_CA <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 12701->12702 12721 x7_NJ <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 12701->12721 12703 x7_MN <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 12702->12703 12720 gini = 0.0 samples = 4 value = [0, 4] 12702->12720 12704 x14_7 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 12703->12704 12719 gini = 0.0 samples = 2 value = [2, 0] 12703->12719 12705 x7_TN <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 12704->12705 12718 gini = 0.0 samples = 1 value = [0, 1] 12704->12718 12706 x14_3 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 12705->12706 12717 gini = 0.0 samples = 1 value = [0, 1] 12705->12717 12707 x7_LA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 12706->12707 12716 gini = 0.0 samples = 1 value = [0, 1] 12706->12716 12708 x7_OH <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 12707->12708 12715 gini = 0.0 samples = 1 value = [1, 0] 12707->12715 12709 gini = 0.444 samples = 3 value = [1, 2] 12708->12709 12710 x14_8 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12708->12710 12711 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 12710->12711 12714 gini = 0.0 samples = 1 value = [0, 1] 12710->12714 12712 gini = 0.444 samples = 3 value = [1, 2] 12711->12712 12713 gini = 0.0 samples = 4 value = [0, 4] 12711->12713 12722 x7_CT <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 12721->12722 12727 gini = 0.0 samples = 1 value = [0, 1] 12721->12727 12723 x7_CA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 12722->12723 12726 gini = 0.0 samples = 1 value = [0, 1] 12722->12726 12724 gini = 0.0 samples = 20 value = [0, 20] 12723->12724 12725 gini = 0.0 samples = 1 value = [1, 0] 12723->12725 12734 x15_NA <= 0.5 gini = 0.009 samples = 2117 value = [10, 2107] 12733->12734 12809 gini = 0.0 samples = 1 value = [0, 1] 12733->12809 12735 x14_6 <= 0.5 gini = 0.014 samples = 279 value = [2, 277] 12734->12735 12748 x14_5 <= 0.5 gini = 0.009 samples = 1838 value = [8, 1830] 12734->12748 12736 x7_UT <= 0.5 gini = 0.015 samples = 264 value = [2, 262] 12735->12736 12747 gini = 0.0 samples = 15 value = [0, 15] 12735->12747 12737 x5_Biological <= 0.5 gini = 0.008 samples = 262 value = [1, 261] 12736->12737 12746 gini = 0.5 samples = 2 value = [1, 1] 12736->12746 12738 gini = 0.0 samples = 245 value = [0, 245] 12737->12738 12739 x14_5 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 12737->12739 12740 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12739->12740 12745 gini = 0.0 samples = 9 value = [0, 9] 12739->12745 12741 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 12740->12741 12744 gini = 0.0 samples = 1 value = [0, 1] 12740->12744 12742 gini = 0.0 samples = 3 value = [0, 3] 12741->12742 12743 gini = 0.375 samples = 4 value = [1, 3] 12741->12743 12749 x14_11 <= 0.5 gini = 0.008 samples = 1679 value = [7, 1672] 12748->12749 12804 x7_MO <= 0.5 gini = 0.012 samples = 159 value = [1, 158] 12748->12804 12750 x7_AR <= 0.5 gini = 0.008 samples = 1654 value = [7, 1647] 12749->12750 12803 gini = 0.0 samples = 25 value = [0, 25] 12749->12803 12751 x14_1 <= 0.5 gini = 0.009 samples = 1518 value = [7, 1511] 12750->12751 12802 gini = 0.0 samples = 136 value = [0, 136] 12750->12802 12752 x14_10 <= 0.5 gini = 0.011 samples = 1247 value = [7, 1240] 12751->12752 12801 gini = 0.0 samples = 271 value = [0, 271] 12751->12801 12753 log_spend <= 3.906 gini = 0.011 samples = 1234 value = [7, 1227] 12752->12753 12800 gini = 0.0 samples = 13 value = [0, 13] 12752->12800 12754 gini = 0.375 samples = 4 value = [1, 3] 12753->12754 12755 x7_NJ <= 0.5 gini = 0.01 samples = 1230 value = [6, 1224] 12753->12755 12756 x14_8 <= 0.5 gini = 0.011 samples = 1125 value = [6, 1119] 12755->12756 12799 gini = 0.0 samples = 105 value = [0, 105] 12755->12799 12757 x5_Drug <= 0.5 gini = 0.013 samples = 931 value = [6, 925] 12756->12757 12798 gini = 0.0 samples = 194 value = [0, 194] 12756->12798 12758 x5_NA <= 0.5 gini = 0.013 samples = 930 value = [6, 924] 12757->12758 12797 gini = 0.0 samples = 1 value = [0, 1] 12757->12797 12759 gini = 0.0 samples = 2 value = [2, 0] 12758->12759 12760 x14_4 <= 0.5 gini = 0.009 samples = 928 value = [4, 924] 12758->12760 12761 x7_MN <= 0.5 gini = 0.007 samples = 811 value = [3, 808] 12760->12761 12790 x7_GA <= 0.5 gini = 0.017 samples = 117 value = [1, 116] 12760->12790 12762 x7_MO <= 0.5 gini = 0.005 samples = 809 value = [2, 807] 12761->12762 12789 gini = 0.5 samples = 2 value = [1, 1] 12761->12789 12763 x7_OH <= 0.5 gini = 0.005 samples = 788 value = [2, 786] 12762->12763 12788 gini = 0.0 samples = 21 value = [0, 21] 12762->12788 12764 x7_NM <= 0.5 gini = 0.005 samples = 754 value = [2, 752] 12763->12764 12787 gini = 0.0 samples = 34 value = [0, 34] 12763->12787 12765 x14_3 <= 0.5 gini = 0.005 samples = 753 value = [2, 751] 12764->12765 12786 gini = 0.0 samples = 1 value = [0, 1] 12764->12786 12766 x7_MA <= 0.5 gini = 0.005 samples = 737 value = [2, 735] 12765->12766 12785 gini = 0.0 samples = 16 value = [0, 16] 12765->12785 12767 log_spend <= 7.377 gini = 0.005 samples = 735 value = [2, 733] 12766->12767 12784 gini = 0.0 samples = 2 value = [0, 2] 12766->12784 12768 gini = 0.0 samples = 679 value = [0, 679] 12767->12768 12769 x14_9 <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 12767->12769 12770 x14_12 <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 12769->12770 12773 x7_MS <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 12769->12773 12771 gini = 0.0 samples = 40 value = [0, 40] 12770->12771 12772 gini = 0.375 samples = 4 value = [1, 3] 12770->12772 12774 x7_GA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 12773->12774 12783 gini = 0.0 samples = 1 value = [0, 1] 12773->12783 12775 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 12774->12775 12782 gini = 0.0 samples = 2 value = [0, 2] 12774->12782 12776 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 12775->12776 12781 gini = 0.0 samples = 1 value = [0, 1] 12775->12781 12777 x7_WA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12776->12777 12780 gini = 0.0 samples = 2 value = [0, 2] 12776->12780 12778 gini = 0.375 samples = 4 value = [1, 3] 12777->12778 12779 gini = 0.0 samples = 2 value = [0, 2] 12777->12779 12791 x7_TX <= 0.5 gini = 0.017 samples = 116 value = [1, 115] 12790->12791 12796 gini = 0.0 samples = 1 value = [0, 1] 12790->12796 12792 x12_0 <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 12791->12792 12795 gini = 0.0 samples = 17 value = [0, 17] 12791->12795 12793 gini = 0.0 samples = 98 value = [0, 98] 12792->12793 12794 gini = 0.0 samples = 1 value = [1, 0] 12792->12794 12805 x12_100000000255 <= 0.5 gini = 0.013 samples = 154 value = [1, 153] 12804->12805 12808 gini = 0.0 samples = 5 value = [0, 5] 12804->12808 12806 gini = 0.0 samples = 1 value = [1, 0] 12805->12806 12807 gini = 0.0 samples = 153 value = [0, 153] 12805->12807 12814 x13_5 <= 0.5 gini = 0.054 samples = 253 value = [7, 246] 12813->12814 12873 gini = 0.0 samples = 25 value = [0, 25] 12813->12873 12815 x7_GA <= 0.5 gini = 0.054 samples = 250 value = [7, 243] 12814->12815 12872 gini = 0.0 samples = 3 value = [0, 3] 12814->12872 12816 x1_CO <= 0.5 gini = 0.056 samples = 241 value = [7, 234] 12815->12816 12871 gini = 0.0 samples = 9 value = [0, 9] 12815->12871 12817 x1_WA <= 0.5 gini = 0.049 samples = 240 value = [6, 234] 12816->12817 12870 gini = 0.0 samples = 1 value = [1, 0] 12816->12870 12818 x7_CA <= 0.5 gini = 0.041 samples = 239 value = [5, 234] 12817->12818 12869 gini = 0.0 samples = 1 value = [1, 0] 12817->12869 12819 x14_4 <= 0.5 gini = 0.048 samples = 203 value = [5, 198] 12818->12819 12868 gini = 0.0 samples = 36 value = [0, 36] 12818->12868 12820 x14_8 <= 0.5 gini = 0.05 samples = 194 value = [5, 189] 12819->12820 12867 gini = 0.0 samples = 9 value = [0, 9] 12819->12867 12821 x14_1 <= 0.5 gini = 0.056 samples = 173 value = [5, 168] 12820->12821 12866 gini = 0.0 samples = 21 value = [0, 21] 12820->12866 12822 x13_2 <= 0.5 gini = 0.064 samples = 151 value = [5, 146] 12821->12822 12865 gini = 0.0 samples = 22 value = [0, 22] 12821->12865 12823 x13_0 <= 0.5 gini = 0.081 samples = 118 value = [5, 113] 12822->12823 12864 gini = 0.0 samples = 33 value = [0, 33] 12822->12864 12824 x7_SC <= 0.5 gini = 0.078 samples = 99 value = [4, 95] 12823->12824 12859 x7_MD <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12823->12859 12825 x7_NV <= 0.5 gini = 0.079 samples = 97 value = [4, 93] 12824->12825 12858 gini = 0.0 samples = 2 value = [0, 2] 12824->12858 12826 x14_3 <= 0.5 gini = 0.081 samples = 95 value = [4, 91] 12825->12826 12857 gini = 0.0 samples = 2 value = [0, 2] 12825->12857 12827 x7_CT <= 0.5 gini = 0.104 samples = 73 value = [4, 69] 12826->12827 12856 gini = 0.0 samples = 22 value = [0, 22] 12826->12856 12828 x7_MA <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 12827->12828 12855 gini = 0.0 samples = 3 value = [0, 3] 12827->12855 12829 log_spend <= 3.914 gini = 0.112 samples = 67 value = [4, 63] 12828->12829 12854 gini = 0.0 samples = 3 value = [0, 3] 12828->12854 12830 gini = 0.0 samples = 1 value = [1, 0] 12829->12830 12831 x7_IN <= 0.5 gini = 0.087 samples = 66 value = [3, 63] 12829->12831 12832 x7_NM <= 0.5 gini = 0.089 samples = 64 value = [3, 61] 12831->12832 12853 gini = 0.0 samples = 2 value = [0, 2] 12831->12853 12833 x7_FL <= 0.5 gini = 0.091 samples = 63 value = [3, 60] 12832->12833 12852 gini = 0.0 samples = 1 value = [0, 1] 12832->12852 12834 x7_WA <= 0.5 gini = 0.101 samples = 56 value = [3, 53] 12833->12834 12851 gini = 0.0 samples = 7 value = [0, 7] 12833->12851 12835 x14_12 <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 12834->12835 12850 gini = 0.0 samples = 12 value = [0, 12] 12834->12850 12836 log_spend <= 6.418 gini = 0.139 samples = 40 value = [3, 37] 12835->12836 12849 gini = 0.0 samples = 4 value = [0, 4] 12835->12849 12837 x14_7 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 12836->12837 12848 gini = 0.0 samples = 26 value = [0, 26] 12836->12848 12838 x14_6 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 12837->12838 12847 gini = 0.0 samples = 2 value = [0, 2] 12837->12847 12839 x13_3 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 12838->12839 12846 gini = 0.0 samples = 3 value = [0, 3] 12838->12846 12840 x13_1 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 12839->12840 12845 gini = 0.0 samples = 1 value = [0, 1] 12839->12845 12841 log_spend <= 5.547 gini = 0.48 samples = 5 value = [3, 2] 12840->12841 12844 gini = 0.0 samples = 3 value = [0, 3] 12840->12844 12842 gini = 0.0 samples = 2 value = [0, 2] 12841->12842 12843 gini = 0.0 samples = 3 value = [3, 0] 12841->12843 12860 x7_WA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 12859->12860 12863 gini = 0.0 samples = 1 value = [0, 1] 12859->12863 12861 gini = 0.0 samples = 15 value = [0, 15] 12860->12861 12862 gini = 0.444 samples = 3 value = [1, 2] 12860->12862 12876 gini = 0.0 samples = 1 value = [1, 0] 12875->12876 12877 log_spend <= 4.284 gini = 0.088 samples = 566 value = [26, 540] 12875->12877 12878 x7_PA <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 12877->12878 12887 x7_CA <= 0.5 gini = 0.07 samples = 551 value = [20, 531] 12877->12887 12879 x14_1 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 12878->12879 12886 gini = 0.0 samples = 1 value = [1, 0] 12878->12886 12880 x7_OH <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 12879->12880 12885 gini = 0.0 samples = 2 value = [0, 2] 12879->12885 12881 x12_100000000067 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 12880->12881 12884 gini = 0.0 samples = 1 value = [1, 0] 12880->12884 12882 gini = 0.0 samples = 4 value = [4, 0] 12881->12882 12883 gini = 0.0 samples = 7 value = [0, 7] 12881->12883 12888 x12_100000000067 <= 0.5 gini = 0.056 samples = 487 value = [14, 473] 12887->12888 12915 x13_4 <= 0.5 gini = 0.17 samples = 64 value = [6, 58] 12887->12915 12889 x7_AZ <= 0.5 gini = 0.429 samples = 45 value = [14, 31] 12888->12889 12914 gini = 0.0 samples = 442 value = [0, 442] 12888->12914 12890 x13_0 <= 0.5 gini = 0.427 samples = 42 value = [13, 29] 12889->12890 12913 gini = 0.444 samples = 3 value = [1, 2] 12889->12913 12891 x13_2 <= 0.5 gini = 0.381 samples = 39 value = [10, 29] 12890->12891 12912 gini = 0.0 samples = 3 value = [3, 0] 12890->12912 12892 x7_GA <= 0.5 gini = 0.339 samples = 37 value = [8, 29] 12891->12892 12911 gini = 0.0 samples = 2 value = [2, 0] 12891->12911 12893 x7_TX <= 0.5 gini = 0.353 samples = 35 value = [8, 27] 12892->12893 12910 gini = 0.0 samples = 2 value = [0, 2] 12892->12910 12894 x14_11 <= 0.5 gini = 0.334 samples = 33 value = [7, 26] 12893->12894 12909 gini = 0.5 samples = 2 value = [1, 1] 12893->12909 12895 x14_9 <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 12894->12895 12904 x7_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 12894->12904 12896 x7_CO <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 12895->12896 12903 gini = 0.0 samples = 2 value = [0, 2] 12895->12903 12897 x14_4 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 12896->12897 12902 gini = 0.0 samples = 3 value = [3, 0] 12896->12902 12898 x13_3 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12897->12898 12901 gini = 0.5 samples = 2 value = [1, 1] 12897->12901 12899 gini = 0.0 samples = 18 value = [0, 18] 12898->12899 12900 gini = 0.0 samples = 1 value = [1, 0] 12898->12900 12905 log_spend <= 7.627 gini = 0.444 samples = 6 value = [2, 4] 12904->12905 12908 gini = 0.0 samples = 1 value = [0, 1] 12904->12908 12906 gini = 0.0 samples = 3 value = [0, 3] 12905->12906 12907 gini = 0.444 samples = 3 value = [2, 1] 12905->12907 12916 x13_1 <= 0.5 gini = 0.148 samples = 62 value = [5, 57] 12915->12916 12933 gini = 0.5 samples = 2 value = [1, 1] 12915->12933 12917 x14_10 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 12916->12917 12926 x1_NJ <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 12916->12926 12918 log_spend <= 8.224 gini = 0.188 samples = 19 value = [2, 17] 12917->12918 12925 gini = 0.444 samples = 3 value = [2, 1] 12917->12925 12919 gini = 0.0 samples = 12 value = [0, 12] 12918->12919 12920 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 12918->12920 12921 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 12920->12921 12924 gini = 0.0 samples = 1 value = [0, 1] 12920->12924 12922 gini = 0.375 samples = 4 value = [1, 3] 12921->12922 12923 gini = 0.5 samples = 2 value = [1, 1] 12921->12923 12927 gini = 0.0 samples = 10 value = [0, 10] 12926->12927 12928 x14_10 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 12926->12928 12929 gini = 0.0 samples = 24 value = [0, 24] 12928->12929 12930 log_spend <= 6.133 gini = 0.278 samples = 6 value = [1, 5] 12928->12930 12931 gini = 0.0 samples = 1 value = [1, 0] 12930->12931 12932 gini = 0.0 samples = 5 value = [0, 5] 12930->12932 12935 x1_MN <= 0.5 gini = 0.02 samples = 585 value = [6, 579] 12934->12935 12990 x12_100000000067 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 12934->12990 12936 x1_DC <= 0.5 gini = 0.021 samples = 575 value = [6, 569] 12935->12936 12989 gini = 0.0 samples = 10 value = [0, 10] 12935->12989 12937 x14_5 <= 0.5 gini = 0.021 samples = 572 value = [6, 566] 12936->12937 12988 gini = 0.0 samples = 3 value = [0, 3] 12936->12988 12938 x11_20 <= 0.5 gini = 0.022 samples = 533 value = [6, 527] 12937->12938 12987 gini = 0.0 samples = 39 value = [0, 39] 12937->12987 12939 x12_100000000286 <= 0.5 gini = 0.015 samples = 520 value = [4, 516] 12938->12939 12980 x14_2 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 12938->12980 12940 x17_other <= 0.5 gini = 0.019 samples = 421 value = [4, 417] 12939->12940 12979 gini = 0.0 samples = 99 value = [0, 99] 12939->12979 12941 x5_Drug <= 0.5 gini = 0.027 samples = 74 value = [1, 73] 12940->12941 12950 x1_NJ <= 0.5 gini = 0.017 samples = 347 value = [3, 344] 12940->12950 12942 gini = 0.0 samples = 4 value = [0, 4] 12941->12942 12943 x13_1 <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 12941->12943 12944 x14_7 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 12943->12944 12949 gini = 0.0 samples = 24 value = [0, 24] 12943->12949 12945 log_spend <= 4.344 gini = 0.044 samples = 44 value = [1, 43] 12944->12945 12948 gini = 0.0 samples = 2 value = [0, 2] 12944->12948 12946 gini = 0.0 samples = 1 value = [1, 0] 12945->12946 12947 gini = 0.0 samples = 43 value = [0, 43] 12945->12947 12951 x14_11 <= 0.5 gini = 0.026 samples = 228 value = [3, 225] 12950->12951 12978 gini = 0.0 samples = 119 value = [0, 119] 12950->12978 12952 x12_0 <= 0.5 gini = 0.031 samples = 192 value = [3, 189] 12951->12952 12977 gini = 0.0 samples = 36 value = [0, 36] 12951->12977 12953 x14_9 <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 12952->12953 12958 x5_Device <= 0.5 gini = 0.027 samples = 145 value = [2, 143] 12952->12958 12954 log_spend <= 8.107 gini = 0.053 samples = 37 value = [1, 36] 12953->12954 12957 gini = 0.0 samples = 10 value = [0, 10] 12953->12957 12955 gini = 0.0 samples = 34 value = [0, 34] 12954->12955 12956 gini = 0.444 samples = 3 value = [1, 2] 12954->12956 12959 x15_oncology <= 0.5 gini = 0.03 samples = 132 value = [2, 130] 12958->12959 12976 gini = 0.0 samples = 13 value = [0, 13] 12958->12976 12960 log_spend <= 7.773 gini = 0.031 samples = 126 value = [2, 124] 12959->12960 12975 gini = 0.0 samples = 6 value = [0, 6] 12959->12975 12961 gini = 0.0 samples = 84 value = [0, 84] 12960->12961 12962 log_spend <= 7.799 gini = 0.091 samples = 42 value = [2, 40] 12960->12962 12963 gini = 0.0 samples = 1 value = [1, 0] 12962->12963 12964 x14_2 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 12962->12964 12965 x15_NA <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 12964->12965 12974 gini = 0.0 samples = 4 value = [0, 4] 12964->12974 12966 gini = 0.0 samples = 2 value = [0, 2] 12965->12966 12967 x1_NY <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 12965->12967 12968 x13_3 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 12967->12968 12973 gini = 0.0 samples = 16 value = [0, 16] 12967->12973 12969 gini = 0.0 samples = 14 value = [0, 14] 12968->12969 12970 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 12968->12970 12971 gini = 0.375 samples = 4 value = [1, 3] 12970->12971 12972 gini = 0.0 samples = 1 value = [0, 1] 12970->12972 12981 x14_6 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 12980->12981 12986 gini = 0.0 samples = 3 value = [0, 3] 12980->12986 12982 log_spend <= 7.415 gini = 0.408 samples = 7 value = [2, 5] 12981->12982 12985 gini = 0.0 samples = 3 value = [0, 3] 12981->12985 12983 gini = 0.0 samples = 5 value = [0, 5] 12982->12983 12984 gini = 0.0 samples = 2 value = [2, 0] 12982->12984 12991 x5_NA <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 12990->12991 12996 gini = 0.0 samples = 2 value = [0, 2] 12990->12996 12992 x5_Drug <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 12991->12992 12995 gini = 0.0 samples = 30 value = [0, 30] 12991->12995 12993 gini = 0.444 samples = 3 value = [1, 2] 12992->12993 12994 gini = 0.0 samples = 6 value = [0, 6] 12992->12994 12998 x7_WI <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 12997->12998 13019 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 12997->13019 12999 x15_NA <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 12998->12999 13018 gini = 0.0 samples = 1 value = [1, 0] 12998->13018 13000 gini = 0.0 samples = 5 value = [0, 5] 12999->13000 13001 x7_GA <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 12999->13001 13002 x7_FL <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 13001->13002 13017 gini = 0.5 samples = 2 value = [1, 1] 13001->13017 13003 x14_6 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 13002->13003 13016 gini = 0.0 samples = 1 value = [1, 0] 13002->13016 13004 x14_11 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 13003->13004 13015 gini = 0.0 samples = 1 value = [0, 1] 13003->13015 13005 x13_3 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 13004->13005 13014 gini = 0.0 samples = 1 value = [1, 0] 13004->13014 13006 x14_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13005->13006 13009 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 13005->13009 13007 gini = 0.444 samples = 3 value = [1, 2] 13006->13007 13008 gini = 0.444 samples = 3 value = [1, 2] 13006->13008 13010 x7_VA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13009->13010 13013 gini = 0.0 samples = 1 value = [1, 0] 13009->13013 13011 gini = 0.5 samples = 4 value = [2, 2] 13010->13011 13012 gini = 0.0 samples = 1 value = [1, 0] 13010->13012 13020 gini = 0.5 samples = 2 value = [1, 1] 13019->13020 13021 gini = 0.0 samples = 4 value = [0, 4] 13019->13021 13023 x13_0 <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 13022->13023 13036 x7_NC <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 13022->13036 13024 x14_3 <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 13023->13024 13035 gini = 0.0 samples = 1 value = [0, 1] 13023->13035 13025 x13_4 <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 13024->13025 13034 gini = 0.444 samples = 3 value = [2, 1] 13024->13034 13026 gini = 0.0 samples = 11 value = [11, 0] 13025->13026 13027 x14_7 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 13025->13027 13028 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13027->13028 13033 gini = 0.0 samples = 1 value = [1, 0] 13027->13033 13029 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13028->13029 13032 gini = 0.0 samples = 1 value = [0, 1] 13028->13032 13030 gini = 0.0 samples = 4 value = [0, 4] 13029->13030 13031 gini = 0.0 samples = 1 value = [1, 0] 13029->13031 13037 x14_5 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 13036->13037 13046 gini = 0.0 samples = 1 value = [0, 1] 13036->13046 13038 x7_OH <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 13037->13038 13045 gini = 0.0 samples = 1 value = [0, 1] 13037->13045 13039 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 13038->13039 13044 gini = 0.0 samples = 1 value = [0, 1] 13038->13044 13040 x7_MD <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13039->13040 13043 gini = 0.0 samples = 3 value = [0, 3] 13039->13043 13041 gini = 0.5 samples = 4 value = [2, 2] 13040->13041 13042 gini = 0.0 samples = 1 value = [0, 1] 13040->13042 13050 x7_TX <= 0.5 gini = 0.167 samples = 7354 value = [674, 6680] 13049->13050 14807 x14_9 <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 13049->14807 13051 x17_janssen <= 0.5 gini = 0.174 samples = 6409 value = [616, 5793] 13050->13051 14636 x1_CO <= 0.5 gini = 0.115 samples = 945 value = [58, 887] 13050->14636 13052 x1_CT <= 0.5 gini = 0.194 samples = 5643 value = [615, 5028] 13051->13052 14615 x13_4 <= 0.5 gini = 0.003 samples = 766 value = [1, 765] 13051->14615 13053 x1_MI <= 0.5 gini = 0.189 samples = 5619 value = [592, 5027] 13052->13053 14606 x17_other <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 13052->14606 13054 x12_100000000203 <= 0.5 gini = 0.187 samples = 5601 value = [583, 5018] 13053->13054 14593 x7_IL <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 13053->14593 13055 x1_MN <= 0.5 gini = 0.184 samples = 5590 value = [572, 5018] 13054->13055 14592 gini = 0.0 samples = 11 value = [11, 0] 13054->14592 13056 x1_OH <= 0.5 gini = 0.18 samples = 5570 value = [556, 5014] 13055->13056 14571 x7_FL <= 0.5 gini = 0.32 samples = 20 value = [16, 4] 13055->14571 13057 x14_12 <= 0.5 gini = 0.178 samples = 5549 value = [548, 5001] 13056->13057 14556 x7_OR <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 13056->14556 13058 x17_incyte <= 0.5 gini = 0.18 samples = 5045 value = [506, 4539] 13057->13058 14387 x17_incyte <= 0.5 gini = 0.153 samples = 504 value = [42, 462] 13057->14387 13059 x13_5 <= 0.5 gini = 0.363 samples = 2070 value = [494, 1576] 13058->13059 14222 x7_FL <= 0.5 gini = 0.008 samples = 2975 value = [12, 2963] 13058->14222 13060 x12_100000000193 <= 0.5 gini = 0.352 samples = 2028 value = [463, 1565] 13059->13060 14197 x1_NA <= 0.5 gini = 0.387 samples = 42 value = [31, 11] 13059->14197 13061 x12_100000000278 <= 0.5 gini = 0.347 samples = 1990 value = [444, 1546] 13060->13061 14168 x7_NY <= 0.5 gini = 0.5 samples = 38 value = [19, 19] 13060->14168 13062 x1_MA <= 0.5 gini = 0.34 samples = 1958 value = [426, 1532] 13061->13062 14135 x14_2 <= 0.5 gini = 0.492 samples = 32 value = [18, 14] 13061->14135 13063 x0_Switzerland <= 0.5 gini = 0.322 samples = 1858 value = [374, 1484] 13062->13063 14054 x7_MO <= 0.5 gini = 0.499 samples = 100 value = [52, 48] 13062->14054 13064 log_spend <= 5.313 gini = 0.313 samples = 1841 value = [357, 1484] 13063->13064 14053 gini = 0.0 samples = 17 value = [17, 0] 13063->14053 13065 x7_NC <= 0.5 gini = 0.487 samples = 378 value = [158, 220] 13064->13065 13288 x1_NC <= 0.5 gini = 0.235 samples = 1463 value = [199, 1264] 13064->13288 13066 x7_FL <= 0.5 gini = 0.497 samples = 330 value = [152, 178] 13065->13066 13269 x14_9 <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 13065->13269 13067 x14_3 <= 0.5 gini = 0.499 samples = 291 value = [139, 152] 13066->13067 13244 x1_CA <= 0.5 gini = 0.444 samples = 39 value = [13, 26] 13066->13244 13068 x7_IL <= 0.5 gini = 0.496 samples = 273 value = [125, 148] 13067->13068 13229 x12_100000000053 <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 13067->13229 13069 x1_NJ <= 0.5 gini = 0.493 samples = 263 value = [116, 147] 13068->13069 13226 x1_NC <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 13068->13226 13070 x14_6 <= 0.5 gini = 0.479 samples = 206 value = [82, 124] 13069->13070 13177 x14_11 <= 0.5 gini = 0.481 samples = 57 value = [34, 23] 13069->13177 13071 x17_novo <= 0.5 gini = 0.47 samples = 193 value = [73, 120] 13070->13071 13164 x7_GA <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 13070->13164 13072 x7_IN <= 0.5 gini = 0.471 samples = 192 value = [73, 119] 13071->13072 13163 gini = 0.0 samples = 1 value = [0, 1] 13071->13163 13073 x14_7 <= 0.5 gini = 0.465 samples = 185 value = [68, 117] 13072->13073 13158 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 13072->13158 13074 x17_other <= 0.5 gini = 0.474 samples = 161 value = [62, 99] 13073->13074 13149 x12_0 <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 13073->13149 13075 gini = 0.0 samples = 2 value = [0, 2] 13074->13075 13076 x7_CA <= 0.5 gini = 0.476 samples = 159 value = [62, 97] 13074->13076 13077 x7_ID <= 0.5 gini = 0.446 samples = 134 value = [45, 89] 13076->13077 13132 x14_11 <= 0.5 gini = 0.435 samples = 25 value = [17, 8] 13076->13132 13078 x13_2 <= 0.5 gini = 0.448 samples = 133 value = [45, 88] 13077->13078 13131 gini = 0.0 samples = 1 value = [0, 1] 13077->13131 13079 x7_NA <= 0.5 gini = 0.463 samples = 107 value = [39, 68] 13078->13079 13114 x1_WI <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 13078->13114 13080 x1_CA <= 0.5 gini = 0.5 samples = 80 value = [39, 41] 13079->13080 13113 gini = 0.0 samples = 27 value = [0, 27] 13079->13113 13081 x7_WI <= 0.5 gini = 0.475 samples = 67 value = [26, 41] 13080->13081 13112 gini = 0.0 samples = 13 value = [13, 0] 13080->13112 13082 x1_FL <= 0.5 gini = 0.475 samples = 62 value = [24, 38] 13081->13082 13109 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13081->13109 13083 x12_0 <= 0.5 gini = 0.427 samples = 55 value = [17, 38] 13082->13083 13108 gini = 0.0 samples = 7 value = [7, 0] 13082->13108 13084 gini = 0.0 samples = 22 value = [0, 22] 13083->13084 13085 x13_3 <= 0.5 gini = 0.5 samples = 33 value = [17, 16] 13083->13085 13086 x7_NY <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 13085->13086 13091 log_spend <= 4.911 gini = 0.444 samples = 18 value = [6, 12] 13085->13091 13087 x14_10 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 13086->13087 13090 gini = 0.0 samples = 1 value = [0, 1] 13086->13090 13088 gini = 0.0 samples = 10 value = [10, 0] 13087->13088 13089 gini = 0.375 samples = 4 value = [1, 3] 13087->13089 13092 x7_VA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 13091->13092 13107 gini = 0.0 samples = 2 value = [2, 0] 13091->13107 13093 x1_UT <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 13092->13093 13106 gini = 0.0 samples = 1 value = [0, 1] 13092->13106 13094 x7_AZ <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 13093->13094 13105 gini = 0.0 samples = 1 value = [1, 0] 13093->13105 13095 x7_MA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 13094->13095 13104 gini = 0.0 samples = 1 value = [0, 1] 13094->13104 13096 x7_GA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 13095->13096 13103 gini = 0.0 samples = 1 value = [1, 0] 13095->13103 13097 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 13096->13097 13102 gini = 0.0 samples = 4 value = [0, 4] 13096->13102 13098 gini = 0.0 samples = 1 value = [1, 0] 13097->13098 13099 log_spend <= 3.777 gini = 0.245 samples = 7 value = [1, 6] 13097->13099 13100 gini = 0.0 samples = 1 value = [1, 0] 13099->13100 13101 gini = 0.0 samples = 6 value = [0, 6] 13099->13101 13110 gini = 0.444 samples = 3 value = [1, 2] 13109->13110 13111 gini = 0.5 samples = 2 value = [1, 1] 13109->13111 13115 x7_MO <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 13114->13115 13130 gini = 0.0 samples = 1 value = [1, 0] 13114->13130 13116 x1_TX <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 13115->13116 13129 gini = 0.0 samples = 2 value = [2, 0] 13115->13129 13117 x14_2 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 13116->13117 13128 gini = 0.0 samples = 1 value = [0, 1] 13116->13128 13118 x14_5 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 13117->13118 13127 gini = 0.0 samples = 5 value = [0, 5] 13117->13127 13119 log_spend <= 5.198 gini = 0.355 samples = 13 value = [3, 10] 13118->13119 13126 gini = 0.0 samples = 4 value = [0, 4] 13118->13126 13120 x1_IL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 13119->13120 13125 gini = 0.0 samples = 1 value = [1, 0] 13119->13125 13121 x14_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13120->13121 13124 gini = 0.444 samples = 3 value = [1, 2] 13120->13124 13122 gini = 0.0 samples = 7 value = [0, 7] 13121->13122 13123 gini = 0.5 samples = 2 value = [1, 1] 13121->13123 13133 x1_TX <= 0.5 gini = 0.463 samples = 22 value = [14, 8] 13132->13133 13148 gini = 0.0 samples = 3 value = [3, 0] 13132->13148 13134 x14_1 <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 13133->13134 13147 gini = 0.0 samples = 1 value = [0, 1] 13133->13147 13135 x1_NC <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 13134->13135 13144 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13134->13144 13136 x14_4 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 13135->13136 13143 gini = 0.444 samples = 3 value = [2, 1] 13135->13143 13137 x13_1 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 13136->13137 13142 gini = 0.0 samples = 2 value = [2, 0] 13136->13142 13138 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 13137->13138 13141 gini = 0.0 samples = 1 value = [1, 0] 13137->13141 13139 gini = 0.0 samples = 5 value = [5, 0] 13138->13139 13140 gini = 0.5 samples = 4 value = [2, 2] 13138->13140 13145 gini = 0.0 samples = 4 value = [0, 4] 13144->13145 13146 gini = 0.0 samples = 2 value = [2, 0] 13144->13146 13150 gini = 0.0 samples = 17 value = [0, 17] 13149->13150 13151 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 13149->13151 13152 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 13151->13152 13157 gini = 0.0 samples = 1 value = [1, 0] 13151->13157 13153 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13152->13153 13156 gini = 0.0 samples = 1 value = [1, 0] 13152->13156 13154 gini = 0.375 samples = 4 value = [3, 1] 13153->13154 13155 gini = 0.0 samples = 1 value = [1, 0] 13153->13155 13159 x12_100000005449 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13158->13159 13162 gini = 0.0 samples = 2 value = [2, 0] 13158->13162 13160 gini = 0.375 samples = 4 value = [3, 1] 13159->13160 13161 gini = 0.0 samples = 1 value = [0, 1] 13159->13161 13165 x7_AZ <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 13164->13165 13176 gini = 0.0 samples = 2 value = [2, 0] 13164->13176 13166 x1_NA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 13165->13166 13175 gini = 0.0 samples = 1 value = [1, 0] 13165->13175 13167 x13_4 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 13166->13167 13174 gini = 0.5 samples = 2 value = [1, 1] 13166->13174 13168 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 13167->13168 13173 gini = 0.0 samples = 1 value = [0, 1] 13167->13173 13169 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 13168->13169 13172 gini = 0.0 samples = 1 value = [1, 0] 13168->13172 13170 gini = 0.375 samples = 4 value = [3, 1] 13169->13170 13171 gini = 0.5 samples = 2 value = [1, 1] 13169->13171 13178 x7_UT <= 0.5 gini = 0.484 samples = 51 value = [30, 21] 13177->13178 13221 x7_GA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 13177->13221 13179 x17_sanofi <= 0.5 gini = 0.487 samples = 50 value = [29, 21] 13178->13179 13220 gini = 0.0 samples = 1 value = [1, 0] 13178->13220 13180 x7_MA <= 0.5 gini = 0.478 samples = 48 value = [29, 19] 13179->13180 13219 gini = 0.0 samples = 2 value = [0, 2] 13179->13219 13181 x7_OK <= 0.5 gini = 0.483 samples = 44 value = [26, 18] 13180->13181 13218 gini = 0.375 samples = 4 value = [3, 1] 13180->13218 13182 x12_0 <= 0.5 gini = 0.478 samples = 43 value = [26, 17] 13181->13182 13217 gini = 0.0 samples = 1 value = [0, 1] 13181->13217 13183 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 13182->13183 13188 x14_7 <= 0.5 gini = 0.494 samples = 36 value = [20, 16] 13182->13188 13184 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13183->13184 13187 gini = 0.0 samples = 2 value = [2, 0] 13183->13187 13185 gini = 0.0 samples = 3 value = [3, 0] 13184->13185 13186 gini = 0.5 samples = 2 value = [1, 1] 13184->13186 13189 x7_NY <= 0.5 gini = 0.49 samples = 35 value = [20, 15] 13188->13189 13216 gini = 0.0 samples = 1 value = [0, 1] 13188->13216 13190 x7_NJ <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 13189->13190 13215 gini = 0.0 samples = 3 value = [3, 0] 13189->13215 13191 x7_IN <= 0.5 gini = 0.5 samples = 28 value = [14, 14] 13190->13191 13214 gini = 0.375 samples = 4 value = [3, 1] 13190->13214 13192 x13_2 <= 0.5 gini = 0.499 samples = 27 value = [13, 14] 13191->13192 13213 gini = 0.0 samples = 1 value = [1, 0] 13191->13213 13193 x7_PA <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 13192->13193 13204 log_spend <= 5.125 gini = 0.48 samples = 10 value = [6, 4] 13192->13204 13194 x7_CA <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 13193->13194 13203 gini = 0.0 samples = 1 value = [0, 1] 13193->13203 13195 x14_6 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 13194->13195 13202 gini = 0.444 samples = 3 value = [1, 2] 13194->13202 13196 log_spend <= 4.0 gini = 0.444 samples = 9 value = [3, 6] 13195->13196 13201 gini = 0.375 samples = 4 value = [3, 1] 13195->13201 13197 gini = 0.0 samples = 2 value = [0, 2] 13196->13197 13198 x14_4 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 13196->13198 13199 gini = 0.444 samples = 3 value = [2, 1] 13198->13199 13200 gini = 0.375 samples = 4 value = [1, 3] 13198->13200 13205 x7_OR <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 13204->13205 13212 gini = 0.0 samples = 1 value = [0, 1] 13204->13212 13206 x7_CA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 13205->13206 13211 gini = 0.0 samples = 1 value = [1, 0] 13205->13211 13207 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13206->13207 13210 gini = 0.0 samples = 2 value = [2, 0] 13206->13210 13208 gini = 0.0 samples = 2 value = [2, 0] 13207->13208 13209 gini = 0.375 samples = 4 value = [1, 3] 13207->13209 13222 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13221->13222 13225 gini = 0.0 samples = 1 value = [1, 0] 13221->13225 13223 gini = 0.0 samples = 1 value = [0, 1] 13222->13223 13224 gini = 0.375 samples = 4 value = [3, 1] 13222->13224 13227 gini = 0.0 samples = 9 value = [9, 0] 13226->13227 13228 gini = 0.0 samples = 1 value = [0, 1] 13226->13228 13230 x13_3 <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 13229->13230 13243 gini = 0.0 samples = 1 value = [1, 0] 13229->13243 13231 x12_100000005449 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 13230->13231 13242 gini = 0.0 samples = 4 value = [4, 0] 13230->13242 13232 x13_0 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 13231->13232 13241 gini = 0.0 samples = 1 value = [0, 1] 13231->13241 13233 x7_GA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 13232->13233 13240 gini = 0.0 samples = 2 value = [2, 0] 13232->13240 13234 x7_CO <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 13233->13234 13239 gini = 0.0 samples = 1 value = [0, 1] 13233->13239 13235 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 13234->13235 13238 gini = 0.0 samples = 1 value = [0, 1] 13234->13238 13236 gini = 0.444 samples = 3 value = [2, 1] 13235->13236 13237 gini = 0.0 samples = 5 value = [5, 0] 13235->13237 13245 x17_sanofi <= 0.5 gini = 0.418 samples = 37 value = [11, 26] 13244->13245 13268 gini = 0.0 samples = 2 value = [2, 0] 13244->13268 13246 x13_3 <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 13245->13246 13267 gini = 0.0 samples = 6 value = [0, 6] 13245->13267 13247 x12_0 <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 13246->13247 13260 x1_NC <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 13246->13260 13248 gini = 0.0 samples = 10 value = [0, 10] 13247->13248 13249 x13_2 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 13247->13249 13250 x1_FL <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 13249->13250 13255 x14_11 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 13249->13255 13251 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13250->13251 13254 gini = 0.0 samples = 1 value = [1, 0] 13250->13254 13252 gini = 0.0 samples = 1 value = [1, 0] 13251->13252 13253 gini = 0.5 samples = 4 value = [2, 2] 13251->13253 13256 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13255->13256 13259 gini = 0.0 samples = 1 value = [1, 0] 13255->13259 13257 gini = 0.0 samples = 3 value = [0, 3] 13256->13257 13258 gini = 0.444 samples = 3 value = [2, 1] 13256->13258 13261 x1_TX <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 13260->13261 13266 gini = 0.0 samples = 1 value = [0, 1] 13260->13266 13262 log_spend <= 4.234 gini = 0.5 samples = 6 value = [3, 3] 13261->13262 13265 gini = 0.0 samples = 1 value = [1, 0] 13261->13265 13263 gini = 0.0 samples = 2 value = [2, 0] 13262->13263 13264 gini = 0.375 samples = 4 value = [1, 3] 13262->13264 13270 x13_4 <= 0.5 gini = 0.227 samples = 46 value = [6, 40] 13269->13270 13287 gini = 0.0 samples = 2 value = [0, 2] 13269->13287 13271 x14_8 <= 0.5 gini = 0.206 samples = 43 value = [5, 38] 13270->13271 13286 gini = 0.444 samples = 3 value = [1, 2] 13270->13286 13272 x13_1 <= 0.5 gini = 0.245 samples = 35 value = [5, 30] 13271->13272 13285 gini = 0.0 samples = 8 value = [0, 8] 13271->13285 13273 log_spend <= 4.653 gini = 0.311 samples = 26 value = [5, 21] 13272->13273 13284 gini = 0.0 samples = 9 value = [0, 9] 13272->13284 13274 x1_NC <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 13273->13274 13277 x13_0 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 13273->13277 13275 gini = 0.0 samples = 4 value = [4, 0] 13274->13275 13276 gini = 0.0 samples = 3 value = [0, 3] 13274->13276 13278 x17_other <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13277->13278 13283 gini = 0.0 samples = 12 value = [0, 12] 13277->13283 13279 gini = 0.0 samples = 2 value = [0, 2] 13278->13279 13280 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13278->13280 13281 gini = 0.0 samples = 2 value = [0, 2] 13280->13281 13282 gini = 0.444 samples = 3 value = [1, 2] 13280->13282 13289 x7_GA <= 0.5 gini = 0.297 samples = 1016 value = [184, 832] 13288->13289 13890 x7_MA <= 0.5 gini = 0.065 samples = 447 value = [15, 432] 13288->13890 13290 x14_4 <= 0.5 gini = 0.307 samples = 966 value = [183, 783] 13289->13290 13881 x1_IL <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 13289->13881 13291 x7_FL <= 0.5 gini = 0.314 samples = 892 value = [174, 718] 13290->13291 13838 x17_other <= 0.5 gini = 0.214 samples = 74 value = [9, 65] 13290->13838 13292 x1_CO <= 0.5 gini = 0.342 samples = 777 value = [170, 607] 13291->13292 13807 x17_other <= 0.5 gini = 0.067 samples = 115 value = [4, 111] 13291->13807 13293 x1_FL <= 0.5 gini = 0.341 samples = 776 value = [169, 607] 13292->13293 13806 gini = 0.0 samples = 1 value = [1, 0] 13292->13806 13294 x12_100000000228 <= 0.5 gini = 0.319 samples = 743 value = [148, 595] 13293->13294 13771 x7_MO <= 0.5 gini = 0.463 samples = 33 value = [21, 12] 13293->13771 13295 x7_MI <= 0.5 gini = 0.303 samples = 730 value = [136, 594] 13294->13295 13766 x13_6 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 13294->13766 13296 x7_NC <= 0.5 gini = 0.297 samples = 701 value = [127, 574] 13295->13296 13745 x13_6 <= 0.5 gini = 0.428 samples = 29 value = [9, 20] 13295->13745 13297 x7_NJ <= 0.5 gini = 0.316 samples = 616 value = [121, 495] 13296->13297 13728 x14_6 <= 0.5 gini = 0.131 samples = 85 value = [6, 79] 13296->13728 13298 x7_DC <= 0.5 gini = 0.304 samples = 594 value = [111, 483] 13297->13298 13709 x17_astrazeneca <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 13297->13709 13299 x7_OK <= 0.5 gini = 0.297 samples = 589 value = [107, 482] 13298->13299 13706 x13_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13298->13706 13300 x14_9 <= 0.5 gini = 0.296 samples = 587 value = [106, 481] 13299->13300 13705 gini = 0.5 samples = 2 value = [1, 1] 13299->13705 13301 x17_merck <= 0.5 gini = 0.292 samples = 541 value = [96, 445] 13300->13301 13668 x1_TX <= 0.5 gini = 0.34 samples = 46 value = [10, 36] 13300->13668 13302 x1_MT <= 0.5 gini = 0.276 samples = 527 value = [87, 440] 13301->13302 13655 x14_11 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 13301->13655 13303 x14_8 <= 0.5 gini = 0.274 samples = 526 value = [86, 440] 13302->13303 13654 gini = 0.0 samples = 1 value = [1, 0] 13302->13654 13304 x1_NJ <= 0.5 gini = 0.257 samples = 481 value = [73, 408] 13303->13304 13625 x7_MD <= 0.5 gini = 0.411 samples = 45 value = [13, 32] 13303->13625 13305 x13_0 <= 0.5 gini = 0.265 samples = 356 value = [56, 300] 13304->13305 13554 x13_3 <= 0.5 gini = 0.235 samples = 125 value = [17, 108] 13304->13554 13306 x17_other <= 0.5 gini = 0.307 samples = 232 value = [44, 188] 13305->13306 13487 x17_boehringer <= 0.5 gini = 0.175 samples = 124 value = [12, 112] 13305->13487 13307 x7_CA <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 13306->13307 13320 x12_100000000089 <= 0.5 gini = 0.344 samples = 190 value = [42, 148] 13306->13320 13308 x12_100000000286 <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 13307->13308 13319 gini = 0.0 samples = 5 value = [0, 5] 13307->13319 13309 x7_WI <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 13308->13309 13318 gini = 0.0 samples = 1 value = [0, 1] 13308->13318 13310 x7_KY <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 13309->13310 13317 gini = 0.444 samples = 3 value = [1, 2] 13309->13317 13311 x17_astrazeneca <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 13310->13311 13316 gini = 0.0 samples = 1 value = [0, 1] 13310->13316 13312 x12_0 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 13311->13312 13315 gini = 0.0 samples = 12 value = [0, 12] 13311->13315 13313 gini = 0.5 samples = 2 value = [1, 1] 13312->13313 13314 gini = 0.0 samples = 18 value = [0, 18] 13312->13314 13321 x14_2 <= 0.5 gini = 0.34 samples = 189 value = [41, 148] 13320->13321 13486 gini = 0.0 samples = 1 value = [1, 0] 13320->13486 13322 x14_11 <= 0.5 gini = 0.337 samples = 168 value = [36, 132] 13321->13322 13467 x7_MN <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 13321->13467 13323 x13_1 <= 0.5 gini = 0.34 samples = 143 value = [31, 112] 13322->13323 13448 x13_2 <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 13322->13448 13324 x7_WI <= 0.5 gini = 0.35 samples = 115 value = [26, 89] 13323->13324 13425 x14_5 <= 0.5 gini = 0.293 samples = 28 value = [5, 23] 13323->13425 13325 x14_7 <= 0.5 gini = 0.352 samples = 114 value = [26, 88] 13324->13325 13424 gini = 0.0 samples = 1 value = [0, 1] 13324->13424 13326 x13_3 <= 0.5 gini = 0.383 samples = 93 value = [24, 69] 13325->13326 13411 log_spend <= 7.005 gini = 0.172 samples = 21 value = [2, 19] 13325->13411 13327 x7_MD <= 0.5 gini = 0.426 samples = 52 value = [16, 36] 13326->13327 13378 x7_MN <= 0.5 gini = 0.314 samples = 41 value = [8, 33] 13326->13378 13328 x7_MN <= 0.5 gini = 0.431 samples = 51 value = [16, 35] 13327->13328 13377 gini = 0.0 samples = 1 value = [0, 1] 13327->13377 13329 x7_CT <= 0.5 gini = 0.444 samples = 48 value = [16, 32] 13328->13329 13376 gini = 0.0 samples = 3 value = [0, 3] 13328->13376 13330 x7_OH <= 0.5 gini = 0.449 samples = 47 value = [16, 31] 13329->13330 13375 gini = 0.0 samples = 1 value = [0, 1] 13329->13375 13331 x7_OR <= 0.5 gini = 0.433 samples = 41 value = [13, 28] 13330->13331 13370 x1_TN <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13330->13370 13332 x7_IA <= 0.5 gini = 0.439 samples = 40 value = [13, 27] 13331->13332 13369 gini = 0.0 samples = 1 value = [0, 1] 13331->13369 13333 log_spend <= 7.798 gini = 0.444 samples = 39 value = [13, 26] 13332->13333 13368 gini = 0.0 samples = 1 value = [0, 1] 13332->13368 13334 x1_NY <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 13333->13334 13359 x7_AZ <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 13333->13359 13335 x1_AZ <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 13334->13335 13356 x7_AZ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13334->13356 13336 x0_United States <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 13335->13336 13355 gini = 0.0 samples = 1 value = [1, 0] 13335->13355 13337 gini = 0.0 samples = 1 value = [0, 1] 13336->13337 13338 x1_TX <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 13336->13338 13339 x7_TN <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 13338->13339 13350 log_spend <= 6.967 gini = 0.346 samples = 9 value = [2, 7] 13338->13350 13340 x13_2 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 13339->13340 13349 gini = 0.0 samples = 1 value = [0, 1] 13339->13349 13341 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13340->13341 13344 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 13340->13344 13342 gini = 0.444 samples = 3 value = [1, 2] 13341->13342 13343 gini = 0.0 samples = 2 value = [0, 2] 13341->13343 13345 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13344->13345 13348 gini = 0.5 samples = 2 value = [1, 1] 13344->13348 13346 gini = 0.375 samples = 4 value = [1, 3] 13345->13346 13347 gini = 0.0 samples = 1 value = [0, 1] 13345->13347 13351 gini = 0.0 samples = 4 value = [0, 4] 13350->13351 13352 x7_SD <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13350->13352 13353 gini = 0.5 samples = 4 value = [2, 2] 13352->13353 13354 gini = 0.0 samples = 1 value = [0, 1] 13352->13354 13357 gini = 0.0 samples = 4 value = [0, 4] 13356->13357 13358 gini = 0.0 samples = 1 value = [1, 0] 13356->13358 13360 x14_3 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 13359->13360 13367 gini = 0.0 samples = 1 value = [1, 0] 13359->13367 13361 x7_SC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13360->13361 13366 gini = 0.444 samples = 3 value = [2, 1] 13360->13366 13362 x1_TX <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13361->13362 13365 gini = 0.0 samples = 1 value = [0, 1] 13361->13365 13363 gini = 0.375 samples = 4 value = [3, 1] 13362->13363 13364 gini = 0.0 samples = 1 value = [0, 1] 13362->13364 13371 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13370->13371 13374 gini = 0.0 samples = 1 value = [1, 0] 13370->13374 13372 gini = 0.0 samples = 1 value = [1, 0] 13371->13372 13373 gini = 0.375 samples = 4 value = [1, 3] 13371->13373 13379 x7_CA <= 0.5 gini = 0.326 samples = 39 value = [8, 31] 13378->13379 13410 gini = 0.0 samples = 2 value = [0, 2] 13378->13410 13380 x7_PA <= 0.5 gini = 0.291 samples = 34 value = [6, 28] 13379->13380 13407 x1_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13379->13407 13381 x1_UT <= 0.5 gini = 0.305 samples = 32 value = [6, 26] 13380->13381 13406 gini = 0.0 samples = 2 value = [0, 2] 13380->13406 13382 x7_SC <= 0.5 gini = 0.271 samples = 31 value = [5, 26] 13381->13382 13405 gini = 0.0 samples = 1 value = [1, 0] 13381->13405 13383 x14_1 <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 13382->13383 13404 gini = 0.0 samples = 2 value = [0, 2] 13382->13404 13384 x7_WA <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 13383->13384 13403 gini = 0.444 samples = 3 value = [1, 2] 13383->13403 13385 x1_TX <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 13384->13385 13402 gini = 0.0 samples = 1 value = [0, 1] 13384->13402 13386 x7_OH <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 13385->13386 13401 gini = 0.0 samples = 1 value = [0, 1] 13385->13401 13387 x7_IL <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 13386->13387 13400 gini = 0.0 samples = 1 value = [0, 1] 13386->13400 13388 x7_MA <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 13387->13388 13399 gini = 0.0 samples = 1 value = [1, 0] 13387->13399 13389 x7_UT <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 13388->13389 13398 gini = 0.0 samples = 7 value = [0, 7] 13388->13398 13390 x7_NY <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 13389->13390 13397 gini = 0.0 samples = 2 value = [0, 2] 13389->13397 13391 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13390->13391 13394 log_spend <= 6.661 gini = 0.444 samples = 6 value = [2, 4] 13390->13394 13392 gini = 0.375 samples = 4 value = [1, 3] 13391->13392 13393 gini = 0.0 samples = 3 value = [0, 3] 13391->13393 13395 gini = 0.0 samples = 3 value = [0, 3] 13394->13395 13396 gini = 0.444 samples = 3 value = [2, 1] 13394->13396 13408 gini = 0.375 samples = 4 value = [1, 3] 13407->13408 13409 gini = 0.0 samples = 1 value = [1, 0] 13407->13409 13412 gini = 0.0 samples = 6 value = [0, 6] 13411->13412 13413 x7_MA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 13411->13413 13414 x7_MD <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 13413->13414 13423 gini = 0.0 samples = 1 value = [0, 1] 13413->13423 13415 x7_NH <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 13414->13415 13422 gini = 0.0 samples = 2 value = [0, 2] 13414->13422 13416 x7_WA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 13415->13416 13421 gini = 0.0 samples = 1 value = [1, 0] 13415->13421 13417 x1_TN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13416->13417 13420 gini = 0.0 samples = 6 value = [0, 6] 13416->13420 13418 gini = 0.0 samples = 4 value = [0, 4] 13417->13418 13419 gini = 0.0 samples = 1 value = [1, 0] 13417->13419 13426 x1_MO <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 13425->13426 13447 gini = 0.5 samples = 2 value = [1, 1] 13425->13447 13427 x7_IL <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 13426->13427 13446 gini = 0.0 samples = 1 value = [0, 1] 13426->13446 13428 x1_TX <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 13427->13428 13445 gini = 0.5 samples = 2 value = [1, 1] 13427->13445 13429 x14_3 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 13428->13429 13444 gini = 0.444 samples = 3 value = [1, 2] 13428->13444 13430 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 13429->13430 13439 x1_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13429->13439 13431 x6_United States <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 13430->13431 13438 gini = 0.0 samples = 3 value = [0, 3] 13430->13438 13432 gini = 0.0 samples = 1 value = [0, 1] 13431->13432 13433 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13431->13433 13434 x1_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13433->13434 13437 gini = 0.0 samples = 1 value = [0, 1] 13433->13437 13435 gini = 0.0 samples = 5 value = [0, 5] 13434->13435 13436 gini = 0.444 samples = 3 value = [1, 2] 13434->13436 13440 gini = 0.0 samples = 1 value = [0, 1] 13439->13440 13441 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13439->13441 13442 gini = 0.0 samples = 5 value = [0, 5] 13441->13442 13443 gini = 0.0 samples = 1 value = [1, 0] 13441->13443 13449 x1_IL <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 13448->13449 13462 x1_TX <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13448->13462 13450 x7_UT <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 13449->13450 13459 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13449->13459 13451 x1_DC <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 13450->13451 13458 gini = 0.0 samples = 1 value = [0, 1] 13450->13458 13452 x7_TN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 13451->13452 13457 gini = 0.0 samples = 1 value = [0, 1] 13451->13457 13453 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 13452->13453 13456 gini = 0.0 samples = 1 value = [0, 1] 13452->13456 13454 gini = 0.0 samples = 9 value = [0, 9] 13453->13454 13455 gini = 0.0 samples = 1 value = [1, 0] 13453->13455 13460 gini = 0.0 samples = 4 value = [0, 4] 13459->13460 13461 gini = 0.5 samples = 2 value = [1, 1] 13459->13461 13463 x1_NA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13462->13463 13466 gini = 0.0 samples = 1 value = [0, 1] 13462->13466 13464 gini = 0.375 samples = 4 value = [3, 1] 13463->13464 13465 gini = 0.0 samples = 1 value = [0, 1] 13463->13465 13468 x7_WI <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 13467->13468 13485 gini = 0.0 samples = 1 value = [1, 0] 13467->13485 13469 x7_CT <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 13468->13469 13484 gini = 0.0 samples = 1 value = [0, 1] 13468->13484 13470 x7_MO <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 13469->13470 13483 gini = 0.0 samples = 2 value = [0, 2] 13469->13483 13471 x7_CA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 13470->13471 13482 gini = 0.0 samples = 1 value = [0, 1] 13470->13482 13472 x7_OR <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 13471->13472 13481 gini = 0.0 samples = 1 value = [1, 0] 13471->13481 13473 x7_IL <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 13472->13473 13480 gini = 0.0 samples = 2 value = [0, 2] 13472->13480 13474 x7_UT <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 13473->13474 13479 gini = 0.0 samples = 1 value = [0, 1] 13473->13479 13475 x13_1 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 13474->13475 13478 gini = 0.5 samples = 2 value = [1, 1] 13474->13478 13476 gini = 0.0 samples = 6 value = [0, 6] 13475->13476 13477 gini = 0.5 samples = 4 value = [2, 2] 13475->13477 13488 x1_IL <= 0.5 gini = 0.181 samples = 119 value = [12, 107] 13487->13488 13553 gini = 0.0 samples = 5 value = [0, 5] 13487->13553 13489 x0_United States <= 0.5 gini = 0.193 samples = 111 value = [12, 99] 13488->13489 13552 gini = 0.0 samples = 8 value = [0, 8] 13488->13552 13490 gini = 0.0 samples = 5 value = [0, 5] 13489->13490 13491 x7_OR <= 0.5 gini = 0.201 samples = 106 value = [12, 94] 13489->13491 13492 x7_MD <= 0.5 gini = 0.208 samples = 102 value = [12, 90] 13491->13492 13551 gini = 0.0 samples = 4 value = [0, 4] 13491->13551 13493 x7_IL <= 0.5 gini = 0.198 samples = 90 value = [10, 80] 13492->13493 13540 x14_2 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 13492->13540 13494 x14_10 <= 0.5 gini = 0.182 samples = 89 value = [9, 80] 13493->13494 13539 gini = 0.0 samples = 1 value = [1, 0] 13493->13539 13495 log_spend <= 7.874 gini = 0.163 samples = 78 value = [7, 71] 13494->13495 13530 x7_NM <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 13494->13530 13496 x7_NY <= 0.5 gini = 0.081 samples = 71 value = [3, 68] 13495->13496 13525 x14_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 13495->13525 13497 x14_1 <= 0.5 gini = 0.061 samples = 63 value = [2, 61] 13496->13497 13522 x1_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13496->13522 13498 x1_CA <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 13497->13498 13521 gini = 0.0 samples = 12 value = [0, 12] 13497->13521 13499 x14_3 <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 13498->13499 13520 gini = 0.5 samples = 2 value = [1, 1] 13498->13520 13500 x7_AZ <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 13499->13500 13519 gini = 0.0 samples = 10 value = [0, 10] 13499->13519 13501 x7_UT <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 13500->13501 13518 gini = 0.0 samples = 3 value = [0, 3] 13500->13518 13502 x7_NM <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 13501->13502 13517 gini = 0.0 samples = 3 value = [0, 3] 13501->13517 13503 x7_OH <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 13502->13503 13516 gini = 0.0 samples = 4 value = [0, 4] 13502->13516 13504 x14_5 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 13503->13504 13515 gini = 0.0 samples = 1 value = [0, 1] 13503->13515 13505 x14_11 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 13504->13505 13514 gini = 0.0 samples = 9 value = [0, 9] 13504->13514 13506 x7_NV <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 13505->13506 13513 gini = 0.0 samples = 3 value = [0, 3] 13505->13513 13507 x7_CT <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 13506->13507 13512 gini = 0.0 samples = 6 value = [0, 6] 13506->13512 13508 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13507->13508 13511 gini = 0.0 samples = 1 value = [0, 1] 13507->13511 13509 gini = 0.0 samples = 7 value = [0, 7] 13508->13509 13510 gini = 0.5 samples = 2 value = [1, 1] 13508->13510 13523 gini = 0.0 samples = 7 value = [0, 7] 13522->13523 13524 gini = 0.0 samples = 1 value = [1, 0] 13522->13524 13526 x1_TN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13525->13526 13529 gini = 0.0 samples = 2 value = [0, 2] 13525->13529 13527 gini = 0.375 samples = 4 value = [3, 1] 13526->13527 13528 gini = 0.0 samples = 1 value = [1, 0] 13526->13528 13531 x7_AR <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 13530->13531 13538 gini = 0.0 samples = 1 value = [0, 1] 13530->13538 13532 x7_UT <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13531->13532 13537 gini = 0.0 samples = 1 value = [1, 0] 13531->13537 13533 x1_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13532->13533 13536 gini = 0.0 samples = 1 value = [0, 1] 13532->13536 13534 gini = 0.375 samples = 4 value = [1, 3] 13533->13534 13535 gini = 0.0 samples = 4 value = [0, 4] 13533->13535 13541 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13540->13541 13550 gini = 0.444 samples = 3 value = [1, 2] 13540->13550 13542 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13541->13542 13549 gini = 0.0 samples = 2 value = [0, 2] 13541->13549 13543 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13542->13543 13548 gini = 0.0 samples = 1 value = [0, 1] 13542->13548 13544 log_spend <= 7.561 gini = 0.32 samples = 5 value = [1, 4] 13543->13544 13547 gini = 0.0 samples = 1 value = [0, 1] 13543->13547 13545 gini = 0.0 samples = 4 value = [0, 4] 13544->13545 13546 gini = 0.0 samples = 1 value = [1, 0] 13544->13546 13555 x7_CA <= 0.5 gini = 0.229 samples = 91 value = [12, 79] 13554->13555 13602 x17_sanofi <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 13554->13602 13556 x7_OH <= 0.5 gini = 0.206 samples = 77 value = [9, 68] 13555->13556 13593 x17_other <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 13555->13593 13557 x7_WY <= 0.5 gini = 0.195 samples = 73 value = [8, 65] 13556->13557 13592 gini = 0.375 samples = 4 value = [1, 3] 13556->13592 13558 x13_0 <= 0.5 gini = 0.176 samples = 72 value = [7, 65] 13557->13558 13591 gini = 0.0 samples = 1 value = [1, 0] 13557->13591 13559 log_spend <= 6.596 gini = 0.198 samples = 63 value = [7, 56] 13558->13559 13590 gini = 0.0 samples = 9 value = [0, 9] 13558->13590 13560 x7_PA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 13559->13560 13577 x14_5 <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 13559->13577 13561 x7_CT <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 13560->13561 13576 gini = 0.0 samples = 1 value = [0, 1] 13560->13576 13562 x7_TN <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 13561->13562 13575 gini = 0.0 samples = 1 value = [1, 0] 13561->13575 13563 x7_MN <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 13562->13563 13574 gini = 0.0 samples = 1 value = [0, 1] 13562->13574 13564 x7_IL <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 13563->13564 13573 gini = 0.0 samples = 1 value = [0, 1] 13563->13573 13565 x14_6 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 13564->13565 13572 gini = 0.0 samples = 2 value = [0, 2] 13564->13572 13566 x7_CO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13565->13566 13571 gini = 0.0 samples = 2 value = [2, 0] 13565->13571 13567 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13566->13567 13570 gini = 0.0 samples = 1 value = [0, 1] 13566->13570 13568 gini = 0.0 samples = 6 value = [0, 6] 13567->13568 13569 gini = 0.0 samples = 1 value = [1, 0] 13567->13569 13578 x14_10 <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 13577->13578 13589 gini = 0.0 samples = 7 value = [0, 7] 13577->13589 13579 x7_OR <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 13578->13579 13588 gini = 0.0 samples = 7 value = [0, 7] 13578->13588 13580 x7_IA <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 13579->13580 13587 gini = 0.0 samples = 3 value = [0, 3] 13579->13587 13581 log_spend <= 7.589 gini = 0.185 samples = 29 value = [3, 26] 13580->13581 13586 gini = 0.0 samples = 1 value = [0, 1] 13580->13586 13582 gini = 0.0 samples = 14 value = [0, 14] 13581->13582 13583 x13_4 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 13581->13583 13584 gini = 0.0 samples = 12 value = [0, 12] 13583->13584 13585 gini = 0.0 samples = 3 value = [3, 0] 13583->13585 13594 gini = 0.0 samples = 5 value = [0, 5] 13593->13594 13595 x14_1 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 13593->13595 13596 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 13595->13596 13601 gini = 0.0 samples = 1 value = [0, 1] 13595->13601 13597 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13596->13597 13600 gini = 0.0 samples = 2 value = [0, 2] 13596->13600 13598 gini = 0.5 samples = 4 value = [2, 2] 13597->13598 13599 gini = 0.5 samples = 2 value = [1, 1] 13597->13599 13603 x7_IL <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 13602->13603 13624 gini = 0.0 samples = 1 value = [0, 1] 13602->13624 13604 x12_0 <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 13603->13604 13623 gini = 0.5 samples = 2 value = [1, 1] 13603->13623 13605 gini = 0.0 samples = 1 value = [1, 0] 13604->13605 13606 x14_1 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 13604->13606 13607 x14_5 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 13606->13607 13622 gini = 0.0 samples = 1 value = [0, 1] 13606->13622 13608 x7_NY <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 13607->13608 13621 gini = 0.0 samples = 7 value = [0, 7] 13607->13621 13609 x7_SC <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 13608->13609 13620 gini = 0.0 samples = 1 value = [0, 1] 13608->13620 13610 x14_6 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 13609->13610 13619 gini = 0.0 samples = 9 value = [0, 9] 13609->13619 13611 x7_MD <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 13610->13611 13618 gini = 0.0 samples = 1 value = [0, 1] 13610->13618 13612 x14_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 13611->13612 13617 gini = 0.5 samples = 2 value = [1, 1] 13611->13617 13613 log_spend <= 8.253 gini = 0.375 samples = 8 value = [2, 6] 13612->13613 13616 gini = 0.0 samples = 1 value = [0, 1] 13612->13616 13614 gini = 0.5 samples = 4 value = [2, 2] 13613->13614 13615 gini = 0.0 samples = 4 value = [0, 4] 13613->13615 13626 x13_1 <= 0.5 gini = 0.422 samples = 43 value = [13, 30] 13625->13626 13653 gini = 0.0 samples = 2 value = [0, 2] 13625->13653 13627 x7_IL <= 0.5 gini = 0.418 samples = 37 value = [11, 26] 13626->13627 13650 x0_United States <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13626->13650 13628 x13_2 <= 0.5 gini = 0.415 samples = 34 value = [10, 24] 13627->13628 13649 gini = 0.444 samples = 3 value = [1, 2] 13627->13649 13629 x1_NA <= 0.5 gini = 0.412 samples = 31 value = [9, 22] 13628->13629 13648 gini = 0.444 samples = 3 value = [1, 2] 13628->13648 13630 x17_pfizer <= 0.5 gini = 0.42 samples = 30 value = [9, 21] 13629->13630 13647 gini = 0.0 samples = 1 value = [0, 1] 13629->13647 13631 x1_CA <= 0.5 gini = 0.408 samples = 28 value = [8, 20] 13630->13631 13646 gini = 0.5 samples = 2 value = [1, 1] 13630->13646 13632 log_spend <= 7.329 gini = 0.33 samples = 24 value = [5, 19] 13631->13632 13645 gini = 0.375 samples = 4 value = [3, 1] 13631->13645 13633 x1_NJ <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 13632->13633 13638 x1_AL <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 13632->13638 13634 gini = 0.0 samples = 4 value = [0, 4] 13633->13634 13635 x7_SC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13633->13635 13636 gini = 0.375 samples = 4 value = [3, 1] 13635->13636 13637 gini = 0.0 samples = 1 value = [0, 1] 13635->13637 13639 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13638->13639 13644 gini = 0.0 samples = 1 value = [1, 0] 13638->13644 13640 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13639->13640 13643 gini = 0.0 samples = 7 value = [0, 7] 13639->13643 13641 gini = 0.5 samples = 2 value = [1, 1] 13640->13641 13642 gini = 0.0 samples = 5 value = [0, 5] 13640->13642 13651 gini = 0.0 samples = 2 value = [0, 2] 13650->13651 13652 gini = 0.5 samples = 4 value = [2, 2] 13650->13652 13656 x13_1 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 13655->13656 13667 gini = 0.0 samples = 1 value = [0, 1] 13655->13667 13657 x13_4 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 13656->13657 13666 gini = 0.0 samples = 1 value = [1, 0] 13656->13666 13658 x13_0 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 13657->13658 13665 gini = 0.0 samples = 2 value = [2, 0] 13657->13665 13659 x13_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13658->13659 13662 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13658->13662 13660 gini = 0.375 samples = 4 value = [3, 1] 13659->13660 13661 gini = 0.0 samples = 1 value = [1, 0] 13659->13661 13663 gini = 0.5 samples = 4 value = [2, 2] 13662->13663 13664 gini = 0.0 samples = 1 value = [0, 1] 13662->13664 13669 log_spend <= 8.542 gini = 0.363 samples = 42 value = [10, 32] 13668->13669 13704 gini = 0.0 samples = 4 value = [0, 4] 13668->13704 13670 x7_ID <= 0.5 gini = 0.326 samples = 39 value = [8, 31] 13669->13670 13703 gini = 0.444 samples = 3 value = [2, 1] 13669->13703 13671 x7_NY <= 0.5 gini = 0.332 samples = 38 value = [8, 30] 13670->13671 13702 gini = 0.0 samples = 1 value = [0, 1] 13670->13702 13672 x17_other <= 0.5 gini = 0.346 samples = 36 value = [8, 28] 13671->13672 13701 gini = 0.0 samples = 2 value = [0, 2] 13671->13701 13673 x0_Great Britain (Uk) <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 13672->13673 13680 x13_2 <= 0.5 gini = 0.393 samples = 26 value = [7, 19] 13672->13680 13674 x12_100000000067 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13673->13674 13679 gini = 0.0 samples = 2 value = [0, 2] 13673->13679 13675 x17_boehringer <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13674->13675 13678 gini = 0.0 samples = 1 value = [0, 1] 13674->13678 13676 gini = 0.444 samples = 3 value = [1, 2] 13675->13676 13677 gini = 0.0 samples = 4 value = [0, 4] 13675->13677 13681 x7_PA <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 13680->13681 13696 x7_OH <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13680->13696 13682 x13_4 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 13681->13682 13695 gini = 0.0 samples = 2 value = [2, 0] 13681->13695 13683 x7_WA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13682->13683 13688 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 13682->13688 13684 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13683->13684 13687 gini = 0.0 samples = 4 value = [0, 4] 13683->13687 13685 gini = 0.0 samples = 3 value = [0, 3] 13684->13685 13686 gini = 0.5 samples = 2 value = [1, 1] 13684->13686 13689 x1_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 13688->13689 13694 gini = 0.5 samples = 2 value = [1, 1] 13688->13694 13690 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13689->13690 13693 gini = 0.0 samples = 1 value = [0, 1] 13689->13693 13691 gini = 0.444 samples = 3 value = [1, 2] 13690->13691 13692 gini = 0.0 samples = 3 value = [0, 3] 13690->13692 13697 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13696->13697 13700 gini = 0.0 samples = 1 value = [0, 1] 13696->13700 13698 gini = 0.5 samples = 2 value = [1, 1] 13697->13698 13699 gini = 0.444 samples = 3 value = [1, 2] 13697->13699 13707 gini = 0.444 samples = 3 value = [2, 1] 13706->13707 13708 gini = 0.0 samples = 2 value = [2, 0] 13706->13708 13710 x1_TX <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 13709->13710 13727 gini = 0.0 samples = 5 value = [0, 5] 13709->13727 13711 x14_10 <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 13710->13711 13726 gini = 0.0 samples = 2 value = [0, 2] 13710->13726 13712 x14_6 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 13711->13712 13725 gini = 0.0 samples = 3 value = [3, 0] 13711->13725 13713 x12_100000000286 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 13712->13713 13724 gini = 0.0 samples = 1 value = [1, 0] 13712->13724 13714 x17_other <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 13713->13714 13723 gini = 0.0 samples = 1 value = [1, 0] 13713->13723 13715 gini = 0.0 samples = 2 value = [2, 0] 13714->13715 13716 x13_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 13714->13716 13717 x1_NJ <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 13716->13717 13722 gini = 0.0 samples = 1 value = [0, 1] 13716->13722 13718 gini = 0.0 samples = 2 value = [2, 0] 13717->13718 13719 log_spend <= 7.457 gini = 0.32 samples = 5 value = [1, 4] 13717->13719 13720 gini = 0.0 samples = 2 value = [0, 2] 13719->13720 13721 gini = 0.444 samples = 3 value = [1, 2] 13719->13721 13729 x17_merck <= 0.5 gini = 0.115 samples = 82 value = [5, 77] 13728->13729 13744 gini = 0.444 samples = 3 value = [1, 2] 13728->13744 13730 x14_8 <= 0.5 gini = 0.094 samples = 81 value = [4, 77] 13729->13730 13743 gini = 0.0 samples = 1 value = [1, 0] 13729->13743 13731 x13_4 <= 0.5 gini = 0.109 samples = 69 value = [4, 65] 13730->13731 13742 gini = 0.0 samples = 12 value = [0, 12] 13730->13742 13732 x14_10 <= 0.5 gini = 0.061 samples = 64 value = [2, 62] 13731->13732 13739 x1_NA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13731->13739 13733 x1_AZ <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 13732->13733 13736 x17_sanofi <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13732->13736 13734 gini = 0.0 samples = 49 value = [0, 49] 13733->13734 13735 gini = 0.0 samples = 1 value = [1, 0] 13733->13735 13737 gini = 0.5 samples = 2 value = [1, 1] 13736->13737 13738 gini = 0.0 samples = 12 value = [0, 12] 13736->13738 13740 gini = 0.444 samples = 3 value = [2, 1] 13739->13740 13741 gini = 0.0 samples = 2 value = [0, 2] 13739->13741 13746 x14_9 <= 0.5 gini = 0.408 samples = 28 value = [8, 20] 13745->13746 13765 gini = 0.0 samples = 1 value = [1, 0] 13745->13765 13747 x13_4 <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 13746->13747 13762 log_spend <= 7.819 gini = 0.32 samples = 5 value = [1, 4] 13746->13762 13748 x14_2 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 13747->13748 13761 gini = 0.0 samples = 6 value = [0, 6] 13747->13761 13749 x13_1 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 13748->13749 13760 gini = 0.444 samples = 3 value = [1, 2] 13748->13760 13750 x1_CA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 13749->13750 13759 gini = 0.0 samples = 2 value = [2, 0] 13749->13759 13751 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13750->13751 13754 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13750->13754 13752 gini = 0.0 samples = 4 value = [0, 4] 13751->13752 13753 gini = 0.0 samples = 2 value = [2, 0] 13751->13753 13755 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 13754->13755 13758 gini = 0.0 samples = 1 value = [0, 1] 13754->13758 13756 gini = 0.5 samples = 4 value = [2, 2] 13755->13756 13757 gini = 0.0 samples = 1 value = [0, 1] 13755->13757 13763 gini = 0.0 samples = 3 value = [0, 3] 13762->13763 13764 gini = 0.5 samples = 2 value = [1, 1] 13762->13764 13767 x14_8 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 13766->13767 13770 gini = 0.0 samples = 1 value = [1, 0] 13766->13770 13768 gini = 0.0 samples = 9 value = [9, 0] 13767->13768 13769 gini = 0.444 samples = 3 value = [2, 1] 13767->13769 13772 x7_RI <= 0.5 gini = 0.469 samples = 32 value = [20, 12] 13771->13772 13805 gini = 0.0 samples = 1 value = [1, 0] 13771->13805 13773 x14_11 <= 0.5 gini = 0.475 samples = 31 value = [19, 12] 13772->13773 13804 gini = 0.0 samples = 1 value = [1, 0] 13772->13804 13774 x13_3 <= 0.5 gini = 0.452 samples = 29 value = [19, 10] 13773->13774 13803 gini = 0.0 samples = 2 value = [0, 2] 13773->13803 13775 x7_IL <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 13774->13775 13786 x7_CO <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 13774->13786 13776 x14_10 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 13775->13776 13785 gini = 0.0 samples = 2 value = [0, 2] 13775->13785 13777 x13_4 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 13776->13777 13784 gini = 0.0 samples = 1 value = [0, 1] 13776->13784 13778 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 13777->13778 13783 gini = 0.5 samples = 4 value = [2, 2] 13777->13783 13779 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 13778->13779 13782 gini = 0.0 samples = 1 value = [1, 0] 13778->13782 13780 gini = 0.375 samples = 4 value = [3, 1] 13779->13780 13781 gini = 0.0 samples = 1 value = [0, 1] 13779->13781 13787 x7_PA <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 13786->13787 13802 gini = 0.0 samples = 1 value = [1, 0] 13786->13802 13788 x14_7 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 13787->13788 13801 gini = 0.0 samples = 1 value = [1, 0] 13787->13801 13789 x7_OH <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 13788->13789 13800 gini = 0.0 samples = 5 value = [5, 0] 13788->13800 13790 x7_CA <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 13789->13790 13799 gini = 0.0 samples = 1 value = [0, 1] 13789->13799 13791 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 13790->13791 13798 gini = 0.0 samples = 1 value = [1, 0] 13790->13798 13792 x7_UT <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 13791->13792 13797 gini = 0.0 samples = 1 value = [0, 1] 13791->13797 13793 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 13792->13793 13796 gini = 0.0 samples = 1 value = [1, 0] 13792->13796 13794 gini = 0.375 samples = 4 value = [3, 1] 13793->13794 13795 gini = 0.0 samples = 1 value = [1, 0] 13793->13795 13808 gini = 0.0 samples = 36 value = [0, 36] 13807->13808 13809 x1_TX <= 0.5 gini = 0.096 samples = 79 value = [4, 75] 13807->13809 13810 x14_6 <= 0.5 gini = 0.135 samples = 55 value = [4, 51] 13809->13810 13837 gini = 0.0 samples = 24 value = [0, 24] 13809->13837 13811 x13_2 <= 0.5 gini = 0.15 samples = 49 value = [4, 45] 13810->13811 13836 gini = 0.0 samples = 6 value = [0, 6] 13810->13836 13812 x0_United States <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 13811->13812 13831 x1_NJ <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 13811->13831 13813 gini = 0.0 samples = 1 value = [0, 1] 13812->13813 13814 x14_3 <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 13812->13814 13815 x1_IL <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 13814->13815 13830 gini = 0.0 samples = 8 value = [0, 8] 13814->13830 13816 x14_9 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 13815->13816 13829 gini = 0.0 samples = 4 value = [0, 4] 13815->13829 13817 x13_0 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 13816->13817 13828 gini = 0.0 samples = 4 value = [0, 4] 13816->13828 13818 x14_1 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 13817->13818 13827 gini = 0.0 samples = 2 value = [0, 2] 13817->13827 13819 x1_NJ <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 13818->13819 13826 gini = 0.0 samples = 4 value = [0, 4] 13818->13826 13820 x13_3 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 13819->13820 13825 gini = 0.0 samples = 7 value = [0, 7] 13819->13825 13821 gini = 0.0 samples = 2 value = [2, 0] 13820->13821 13822 x1_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13820->13822 13823 gini = 0.0 samples = 3 value = [0, 3] 13822->13823 13824 gini = 0.444 samples = 3 value = [1, 2] 13822->13824 13832 gini = 0.0 samples = 3 value = [0, 3] 13831->13832 13833 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13831->13833 13834 gini = 0.0 samples = 5 value = [0, 5] 13833->13834 13835 gini = 0.444 samples = 3 value = [1, 2] 13833->13835 13839 x17_merck <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 13838->13839 13856 x7_MA <= 0.5 gini = 0.204 samples = 52 value = [6, 46] 13838->13856 13840 x7_CO <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 13839->13840 13855 gini = 0.5 samples = 4 value = [2, 2] 13839->13855 13841 x1_NA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 13840->13841 13854 gini = 0.0 samples = 2 value = [0, 2] 13840->13854 13842 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13841->13842 13853 gini = 0.0 samples = 2 value = [0, 2] 13841->13853 13843 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 13842->13843 13852 gini = 0.0 samples = 3 value = [0, 3] 13842->13852 13844 x7_TN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 13843->13844 13851 gini = 0.0 samples = 1 value = [0, 1] 13843->13851 13845 x7_LA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13844->13845 13850 gini = 0.0 samples = 1 value = [0, 1] 13844->13850 13846 x17_pfizer <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 13845->13846 13849 gini = 0.0 samples = 1 value = [0, 1] 13845->13849 13847 gini = 0.0 samples = 7 value = [0, 7] 13846->13847 13848 gini = 0.0 samples = 1 value = [1, 0] 13846->13848 13857 x7_VA <= 0.5 gini = 0.215 samples = 49 value = [6, 43] 13856->13857 13880 gini = 0.0 samples = 3 value = [0, 3] 13856->13880 13858 x7_NC <= 0.5 gini = 0.19 samples = 47 value = [5, 42] 13857->13858 13879 gini = 0.5 samples = 2 value = [1, 1] 13857->13879 13859 x7_OR <= 0.5 gini = 0.165 samples = 44 value = [4, 40] 13858->13859 13878 gini = 0.444 samples = 3 value = [1, 2] 13858->13878 13860 x7_CA <= 0.5 gini = 0.172 samples = 42 value = [4, 38] 13859->13860 13877 gini = 0.0 samples = 2 value = [0, 2] 13859->13877 13861 x7_MI <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 13860->13861 13874 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 13860->13874 13862 x1_NJ <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 13861->13862 13873 gini = 0.0 samples = 3 value = [0, 3] 13861->13873 13863 gini = 0.0 samples = 18 value = [0, 18] 13862->13863 13864 x13_4 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 13862->13864 13865 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13864->13865 13872 gini = 0.0 samples = 1 value = [0, 1] 13864->13872 13866 gini = 0.0 samples = 8 value = [0, 8] 13865->13866 13867 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 13865->13867 13868 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13867->13868 13871 gini = 0.0 samples = 1 value = [0, 1] 13867->13871 13869 gini = 0.375 samples = 4 value = [1, 3] 13868->13869 13870 gini = 0.0 samples = 1 value = [0, 1] 13868->13870 13875 gini = 0.444 samples = 3 value = [2, 1] 13874->13875 13876 gini = 0.444 samples = 3 value = [1, 2] 13874->13876 13882 gini = 0.0 samples = 34 value = [0, 34] 13881->13882 13883 x13_3 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 13881->13883 13884 x13_1 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 13883->13884 13889 gini = 0.0 samples = 3 value = [0, 3] 13883->13889 13885 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 13884->13885 13888 gini = 0.0 samples = 4 value = [0, 4] 13884->13888 13886 gini = 0.0 samples = 5 value = [0, 5] 13885->13886 13887 gini = 0.375 samples = 4 value = [1, 3] 13885->13887 13891 x7_WA <= 0.5 gini = 0.067 samples = 434 value = [15, 419] 13890->13891 14052 gini = 0.0 samples = 13 value = [0, 13] 13890->14052 13892 x7_LA <= 0.5 gini = 0.067 samples = 429 value = [15, 414] 13891->13892 14051 gini = 0.0 samples = 5 value = [0, 5] 13891->14051 13893 x13_0 <= 0.5 gini = 0.068 samples = 423 value = [15, 408] 13892->13893 14050 gini = 0.0 samples = 6 value = [0, 6] 13892->14050 13894 x7_OK <= 0.5 gini = 0.073 samples = 368 value = [14, 354] 13893->13894 14041 x12_100000005449 <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 13893->14041 13895 x14_7 <= 0.5 gini = 0.074 samples = 363 value = [14, 349] 13894->13895 14040 gini = 0.0 samples = 5 value = [0, 5] 13894->14040 13896 x13_6 <= 0.5 gini = 0.068 samples = 339 value = [12, 327] 13895->13896 14027 x7_NC <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 13895->14027 13897 x7_NA <= 0.5 gini = 0.074 samples = 312 value = [12, 300] 13896->13897 14026 gini = 0.0 samples = 27 value = [0, 27] 13896->14026 13898 x14_4 <= 0.5 gini = 0.078 samples = 296 value = [12, 284] 13897->13898 14025 gini = 0.0 samples = 16 value = [0, 16] 13897->14025 13899 x14_9 <= 0.5 gini = 0.074 samples = 284 value = [11, 273] 13898->13899 14014 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 13898->14014 13900 x7_KY <= 0.5 gini = 0.071 samples = 243 value = [9, 234] 13899->13900 13997 x13_3 <= 0.5 gini = 0.093 samples = 41 value = [2, 39] 13899->13997 13901 x7_OH <= 0.5 gini = 0.065 samples = 239 value = [8, 231] 13900->13901 13996 gini = 0.375 samples = 4 value = [1, 3] 13900->13996 13902 x12_0 <= 0.5 gini = 0.067 samples = 231 value = [8, 223] 13901->13902 13995 gini = 0.0 samples = 8 value = [0, 8] 13901->13995 13903 x14_5 <= 0.5 gini = 0.043 samples = 180 value = [4, 176] 13902->13903 13960 x13_2 <= 0.5 gini = 0.145 samples = 51 value = [4, 47] 13902->13960 13904 x14_8 <= 0.5 gini = 0.053 samples = 148 value = [4, 144] 13903->13904 13959 gini = 0.0 samples = 32 value = [0, 32] 13903->13959 13905 x7_MS <= 0.5 gini = 0.061 samples = 128 value = [4, 124] 13904->13905 13958 gini = 0.0 samples = 20 value = [0, 20] 13904->13958 13906 x7_GA <= 0.5 gini = 0.061 samples = 127 value = [4, 123] 13905->13906 13957 gini = 0.0 samples = 1 value = [0, 1] 13905->13957 13907 x7_VA <= 0.5 gini = 0.065 samples = 119 value = [4, 115] 13906->13907 13956 gini = 0.0 samples = 8 value = [0, 8] 13906->13956 13908 x7_CT <= 0.5 gini = 0.067 samples = 115 value = [4, 111] 13907->13908 13955 gini = 0.0 samples = 4 value = [0, 4] 13907->13955 13909 x7_NC <= 0.5 gini = 0.069 samples = 112 value = [4, 108] 13908->13909 13954 gini = 0.0 samples = 3 value = [0, 3] 13908->13954 13910 x7_HI <= 0.5 gini = 0.074 samples = 104 value = [4, 100] 13909->13910 13953 gini = 0.0 samples = 8 value = [0, 8] 13909->13953 13911 x14_11 <= 0.5 gini = 0.075 samples = 103 value = [4, 99] 13910->13911 13952 gini = 0.0 samples = 1 value = [0, 1] 13910->13952 13912 x7_CA <= 0.5 gini = 0.048 samples = 82 value = [2, 80] 13911->13912 13937 x7_NJ <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 13911->13937 13913 x7_PR <= 0.5 gini = 0.053 samples = 74 value = [2, 72] 13912->13913 13936 gini = 0.0 samples = 8 value = [0, 8] 13912->13936 13914 x14_1 <= 0.5 gini = 0.054 samples = 72 value = [2, 70] 13913->13914 13935 gini = 0.0 samples = 2 value = [0, 2] 13913->13935 13915 x13_3 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 13914->13915 13924 x13_4 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 13914->13924 13916 x7_MO <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 13915->13916 13923 gini = 0.0 samples = 11 value = [0, 11] 13915->13923 13917 log_spend <= 7.91 gini = 0.053 samples = 37 value = [1, 36] 13916->13917 13922 gini = 0.0 samples = 3 value = [0, 3] 13916->13922 13918 gini = 0.0 samples = 24 value = [0, 24] 13917->13918 13919 log_spend <= 7.98 gini = 0.142 samples = 13 value = [1, 12] 13917->13919 13920 gini = 0.0 samples = 1 value = [1, 0] 13919->13920 13921 gini = 0.0 samples = 12 value = [0, 12] 13919->13921 13925 x7_MT <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 13924->13925 13934 gini = 0.0 samples = 2 value = [0, 2] 13924->13934 13926 x7_WI <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 13925->13926 13933 gini = 0.0 samples = 2 value = [0, 2] 13925->13933 13927 x7_MN <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 13926->13927 13932 gini = 0.0 samples = 2 value = [0, 2] 13926->13932 13928 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13927->13928 13931 gini = 0.0 samples = 1 value = [0, 1] 13927->13931 13929 gini = 0.0 samples = 12 value = [0, 12] 13928->13929 13930 gini = 0.5 samples = 2 value = [1, 1] 13928->13930 13938 x7_KS <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 13937->13938 13951 gini = 0.0 samples = 1 value = [0, 1] 13937->13951 13939 x7_CA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 13938->13939 13950 gini = 0.0 samples = 1 value = [0, 1] 13938->13950 13940 x7_MO <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 13939->13940 13949 gini = 0.444 samples = 3 value = [1, 2] 13939->13949 13941 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 13940->13941 13948 gini = 0.0 samples = 2 value = [0, 2] 13940->13948 13942 x7_CO <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 13941->13942 13947 gini = 0.0 samples = 2 value = [0, 2] 13941->13947 13943 log_spend <= 6.634 gini = 0.165 samples = 11 value = [1, 10] 13942->13943 13946 gini = 0.0 samples = 1 value = [0, 1] 13942->13946 13944 gini = 0.444 samples = 3 value = [1, 2] 13943->13944 13945 gini = 0.0 samples = 8 value = [0, 8] 13943->13945 13961 x7_NC <= 0.5 gini = 0.162 samples = 45 value = [4, 41] 13960->13961 13994 gini = 0.0 samples = 6 value = [0, 6] 13960->13994 13962 x7_NE <= 0.5 gini = 0.176 samples = 41 value = [4, 37] 13961->13962 13993 gini = 0.0 samples = 4 value = [0, 4] 13961->13993 13963 x7_WV <= 0.5 gini = 0.184 samples = 39 value = [4, 35] 13962->13963 13992 gini = 0.0 samples = 2 value = [0, 2] 13962->13992 13964 x7_NV <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 13963->13964 13991 gini = 0.0 samples = 1 value = [1, 0] 13963->13991 13965 x7_MI <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 13964->13965 13990 gini = 0.0 samples = 1 value = [0, 1] 13964->13990 13966 x7_VA <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 13965->13966 13989 gini = 0.0 samples = 1 value = [0, 1] 13965->13989 13967 x14_1 <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 13966->13967 13988 gini = 0.0 samples = 4 value = [0, 4] 13966->13988 13968 x7_GA <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 13967->13968 13987 gini = 0.0 samples = 8 value = [0, 8] 13967->13987 13969 x7_RI <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 13968->13969 13986 gini = 0.0 samples = 2 value = [0, 2] 13968->13986 13970 x13_3 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 13969->13970 13985 gini = 0.0 samples = 1 value = [0, 1] 13969->13985 13971 x14_2 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 13970->13971 13982 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 13970->13982 13972 x7_FL <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 13971->13972 13981 gini = 0.0 samples = 1 value = [0, 1] 13971->13981 13973 x13_1 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 13972->13973 13980 gini = 0.0 samples = 2 value = [0, 2] 13972->13980 13974 gini = 0.0 samples = 6 value = [0, 6] 13973->13974 13975 x7_SC <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 13973->13975 13976 x7_CO <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 13975->13976 13979 gini = 0.0 samples = 1 value = [0, 1] 13975->13979 13977 gini = 0.5 samples = 4 value = [2, 2] 13976->13977 13978 gini = 0.0 samples = 2 value = [0, 2] 13976->13978 13983 gini = 0.0 samples = 4 value = [0, 4] 13982->13983 13984 gini = 0.0 samples = 1 value = [1, 0] 13982->13984 13998 x7_FL <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 13997->13998 14013 gini = 0.444 samples = 3 value = [1, 2] 13997->14013 13999 x7_OR <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 13998->13999 14012 gini = 0.0 samples = 6 value = [0, 6] 13998->14012 14000 x7_TN <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 13999->14000 14011 gini = 0.0 samples = 3 value = [0, 3] 13999->14011 14001 x7_VA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 14000->14001 14010 gini = 0.0 samples = 1 value = [0, 1] 14000->14010 14002 x7_MD <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 14001->14002 14009 gini = 0.0 samples = 2 value = [0, 2] 14001->14009 14003 x7_GA <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 14002->14003 14008 gini = 0.0 samples = 2 value = [0, 2] 14002->14008 14004 x13_4 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 14003->14004 14007 gini = 0.0 samples = 2 value = [0, 2] 14003->14007 14005 gini = 0.444 samples = 3 value = [1, 2] 14004->14005 14006 gini = 0.0 samples = 19 value = [0, 19] 14004->14006 14015 x7_PA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 14014->14015 14024 gini = 0.0 samples = 1 value = [0, 1] 14014->14024 14016 x7_MD <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 14015->14016 14023 gini = 0.0 samples = 1 value = [0, 1] 14015->14023 14017 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14016->14017 14022 gini = 0.0 samples = 2 value = [0, 2] 14016->14022 14018 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14017->14018 14021 gini = 0.0 samples = 1 value = [0, 1] 14017->14021 14019 gini = 0.0 samples = 1 value = [1, 0] 14018->14019 14020 gini = 0.0 samples = 6 value = [0, 6] 14018->14020 14028 x13_6 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 14027->14028 14039 gini = 0.0 samples = 1 value = [0, 1] 14027->14039 14029 x13_3 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 14028->14029 14038 gini = 0.0 samples = 1 value = [1, 0] 14028->14038 14030 x7_IL <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 14029->14030 14037 gini = 0.0 samples = 3 value = [0, 3] 14029->14037 14031 x13_2 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 14030->14031 14036 gini = 0.0 samples = 1 value = [0, 1] 14030->14036 14032 x6_United States <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14031->14032 14035 gini = 0.0 samples = 13 value = [0, 13] 14031->14035 14033 gini = 0.0 samples = 2 value = [0, 2] 14032->14033 14034 gini = 0.444 samples = 3 value = [1, 2] 14032->14034 14042 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 14041->14042 14049 gini = 0.0 samples = 43 value = [0, 43] 14041->14049 14043 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 14042->14043 14048 gini = 0.0 samples = 2 value = [0, 2] 14042->14048 14044 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14043->14044 14047 gini = 0.0 samples = 2 value = [0, 2] 14043->14047 14045 gini = 0.0 samples = 7 value = [0, 7] 14044->14045 14046 gini = 0.0 samples = 1 value = [1, 0] 14044->14046 14055 log_spend <= 5.539 gini = 0.497 samples = 96 value = [52, 44] 14054->14055 14134 gini = 0.0 samples = 4 value = [0, 4] 14054->14134 14056 x7_MD <= 0.5 gini = 0.198 samples = 36 value = [32, 4] 14055->14056 14087 x7_HI <= 0.5 gini = 0.444 samples = 60 value = [20, 40] 14055->14087 14057 x13_3 <= 0.5 gini = 0.121 samples = 31 value = [29, 2] 14056->14057 14084 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 14056->14084 14058 x7_DC <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 14057->14058 14079 x7_CO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 14057->14079 14059 x14_10 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 14058->14059 14078 gini = 0.0 samples = 1 value = [1, 0] 14058->14078 14060 x7_CO <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 14059->14060 14077 gini = 0.0 samples = 4 value = [4, 0] 14059->14077 14061 x7_MN <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 14060->14061 14076 gini = 0.0 samples = 1 value = [1, 0] 14060->14076 14062 x14_1 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 14061->14062 14075 gini = 0.0 samples = 1 value = [1, 0] 14061->14075 14063 x7_MS <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 14062->14063 14074 gini = 0.0 samples = 1 value = [1, 0] 14062->14074 14064 x14_3 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 14063->14064 14073 gini = 0.0 samples = 1 value = [1, 0] 14063->14073 14065 x7_CA <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 14064->14065 14072 gini = 0.0 samples = 1 value = [1, 0] 14064->14072 14066 x12_100000000255 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 14065->14066 14071 gini = 0.0 samples = 2 value = [2, 0] 14065->14071 14067 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 14066->14067 14070 gini = 0.0 samples = 8 value = [8, 0] 14066->14070 14068 gini = 0.375 samples = 4 value = [3, 1] 14067->14068 14069 gini = 0.0 samples = 1 value = [1, 0] 14067->14069 14080 x7_SC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 14079->14080 14083 gini = 0.0 samples = 1 value = [1, 0] 14079->14083 14081 gini = 0.375 samples = 4 value = [3, 1] 14080->14081 14082 gini = 0.0 samples = 1 value = [1, 0] 14080->14082 14085 gini = 0.5 samples = 4 value = [2, 2] 14084->14085 14086 gini = 0.0 samples = 1 value = [1, 0] 14084->14086 14088 x12_0 <= 0.5 gini = 0.437 samples = 59 value = [19, 40] 14087->14088 14133 gini = 0.0 samples = 1 value = [1, 0] 14087->14133 14089 gini = 0.0 samples = 1 value = [0, 1] 14088->14089 14090 x14_10 <= 0.5 gini = 0.441 samples = 58 value = [19, 39] 14088->14090 14091 x7_NE <= 0.5 gini = 0.468 samples = 51 value = [19, 32] 14090->14091 14132 gini = 0.0 samples = 7 value = [0, 7] 14090->14132 14092 x7_MI <= 0.5 gini = 0.461 samples = 50 value = [18, 32] 14091->14092 14131 gini = 0.0 samples = 1 value = [1, 0] 14091->14131 14093 x7_NC <= 0.5 gini = 0.473 samples = 47 value = [18, 29] 14092->14093 14130 gini = 0.0 samples = 3 value = [0, 3] 14092->14130 14094 x7_MA <= 0.5 gini = 0.47 samples = 45 value = [17, 28] 14093->14094 14129 gini = 0.5 samples = 2 value = [1, 1] 14093->14129 14095 x13_0 <= 0.5 gini = 0.475 samples = 36 value = [14, 22] 14094->14095 14124 x13_3 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 14094->14124 14096 x14_1 <= 0.5 gini = 0.482 samples = 32 value = [13, 19] 14095->14096 14123 gini = 0.375 samples = 4 value = [1, 3] 14095->14123 14097 x7_TN <= 0.5 gini = 0.471 samples = 29 value = [11, 18] 14096->14097 14122 gini = 0.444 samples = 3 value = [2, 1] 14096->14122 14098 x14_9 <= 0.5 gini = 0.477 samples = 28 value = [11, 17] 14097->14098 14121 gini = 0.0 samples = 1 value = [0, 1] 14097->14121 14099 x14_2 <= 0.5 gini = 0.483 samples = 27 value = [11, 16] 14098->14099 14120 gini = 0.0 samples = 1 value = [0, 1] 14098->14120 14100 x14_5 <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 14099->14100 14119 gini = 0.0 samples = 1 value = [1, 0] 14099->14119 14101 x7_NY <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 14100->14101 14118 gini = 0.0 samples = 2 value = [0, 2] 14100->14118 14102 x14_6 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 14101->14102 14117 gini = 0.444 samples = 3 value = [1, 2] 14101->14117 14103 x7_IL <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 14102->14103 14116 gini = 0.5 samples = 2 value = [1, 1] 14102->14116 14104 x13_4 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 14103->14104 14115 gini = 0.0 samples = 1 value = [0, 1] 14103->14115 14105 x7_VA <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 14104->14105 14114 gini = 0.444 samples = 3 value = [1, 2] 14104->14114 14106 x13_1 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 14105->14106 14113 gini = 0.0 samples = 1 value = [0, 1] 14105->14113 14107 x14_11 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 14106->14107 14112 gini = 0.444 samples = 3 value = [1, 2] 14106->14112 14108 log_spend <= 7.004 gini = 0.49 samples = 7 value = [4, 3] 14107->14108 14111 gini = 0.5 samples = 4 value = [2, 2] 14107->14111 14109 gini = 0.0 samples = 3 value = [3, 0] 14108->14109 14110 gini = 0.375 samples = 4 value = [1, 3] 14108->14110 14125 x14_11 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 14124->14125 14128 gini = 0.375 samples = 4 value = [1, 3] 14124->14128 14126 gini = 0.5 samples = 4 value = [2, 2] 14125->14126 14127 gini = 0.0 samples = 1 value = [0, 1] 14125->14127 14136 x13_2 <= 0.5 gini = 0.499 samples = 29 value = [15, 14] 14135->14136 14167 gini = 0.0 samples = 3 value = [3, 0] 14135->14167 14137 x7_AK <= 0.5 gini = 0.497 samples = 26 value = [12, 14] 14136->14137 14166 gini = 0.0 samples = 3 value = [3, 0] 14136->14166 14138 x7_FL <= 0.5 gini = 0.499 samples = 25 value = [12, 13] 14137->14138 14165 gini = 0.0 samples = 1 value = [0, 1] 14137->14165 14139 x7_OK <= 0.5 gini = 0.5 samples = 24 value = [12, 12] 14138->14139 14164 gini = 0.0 samples = 1 value = [0, 1] 14138->14164 14140 x14_4 <= 0.5 gini = 0.499 samples = 23 value = [11, 12] 14139->14140 14163 gini = 0.0 samples = 1 value = [1, 0] 14139->14163 14141 x13_1 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 14140->14141 14160 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 14140->14160 14142 x14_1 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 14141->14142 14157 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 14141->14157 14143 x7_VA <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 14142->14143 14156 gini = 0.0 samples = 1 value = [1, 0] 14142->14156 14144 x7_OR <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 14143->14144 14155 gini = 0.0 samples = 1 value = [0, 1] 14143->14155 14145 log_spend <= 5.776 gini = 0.5 samples = 10 value = [5, 5] 14144->14145 14154 gini = 0.0 samples = 1 value = [1, 0] 14144->14154 14146 gini = 0.0 samples = 1 value = [1, 0] 14145->14146 14147 log_spend <= 6.536 gini = 0.494 samples = 9 value = [4, 5] 14145->14147 14148 gini = 0.0 samples = 2 value = [0, 2] 14147->14148 14149 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 14147->14149 14150 x13_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 14149->14150 14153 gini = 0.0 samples = 1 value = [1, 0] 14149->14153 14151 gini = 0.444 samples = 3 value = [1, 2] 14150->14151 14152 gini = 0.444 samples = 3 value = [2, 1] 14150->14152 14158 gini = 0.375 samples = 4 value = [1, 3] 14157->14158 14159 gini = 0.0 samples = 1 value = [1, 0] 14157->14159 14161 gini = 0.375 samples = 4 value = [1, 3] 14160->14161 14162 gini = 0.0 samples = 1 value = [1, 0] 14160->14162 14169 x13_2 <= 0.5 gini = 0.49 samples = 28 value = [16, 12] 14168->14169 14188 x14_9 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 14168->14188 14170 x13_6 <= 0.5 gini = 0.499 samples = 23 value = [11, 12] 14169->14170 14187 gini = 0.0 samples = 5 value = [5, 0] 14169->14187 14171 x13_3 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 14170->14171 14186 gini = 0.0 samples = 2 value = [2, 0] 14170->14186 14172 x14_2 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 14171->14172 14177 x14_10 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 14171->14177 14173 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 14172->14173 14176 gini = 0.5 samples = 2 value = [1, 1] 14172->14176 14174 gini = 0.0 samples = 3 value = [3, 0] 14173->14174 14175 gini = 0.375 samples = 4 value = [1, 3] 14173->14175 14178 x7_CA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 14177->14178 14185 gini = 0.0 samples = 1 value = [1, 0] 14177->14185 14179 x7_NV <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 14178->14179 14184 gini = 0.0 samples = 1 value = [1, 0] 14178->14184 14180 log_spend <= 5.674 gini = 0.198 samples = 9 value = [1, 8] 14179->14180 14183 gini = 0.0 samples = 1 value = [1, 0] 14179->14183 14181 gini = 0.375 samples = 4 value = [1, 3] 14180->14181 14182 gini = 0.0 samples = 5 value = [0, 5] 14180->14182 14189 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 14188->14189 14196 gini = 0.0 samples = 1 value = [1, 0] 14188->14196 14190 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14189->14190 14195 gini = 0.0 samples = 1 value = [1, 0] 14189->14195 14191 log_spend <= 4.846 gini = 0.278 samples = 6 value = [1, 5] 14190->14191 14194 gini = 0.0 samples = 2 value = [0, 2] 14190->14194 14192 gini = 0.0 samples = 3 value = [0, 3] 14191->14192 14193 gini = 0.444 samples = 3 value = [1, 2] 14191->14193 14198 x7_FL <= 0.5 gini = 0.408 samples = 35 value = [25, 10] 14197->14198 14219 x0_Switzerland <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 14197->14219 14199 x14_4 <= 0.5 gini = 0.422 samples = 33 value = [23, 10] 14198->14199 14218 gini = 0.0 samples = 2 value = [2, 0] 14198->14218 14200 x1_CA <= 0.5 gini = 0.473 samples = 26 value = [16, 10] 14199->14200 14217 gini = 0.0 samples = 7 value = [7, 0] 14199->14217 14201 x7_NY <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 14200->14201 14216 gini = 0.0 samples = 4 value = [4, 0] 14200->14216 14202 x7_MI <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 14201->14202 14215 gini = 0.444 samples = 3 value = [2, 1] 14201->14215 14203 x14_10 <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 14202->14203 14214 gini = 0.0 samples = 2 value = [2, 0] 14202->14214 14204 x14_6 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 14203->14204 14213 gini = 0.0 samples = 1 value = [0, 1] 14203->14213 14205 x14_7 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 14204->14205 14210 x7_WA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 14204->14210 14206 x7_NA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 14205->14206 14209 gini = 0.444 samples = 3 value = [1, 2] 14205->14209 14207 gini = 0.5 samples = 4 value = [2, 2] 14206->14207 14208 gini = 0.0 samples = 3 value = [0, 3] 14206->14208 14211 gini = 0.0 samples = 5 value = [5, 0] 14210->14211 14212 gini = 0.0 samples = 1 value = [0, 1] 14210->14212 14220 gini = 0.5 samples = 2 value = [1, 1] 14219->14220 14221 gini = 0.0 samples = 5 value = [5, 0] 14219->14221 14223 x7_ME <= 0.5 gini = 0.009 samples = 2748 value = [12, 2736] 14222->14223 14386 gini = 0.0 samples = 227 value = [0, 227] 14222->14386 14224 x7_IN <= 0.5 gini = 0.008 samples = 2741 value = [11, 2730] 14223->14224 14381 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14223->14381 14225 x7_TN <= 0.5 gini = 0.007 samples = 2679 value = [9, 2670] 14224->14225 14368 x14_2 <= 0.5 gini = 0.062 samples = 62 value = [2, 60] 14224->14368 14226 x7_PA <= 0.5 gini = 0.007 samples = 2549 value = [9, 2540] 14225->14226 14367 gini = 0.0 samples = 130 value = [0, 130] 14225->14367 14227 x7_ND <= 0.5 gini = 0.008 samples = 2390 value = [9, 2381] 14226->14227 14366 gini = 0.0 samples = 159 value = [0, 159] 14226->14366 14228 x14_4 <= 0.5 gini = 0.008 samples = 2385 value = [9, 2376] 14227->14228 14365 gini = 0.0 samples = 5 value = [0, 5] 14227->14365 14229 x7_WV <= 0.5 gini = 0.007 samples = 2292 value = [8, 2284] 14228->14229 14354 x7_OK <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 14228->14354 14230 x14_8 <= 0.5 gini = 0.006 samples = 2287 value = [7, 2280] 14229->14230 14351 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14229->14351 14231 x14_2 <= 0.5 gini = 0.007 samples = 2075 value = [7, 2068] 14230->14231 14350 gini = 0.0 samples = 212 value = [0, 212] 14230->14350 14232 x7_CT <= 0.5 gini = 0.006 samples = 1995 value = [6, 1989] 14231->14232 14333 x7_SC <= 0.5 gini = 0.025 samples = 80 value = [1, 79] 14231->14333 14233 x7_MA <= 0.5 gini = 0.006 samples = 1942 value = [6, 1936] 14232->14233 14332 gini = 0.0 samples = 53 value = [0, 53] 14232->14332 14234 x7_IL <= 0.5 gini = 0.005 samples = 1872 value = [5, 1867] 14233->14234 14317 x13_0 <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 14233->14317 14235 x13_2 <= 0.5 gini = 0.006 samples = 1761 value = [5, 1756] 14234->14235 14316 gini = 0.0 samples = 111 value = [0, 111] 14234->14316 14236 x7_VA <= 0.5 gini = 0.005 samples = 1532 value = [4, 1528] 14235->14236 14291 x7_OK <= 0.5 gini = 0.009 samples = 229 value = [1, 228] 14235->14291 14237 x7_LA <= 0.5 gini = 0.005 samples = 1490 value = [4, 1486] 14236->14237 14290 gini = 0.0 samples = 42 value = [0, 42] 14236->14290 14238 x7_GA <= 0.5 gini = 0.005 samples = 1468 value = [4, 1464] 14237->14238 14289 gini = 0.0 samples = 22 value = [0, 22] 14237->14289 14239 x13_0 <= 0.5 gini = 0.006 samples = 1426 value = [4, 1422] 14238->14239 14288 gini = 0.0 samples = 42 value = [0, 42] 14238->14288 14240 x7_MS <= 0.5 gini = 0.007 samples = 1067 value = [4, 1063] 14239->14240 14287 gini = 0.0 samples = 359 value = [0, 359] 14239->14287 14241 x13_5 <= 0.5 gini = 0.008 samples = 1061 value = [4, 1057] 14240->14241 14286 gini = 0.0 samples = 6 value = [0, 6] 14240->14286 14242 x7_AR <= 0.5 gini = 0.008 samples = 1007 value = [4, 1003] 14241->14242 14285 gini = 0.0 samples = 54 value = [0, 54] 14241->14285 14243 x14_9 <= 0.5 gini = 0.008 samples = 996 value = [4, 992] 14242->14243 14284 gini = 0.0 samples = 11 value = [0, 11] 14242->14284 14244 x13_4 <= 0.5 gini = 0.01 samples = 791 value = [4, 787] 14243->14244 14283 gini = 0.0 samples = 205 value = [0, 205] 14243->14283 14245 x14_6 <= 0.5 gini = 0.006 samples = 652 value = [2, 650] 14244->14245 14266 x7_NH <= 0.5 gini = 0.028 samples = 139 value = [2, 137] 14244->14266 14246 x7_OR <= 0.5 gini = 0.007 samples = 605 value = [2, 603] 14245->14246 14265 gini = 0.0 samples = 47 value = [0, 47] 14245->14265 14247 x7_NE <= 0.5 gini = 0.007 samples = 581 value = [2, 579] 14246->14247 14264 gini = 0.0 samples = 24 value = [0, 24] 14246->14264 14248 x7_KY <= 0.5 gini = 0.007 samples = 576 value = [2, 574] 14247->14248 14263 gini = 0.0 samples = 5 value = [0, 5] 14247->14263 14249 x7_CA <= 0.5 gini = 0.007 samples = 570 value = [2, 568] 14248->14249 14262 gini = 0.0 samples = 6 value = [0, 6] 14248->14262 14250 x14_7 <= 0.5 gini = 0.009 samples = 458 value = [2, 456] 14249->14250 14261 gini = 0.0 samples = 112 value = [0, 112] 14249->14261 14251 gini = 0.0 samples = 435 value = [0, 435] 14250->14251 14252 x7_CO <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 14250->14252 14253 x13_1 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 14252->14253 14260 gini = 0.0 samples = 3 value = [0, 3] 14252->14260 14254 log_spend <= 4.46 gini = 0.124 samples = 15 value = [1, 14] 14253->14254 14257 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14253->14257 14255 gini = 0.0 samples = 1 value = [1, 0] 14254->14255 14256 gini = 0.0 samples = 14 value = [0, 14] 14254->14256 14258 gini = 0.444 samples = 3 value = [1, 2] 14257->14258 14259 gini = 0.0 samples = 2 value = [0, 2] 14257->14259 14267 x7_MI <= 0.5 gini = 0.029 samples = 138 value = [2, 136] 14266->14267 14282 gini = 0.0 samples = 1 value = [0, 1] 14266->14282 14268 x14_3 <= 0.5 gini = 0.033 samples = 121 value = [2, 119] 14267->14268 14281 gini = 0.0 samples = 17 value = [0, 17] 14267->14281 14269 x7_SD <= 0.5 gini = 0.038 samples = 103 value = [2, 101] 14268->14269 14280 gini = 0.0 samples = 18 value = [0, 18] 14268->14280 14270 x14_5 <= 0.5 gini = 0.04 samples = 99 value = [2, 97] 14269->14270 14279 gini = 0.0 samples = 4 value = [0, 4] 14269->14279 14271 gini = 0.0 samples = 73 value = [0, 73] 14270->14271 14272 x7_CA <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 14270->14272 14273 x7_OR <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 14272->14273 14278 gini = 0.375 samples = 4 value = [1, 3] 14272->14278 14274 x7_NY <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 14273->14274 14277 gini = 0.0 samples = 3 value = [0, 3] 14273->14277 14275 gini = 0.0 samples = 18 value = [0, 18] 14274->14275 14276 gini = 0.0 samples = 1 value = [1, 0] 14274->14276 14292 x7_AZ <= 0.5 gini = 0.009 samples = 228 value = [1, 227] 14291->14292 14315 gini = 0.0 samples = 1 value = [0, 1] 14291->14315 14293 x7_MI <= 0.5 gini = 0.009 samples = 221 value = [1, 220] 14292->14293 14314 gini = 0.0 samples = 7 value = [0, 7] 14292->14314 14294 x7_NM <= 0.5 gini = 0.01 samples = 195 value = [1, 194] 14293->14294 14313 gini = 0.0 samples = 26 value = [0, 26] 14293->14313 14295 x14_1 <= 0.5 gini = 0.01 samples = 194 value = [1, 193] 14294->14295 14312 gini = 0.0 samples = 1 value = [0, 1] 14294->14312 14296 x7_AR <= 0.5 gini = 0.011 samples = 184 value = [1, 183] 14295->14296 14311 gini = 0.0 samples = 10 value = [0, 10] 14295->14311 14297 x14_11 <= 0.5 gini = 0.011 samples = 182 value = [1, 181] 14296->14297 14310 gini = 0.0 samples = 2 value = [0, 2] 14296->14310 14298 x7_KS <= 0.5 gini = 0.015 samples = 130 value = [1, 129] 14297->14298 14309 gini = 0.0 samples = 52 value = [0, 52] 14297->14309 14299 x14_10 <= 0.5 gini = 0.017 samples = 114 value = [1, 113] 14298->14299 14308 gini = 0.0 samples = 16 value = [0, 16] 14298->14308 14300 x14_5 <= 0.5 gini = 0.022 samples = 88 value = [1, 87] 14299->14300 14307 gini = 0.0 samples = 26 value = [0, 26] 14299->14307 14301 x7_NE <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 14300->14301 14306 gini = 0.0 samples = 43 value = [0, 43] 14300->14306 14302 x7_NJ <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 14301->14302 14305 gini = 0.0 samples = 2 value = [0, 2] 14301->14305 14303 gini = 0.0 samples = 40 value = [0, 40] 14302->14303 14304 gini = 0.444 samples = 3 value = [1, 2] 14302->14304 14318 x14_7 <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 14317->14318 14331 gini = 0.0 samples = 3 value = [0, 3] 14317->14331 14319 x14_11 <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 14318->14319 14330 gini = 0.0 samples = 10 value = [0, 10] 14318->14330 14320 x13_4 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 14319->14320 14329 gini = 0.0 samples = 18 value = [0, 18] 14319->14329 14321 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 14320->14321 14328 gini = 0.0 samples = 25 value = [0, 25] 14320->14328 14322 x13_5 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14321->14322 14327 gini = 0.0 samples = 5 value = [0, 5] 14321->14327 14323 log_spend <= 6.846 gini = 0.32 samples = 5 value = [1, 4] 14322->14323 14326 gini = 0.0 samples = 4 value = [0, 4] 14322->14326 14324 gini = 0.0 samples = 4 value = [0, 4] 14323->14324 14325 gini = 0.0 samples = 1 value = [1, 0] 14323->14325 14334 x13_3 <= 0.5 gini = 0.026 samples = 77 value = [1, 76] 14333->14334 14349 gini = 0.0 samples = 3 value = [0, 3] 14333->14349 14335 gini = 0.0 samples = 54 value = [0, 54] 14334->14335 14336 x7_KY <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 14334->14336 14337 x7_IA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 14336->14337 14348 gini = 0.0 samples = 1 value = [0, 1] 14336->14348 14338 x7_NC <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 14337->14338 14347 gini = 0.0 samples = 1 value = [0, 1] 14337->14347 14339 x7_OH <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 14338->14339 14346 gini = 0.0 samples = 2 value = [0, 2] 14338->14346 14340 x7_CA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 14339->14340 14345 gini = 0.0 samples = 1 value = [0, 1] 14339->14345 14341 x7_AR <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14340->14341 14344 gini = 0.0 samples = 11 value = [0, 11] 14340->14344 14342 gini = 0.0 samples = 6 value = [0, 6] 14341->14342 14343 gini = 0.0 samples = 1 value = [1, 0] 14341->14343 14352 gini = 0.0 samples = 4 value = [0, 4] 14351->14352 14353 gini = 0.0 samples = 1 value = [1, 0] 14351->14353 14355 x7_CT <= 0.5 gini = 0.022 samples = 92 value = [1, 91] 14354->14355 14364 gini = 0.0 samples = 1 value = [0, 1] 14354->14364 14356 x7_DC <= 0.5 gini = 0.022 samples = 90 value = [1, 89] 14355->14356 14363 gini = 0.0 samples = 2 value = [0, 2] 14355->14363 14357 x7_GA <= 0.5 gini = 0.022 samples = 88 value = [1, 87] 14356->14357 14362 gini = 0.0 samples = 2 value = [0, 2] 14356->14362 14358 gini = 0.0 samples = 83 value = [0, 83] 14357->14358 14359 log_spend <= 5.98 gini = 0.32 samples = 5 value = [1, 4] 14357->14359 14360 gini = 0.0 samples = 3 value = [0, 3] 14359->14360 14361 gini = 0.5 samples = 2 value = [1, 1] 14359->14361 14369 x13_4 <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 14368->14369 14380 gini = 0.0 samples = 2 value = [0, 2] 14368->14380 14370 x13_5 <= 0.5 gini = 0.071 samples = 54 value = [2, 52] 14369->14370 14379 gini = 0.0 samples = 6 value = [0, 6] 14369->14379 14371 log_spend <= 4.613 gini = 0.077 samples = 50 value = [2, 48] 14370->14371 14378 gini = 0.0 samples = 4 value = [0, 4] 14370->14378 14372 x13_2 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 14371->14372 14377 gini = 0.0 samples = 31 value = [0, 31] 14371->14377 14373 gini = 0.0 samples = 13 value = [0, 13] 14372->14373 14374 x14_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 14372->14374 14375 gini = 0.0 samples = 4 value = [0, 4] 14374->14375 14376 gini = 0.0 samples = 2 value = [2, 0] 14374->14376 14382 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14381->14382 14385 gini = 0.0 samples = 1 value = [0, 1] 14381->14385 14383 gini = 0.0 samples = 5 value = [0, 5] 14382->14383 14384 gini = 0.0 samples = 1 value = [1, 0] 14382->14384 14388 x0_Great Britain (Uk) <= 0.5 gini = 0.274 samples = 250 value = [41, 209] 14387->14388 14527 x13_3 <= 0.5 gini = 0.008 samples = 254 value = [1, 253] 14387->14527 14389 x7_FL <= 0.5 gini = 0.275 samples = 249 value = [41, 208] 14388->14389 14526 gini = 0.0 samples = 1 value = [0, 1] 14388->14526 14390 x7_UT <= 0.5 gini = 0.289 samples = 217 value = [38, 179] 14389->14390 14517 log_spend <= 3.981 gini = 0.17 samples = 32 value = [3, 29] 14389->14517 14391 x12_0 <= 0.5 gini = 0.304 samples = 203 value = [38, 165] 14390->14391 14516 gini = 0.0 samples = 14 value = [0, 14] 14390->14516 14392 x17_sanofi <= 0.5 gini = 0.127 samples = 103 value = [7, 96] 14391->14392 14433 x7_AZ <= 0.5 gini = 0.428 samples = 100 value = [31, 69] 14391->14433 14393 x7_MO <= 0.5 gini = 0.139 samples = 93 value = [7, 86] 14392->14393 14432 gini = 0.0 samples = 10 value = [0, 10] 14392->14432 14394 x13_2 <= 0.5 gini = 0.124 samples = 90 value = [6, 84] 14393->14394 14431 gini = 0.444 samples = 3 value = [1, 2] 14393->14431 14395 x7_VA <= 0.5 gini = 0.153 samples = 72 value = [6, 66] 14394->14395 14430 gini = 0.0 samples = 18 value = [0, 18] 14394->14430 14396 x1_NY <= 0.5 gini = 0.159 samples = 69 value = [6, 63] 14395->14396 14429 gini = 0.0 samples = 3 value = [0, 3] 14395->14429 14397 x1_NC <= 0.5 gini = 0.136 samples = 68 value = [5, 63] 14396->14397 14428 gini = 0.0 samples = 1 value = [1, 0] 14396->14428 14398 x1_MA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 14397->14398 14403 x7_CA <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 14397->14403 14399 x13_1 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 14398->14399 14402 gini = 0.0 samples = 1 value = [1, 0] 14398->14402 14400 gini = 0.0 samples = 4 value = [0, 4] 14399->14400 14401 gini = 0.375 samples = 4 value = [3, 1] 14399->14401 14404 x13_1 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 14403->14404 14427 gini = 0.0 samples = 8 value = [0, 8] 14403->14427 14405 x7_OK <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 14404->14405 14426 gini = 0.0 samples = 5 value = [0, 5] 14404->14426 14406 x7_AR <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 14405->14406 14425 gini = 0.0 samples = 1 value = [0, 1] 14405->14425 14407 x6_Great Britain (Uk) <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 14406->14407 14424 gini = 0.0 samples = 3 value = [0, 3] 14406->14424 14408 x13_0 <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 14407->14408 14423 gini = 0.0 samples = 5 value = [0, 5] 14407->14423 14409 x7_WI <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 14408->14409 14422 gini = 0.0 samples = 1 value = [0, 1] 14408->14422 14410 x7_SC <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 14409->14410 14421 gini = 0.0 samples = 1 value = [0, 1] 14409->14421 14411 x13_3 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 14410->14411 14420 gini = 0.0 samples = 4 value = [0, 4] 14410->14420 14412 gini = 0.0 samples = 21 value = [0, 21] 14411->14412 14413 x7_MI <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 14411->14413 14414 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14413->14414 14419 gini = 0.0 samples = 1 value = [0, 1] 14413->14419 14415 log_spend <= 5.654 gini = 0.219 samples = 8 value = [1, 7] 14414->14415 14418 gini = 0.0 samples = 1 value = [0, 1] 14414->14418 14416 gini = 0.0 samples = 1 value = [1, 0] 14415->14416 14417 gini = 0.0 samples = 7 value = [0, 7] 14415->14417 14434 x1_NC <= 0.5 gini = 0.419 samples = 97 value = [29, 68] 14433->14434 14515 gini = 0.444 samples = 3 value = [2, 1] 14433->14515 14435 x6_Canada <= 0.5 gini = 0.466 samples = 73 value = [27, 46] 14434->14435 14496 x7_CO <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 14434->14496 14436 x1_NY <= 0.5 gini = 0.469 samples = 72 value = [27, 45] 14435->14436 14495 gini = 0.0 samples = 1 value = [0, 1] 14435->14495 14437 x13_2 <= 0.5 gini = 0.462 samples = 69 value = [25, 44] 14436->14437 14494 gini = 0.444 samples = 3 value = [2, 1] 14436->14494 14438 x7_CO <= 0.5 gini = 0.474 samples = 57 value = [22, 35] 14437->14438 14481 x1_MA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 14437->14481 14439 x13_1 <= 0.5 gini = 0.48 samples = 55 value = [22, 33] 14438->14439 14480 gini = 0.0 samples = 2 value = [0, 2] 14438->14480 14440 x13_4 <= 0.5 gini = 0.491 samples = 44 value = [19, 25] 14439->14440 14471 x7_MI <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 14439->14471 14441 log_spend <= 6.842 gini = 0.484 samples = 39 value = [16, 23] 14440->14441 14468 x1_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 14440->14468 14442 gini = 0.0 samples = 12 value = [12, 0] 14441->14442 14443 x7_MO <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 14441->14443 14444 x0_Israel <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 14443->14444 14467 gini = 0.5 samples = 2 value = [1, 1] 14443->14467 14445 x1_UT <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 14444->14445 14466 gini = 0.0 samples = 1 value = [0, 1] 14444->14466 14446 x7_MA <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 14445->14446 14465 gini = 0.0 samples = 1 value = [0, 1] 14445->14465 14447 x7_OH <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 14446->14447 14464 gini = 0.0 samples = 1 value = [1, 0] 14446->14464 14448 x0_Netherlands <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 14447->14448 14463 gini = 0.0 samples = 2 value = [0, 2] 14447->14463 14449 x13_3 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 14448->14449 14462 gini = 0.0 samples = 1 value = [0, 1] 14448->14462 14450 x1_FL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 14449->14450 14459 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14449->14459 14451 x7_NC <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 14450->14451 14458 gini = 0.0 samples = 1 value = [0, 1] 14450->14458 14452 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 14451->14452 14457 gini = 0.0 samples = 1 value = [0, 1] 14451->14457 14453 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14452->14453 14456 gini = 0.0 samples = 2 value = [0, 2] 14452->14456 14454 gini = 0.0 samples = 6 value = [0, 6] 14453->14454 14455 gini = 0.444 samples = 3 value = [1, 2] 14453->14455 14460 gini = 0.0 samples = 2 value = [0, 2] 14459->14460 14461 gini = 0.375 samples = 4 value = [1, 3] 14459->14461 14469 gini = 0.0 samples = 2 value = [0, 2] 14468->14469 14470 gini = 0.0 samples = 3 value = [3, 0] 14468->14470 14472 x7_GA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 14471->14472 14479 gini = 0.0 samples = 3 value = [0, 3] 14471->14479 14473 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 14472->14473 14478 gini = 0.0 samples = 1 value = [0, 1] 14472->14478 14474 x1_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 14473->14474 14477 gini = 0.0 samples = 1 value = [1, 0] 14473->14477 14475 gini = 0.0 samples = 2 value = [2, 0] 14474->14475 14476 gini = 0.0 samples = 4 value = [0, 4] 14474->14476 14482 x1_CA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 14481->14482 14493 gini = 0.0 samples = 2 value = [0, 2] 14481->14493 14483 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 14482->14483 14492 gini = 0.0 samples = 1 value = [1, 0] 14482->14492 14484 x7_GA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14483->14484 14491 gini = 0.0 samples = 1 value = [1, 0] 14483->14491 14485 x1_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14484->14485 14490 gini = 0.0 samples = 2 value = [0, 2] 14484->14490 14486 log_spend <= 6.45 gini = 0.32 samples = 5 value = [1, 4] 14485->14486 14489 gini = 0.0 samples = 1 value = [0, 1] 14485->14489 14487 gini = 0.0 samples = 1 value = [1, 0] 14486->14487 14488 gini = 0.0 samples = 4 value = [0, 4] 14486->14488 14497 x7_VA <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 14496->14497 14514 gini = 0.0 samples = 1 value = [0, 1] 14496->14514 14498 x13_0 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 14497->14498 14513 gini = 0.0 samples = 1 value = [0, 1] 14497->14513 14499 log_spend <= 4.346 gini = 0.111 samples = 17 value = [1, 16] 14498->14499 14510 log_spend <= 7.798 gini = 0.32 samples = 5 value = [1, 4] 14498->14510 14500 gini = 0.0 samples = 8 value = [0, 8] 14499->14500 14501 x7_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14499->14501 14502 x7_GA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14501->14502 14509 gini = 0.0 samples = 2 value = [0, 2] 14501->14509 14503 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14502->14503 14508 gini = 0.0 samples = 1 value = [0, 1] 14502->14508 14504 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14503->14504 14507 gini = 0.0 samples = 1 value = [0, 1] 14503->14507 14505 gini = 0.0 samples = 4 value = [0, 4] 14504->14505 14506 gini = 0.0 samples = 1 value = [1, 0] 14504->14506 14511 gini = 0.0 samples = 3 value = [0, 3] 14510->14511 14512 gini = 0.5 samples = 2 value = [1, 1] 14510->14512 14518 gini = 0.444 samples = 3 value = [2, 1] 14517->14518 14519 x1_NC <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 14517->14519 14520 x17_sanofi <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 14519->14520 14525 gini = 0.0 samples = 10 value = [0, 10] 14519->14525 14521 log_spend <= 5.791 gini = 0.165 samples = 11 value = [1, 10] 14520->14521 14524 gini = 0.0 samples = 8 value = [0, 8] 14520->14524 14522 gini = 0.444 samples = 3 value = [1, 2] 14521->14522 14523 gini = 0.0 samples = 8 value = [0, 8] 14521->14523 14528 x13_4 <= 0.5 gini = 0.01 samples = 205 value = [1, 204] 14527->14528 14555 gini = 0.0 samples = 49 value = [0, 49] 14527->14555 14529 gini = 0.0 samples = 166 value = [0, 166] 14528->14529 14530 x7_VA <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 14528->14530 14531 x7_CT <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 14530->14531 14554 gini = 0.0 samples = 1 value = [0, 1] 14530->14554 14532 x7_CA <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 14531->14532 14553 gini = 0.0 samples = 3 value = [0, 3] 14531->14553 14533 x7_NC <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 14532->14533 14552 gini = 0.0 samples = 5 value = [0, 5] 14532->14552 14534 x7_OH <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 14533->14534 14551 gini = 0.0 samples = 1 value = [0, 1] 14533->14551 14535 x7_NY <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 14534->14535 14550 gini = 0.0 samples = 2 value = [0, 2] 14534->14550 14536 x7_OK <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 14535->14536 14549 gini = 0.0 samples = 3 value = [0, 3] 14535->14549 14537 x7_UT <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 14536->14537 14548 gini = 0.0 samples = 1 value = [0, 1] 14536->14548 14538 x7_MI <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 14537->14538 14547 gini = 0.0 samples = 1 value = [0, 1] 14537->14547 14539 x7_WA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 14538->14539 14546 gini = 0.0 samples = 3 value = [0, 3] 14538->14546 14540 x7_NE <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 14539->14540 14545 gini = 0.0 samples = 1 value = [0, 1] 14539->14545 14541 x7_TN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 14540->14541 14544 gini = 0.0 samples = 2 value = [0, 2] 14540->14544 14542 gini = 0.0 samples = 14 value = [0, 14] 14541->14542 14543 gini = 0.5 samples = 2 value = [1, 1] 14541->14543 14557 x7_IL <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 14556->14557 14570 gini = 0.0 samples = 1 value = [1, 0] 14556->14570 14558 x7_TN <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 14557->14558 14569 gini = 0.0 samples = 1 value = [0, 1] 14557->14569 14559 x14_1 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 14558->14559 14568 gini = 0.0 samples = 1 value = [0, 1] 14558->14568 14560 x7_CA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 14559->14560 14563 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14559->14563 14561 gini = 0.0 samples = 6 value = [6, 0] 14560->14561 14562 gini = 0.0 samples = 4 value = [0, 4] 14560->14562 14564 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14563->14564 14567 gini = 0.0 samples = 1 value = [0, 1] 14563->14567 14565 gini = 0.0 samples = 6 value = [0, 6] 14564->14565 14566 gini = 0.0 samples = 1 value = [1, 0] 14564->14566 14572 x14_11 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 14571->14572 14591 gini = 0.5 samples = 2 value = [1, 1] 14571->14591 14573 x7_IL <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 14572->14573 14590 gini = 0.0 samples = 1 value = [1, 0] 14572->14590 14574 x14_10 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 14573->14574 14589 gini = 0.0 samples = 1 value = [1, 0] 14573->14589 14575 x13_4 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 14574->14575 14588 gini = 0.0 samples = 3 value = [3, 0] 14574->14588 14576 x14_2 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 14575->14576 14587 gini = 0.0 samples = 2 value = [2, 0] 14575->14587 14577 x14_3 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 14576->14577 14586 gini = 0.0 samples = 2 value = [2, 0] 14576->14586 14578 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 14577->14578 14585 gini = 0.0 samples = 1 value = [0, 1] 14577->14585 14579 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 14578->14579 14584 gini = 0.0 samples = 2 value = [2, 0] 14578->14584 14580 x7_TN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 14579->14580 14583 gini = 0.0 samples = 1 value = [0, 1] 14579->14583 14581 gini = 0.0 samples = 4 value = [4, 0] 14580->14581 14582 gini = 0.0 samples = 1 value = [0, 1] 14580->14582 14594 x7_CT <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 14593->14594 14605 gini = 0.0 samples = 1 value = [1, 0] 14593->14605 14595 x17_other <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 14594->14595 14604 gini = 0.0 samples = 1 value = [1, 0] 14594->14604 14596 x7_MI <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14595->14596 14599 x7_TN <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 14595->14599 14597 gini = 0.0 samples = 8 value = [0, 8] 14596->14597 14598 gini = 0.0 samples = 1 value = [1, 0] 14596->14598 14600 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 14599->14600 14603 gini = 0.0 samples = 1 value = [1, 0] 14599->14603 14601 gini = 0.0 samples = 5 value = [5, 0] 14600->14601 14602 gini = 0.0 samples = 1 value = [0, 1] 14600->14602 14607 x13_4 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 14606->14607 14614 gini = 0.0 samples = 15 value = [15, 0] 14606->14614 14608 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 14607->14608 14613 gini = 0.0 samples = 2 value = [2, 0] 14607->14613 14609 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 14608->14609 14612 gini = 0.0 samples = 1 value = [1, 0] 14608->14612 14610 gini = 0.375 samples = 4 value = [3, 1] 14609->14610 14611 gini = 0.0 samples = 2 value = [2, 0] 14609->14611 14616 x14_7 <= 0.5 gini = 0.004 samples = 515 value = [1, 514] 14615->14616 14635 gini = 0.0 samples = 251 value = [0, 251] 14615->14635 14617 x14_4 <= 0.5 gini = 0.004 samples = 464 value = [1, 463] 14616->14617 14634 gini = 0.0 samples = 51 value = [0, 51] 14616->14634 14618 gini = 0.0 samples = 432 value = [0, 432] 14617->14618 14619 x7_MO <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 14617->14619 14620 x7_GA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 14619->14620 14633 gini = 0.0 samples = 3 value = [0, 3] 14619->14633 14621 x13_5 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 14620->14621 14632 gini = 0.0 samples = 2 value = [0, 2] 14620->14632 14622 x13_2 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 14621->14622 14631 gini = 0.0 samples = 3 value = [0, 3] 14621->14631 14623 x13_3 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 14622->14623 14630 gini = 0.0 samples = 1 value = [0, 1] 14622->14630 14624 gini = 0.0 samples = 9 value = [0, 9] 14623->14624 14625 x7_NJ <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 14623->14625 14626 log_spend <= 8.206 gini = 0.142 samples = 13 value = [1, 12] 14625->14626 14629 gini = 0.0 samples = 1 value = [0, 1] 14625->14629 14627 gini = 0.0 samples = 10 value = [0, 10] 14626->14627 14628 gini = 0.444 samples = 3 value = [1, 2] 14626->14628 14637 x12_100000005449 <= 0.5 gini = 0.113 samples = 944 value = [57, 887] 14636->14637 14806 gini = 0.0 samples = 1 value = [1, 0] 14636->14806 14638 x1_MA <= 0.5 gini = 0.125 samples = 854 value = [57, 797] 14637->14638 14805 gini = 0.0 samples = 90 value = [0, 90] 14637->14805 14639 x12_100000000053 <= 0.5 gini = 0.108 samples = 822 value = [47, 775] 14638->14639 14780 x14_8 <= 0.5 gini = 0.43 samples = 32 value = [10, 22] 14638->14780 14640 x12_0 <= 0.5 gini = 0.095 samples = 816 value = [41, 775] 14639->14640 14779 gini = 0.0 samples = 6 value = [6, 0] 14639->14779 14641 x14_9 <= 0.5 gini = 0.017 samples = 595 value = [5, 590] 14640->14641 14668 x1_CA <= 0.5 gini = 0.273 samples = 221 value = [36, 185] 14640->14668 14642 x1_DE <= 0.5 gini = 0.011 samples = 557 value = [3, 554] 14641->14642 14665 x12_100000000228 <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 14641->14665 14643 x17_other <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 14642->14643 14646 x13_6 <= 0.5 gini = 0.004 samples = 549 value = [1, 548] 14642->14646 14644 gini = 0.0 samples = 6 value = [0, 6] 14643->14644 14645 gini = 0.0 samples = 2 value = [2, 0] 14643->14645 14647 x13_0 <= 0.5 gini = 0.004 samples = 537 value = [1, 536] 14646->14647 14664 gini = 0.0 samples = 12 value = [0, 12] 14646->14664 14648 x14_3 <= 0.5 gini = 0.004 samples = 453 value = [1, 452] 14647->14648 14663 gini = 0.0 samples = 84 value = [0, 84] 14647->14663 14649 x13_3 <= 0.5 gini = 0.005 samples = 421 value = [1, 420] 14648->14649 14662 gini = 0.0 samples = 32 value = [0, 32] 14648->14662 14650 x14_8 <= 0.5 gini = 0.007 samples = 292 value = [1, 291] 14649->14650 14661 gini = 0.0 samples = 129 value = [0, 129] 14649->14661 14651 x14_6 <= 0.5 gini = 0.008 samples = 243 value = [1, 242] 14650->14651 14660 gini = 0.0 samples = 49 value = [0, 49] 14650->14660 14652 x14_5 <= 0.5 gini = 0.011 samples = 182 value = [1, 181] 14651->14652 14659 gini = 0.0 samples = 61 value = [0, 61] 14651->14659 14653 log_spend <= 4.491 gini = 0.012 samples = 170 value = [1, 169] 14652->14653 14658 gini = 0.0 samples = 12 value = [0, 12] 14652->14658 14654 log_spend <= 4.435 gini = 0.045 samples = 43 value = [1, 42] 14653->14654 14657 gini = 0.0 samples = 127 value = [0, 127] 14653->14657 14655 gini = 0.0 samples = 42 value = [0, 42] 14654->14655 14656 gini = 0.0 samples = 1 value = [1, 0] 14654->14656 14666 gini = 0.0 samples = 36 value = [0, 36] 14665->14666 14667 gini = 0.0 samples = 2 value = [2, 0] 14665->14667 14669 x1_OH <= 0.5 gini = 0.218 samples = 201 value = [25, 176] 14668->14669 14764 x14_5 <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 14668->14764 14670 x14_11 <= 0.5 gini = 0.22 samples = 199 value = [25, 174] 14669->14670 14763 gini = 0.0 samples = 2 value = [0, 2] 14669->14763 14671 x17_astrazeneca <= 0.5 gini = 0.218 samples = 185 value = [23, 162] 14670->14671 14760 x17_janssen <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 14670->14760 14672 x1_WI <= 0.5 gini = 0.221 samples = 182 value = [23, 159] 14671->14672 14759 gini = 0.0 samples = 3 value = [0, 3] 14671->14759 14673 x14_5 <= 0.5 gini = 0.214 samples = 181 value = [22, 159] 14672->14673 14758 gini = 0.0 samples = 1 value = [1, 0] 14672->14758 14674 x13_5 <= 0.5 gini = 0.199 samples = 152 value = [17, 135] 14673->14674 14749 x1_TX <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 14673->14749 14675 x0_United States <= 0.5 gini = 0.202 samples = 149 value = [17, 132] 14674->14675 14748 gini = 0.0 samples = 3 value = [0, 3] 14674->14748 14676 gini = 0.0 samples = 1 value = [1, 0] 14675->14676 14677 x13_3 <= 0.5 gini = 0.193 samples = 148 value = [16, 132] 14675->14677 14678 x1_NJ <= 0.5 gini = 0.139 samples = 120 value = [9, 111] 14677->14678 14729 x14_6 <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 14677->14729 14679 x14_3 <= 0.5 gini = 0.153 samples = 48 value = [4, 44] 14678->14679 14704 log_spend <= 8.685 gini = 0.129 samples = 72 value = [5, 67] 14678->14704 14680 x1_MN <= 0.5 gini = 0.165 samples = 44 value = [4, 40] 14679->14680 14703 gini = 0.0 samples = 4 value = [0, 4] 14679->14703 14681 x1_TX <= 0.5 gini = 0.13 samples = 43 value = [3, 40] 14680->14681 14702 gini = 0.0 samples = 1 value = [1, 0] 14680->14702 14682 x14_4 <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 14681->14682 14693 x13_6 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 14681->14693 14683 x1_NC <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 14682->14683 14692 gini = 0.0 samples = 4 value = [0, 4] 14682->14692 14684 x14_12 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 14683->14684 14691 gini = 0.0 samples = 9 value = [0, 9] 14683->14691 14685 x13_4 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 14684->14685 14690 gini = 0.0 samples = 2 value = [0, 2] 14684->14690 14686 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 14685->14686 14689 gini = 0.0 samples = 3 value = [0, 3] 14685->14689 14687 gini = 0.375 samples = 4 value = [1, 3] 14686->14687 14688 gini = 0.444 samples = 3 value = [1, 2] 14686->14688 14694 x14_6 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 14693->14694 14701 gini = 0.0 samples = 1 value = [0, 1] 14693->14701 14695 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 14694->14695 14700 gini = 0.0 samples = 3 value = [0, 3] 14694->14700 14696 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 14695->14696 14699 gini = 0.0 samples = 2 value = [0, 2] 14695->14699 14697 gini = 0.0 samples = 11 value = [0, 11] 14696->14697 14698 gini = 0.0 samples = 1 value = [1, 0] 14696->14698 14705 x17_janssen <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 14704->14705 14728 gini = 0.5 samples = 2 value = [1, 1] 14704->14728 14706 x14_9 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 14705->14706 14727 gini = 0.0 samples = 49 value = [0, 49] 14705->14727 14707 x13_6 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 14706->14707 14726 gini = 0.0 samples = 1 value = [0, 1] 14706->14726 14708 x14_7 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 14707->14708 14725 gini = 0.0 samples = 1 value = [1, 0] 14707->14725 14709 x13_2 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 14708->14709 14724 gini = 0.0 samples = 2 value = [0, 2] 14708->14724 14710 x14_1 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 14709->14710 14717 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14709->14717 14711 x14_10 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 14710->14711 14716 gini = 0.0 samples = 1 value = [0, 1] 14710->14716 14712 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14711->14712 14715 gini = 0.0 samples = 1 value = [1, 0] 14711->14715 14713 gini = 0.0 samples = 6 value = [0, 6] 14712->14713 14714 gini = 0.5 samples = 2 value = [1, 1] 14712->14714 14718 x14_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14717->14718 14723 gini = 0.0 samples = 1 value = [0, 1] 14717->14723 14719 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14718->14719 14722 gini = 0.0 samples = 1 value = [0, 1] 14718->14722 14720 gini = 0.0 samples = 3 value = [0, 3] 14719->14720 14721 gini = 0.5 samples = 2 value = [1, 1] 14719->14721 14730 x14_8 <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 14729->14730 14747 gini = 0.444 samples = 3 value = [1, 2] 14729->14747 14731 x14_7 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 14730->14731 14746 gini = 0.444 samples = 3 value = [2, 1] 14730->14746 14732 x14_10 <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 14731->14732 14745 gini = 0.0 samples = 3 value = [0, 3] 14731->14745 14733 x14_4 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 14732->14733 14744 gini = 0.5 samples = 2 value = [1, 1] 14732->14744 14734 x14_12 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 14733->14734 14743 gini = 0.444 samples = 3 value = [1, 2] 14733->14743 14735 x14_9 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 14734->14735 14742 gini = 0.0 samples = 1 value = [0, 1] 14734->14742 14736 x17_janssen <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 14735->14736 14741 gini = 0.5 samples = 2 value = [1, 1] 14735->14741 14737 x1_NC <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14736->14737 14740 gini = 0.0 samples = 4 value = [0, 4] 14736->14740 14738 gini = 0.5 samples = 2 value = [1, 1] 14737->14738 14739 gini = 0.0 samples = 5 value = [0, 5] 14737->14739 14750 x1_NJ <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 14749->14750 14757 gini = 0.444 samples = 3 value = [2, 1] 14749->14757 14751 x1_NC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 14750->14751 14756 gini = 0.0 samples = 20 value = [0, 20] 14750->14756 14752 x1_UT <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 14751->14752 14755 gini = 0.0 samples = 1 value = [0, 1] 14751->14755 14753 gini = 0.5 samples = 4 value = [2, 2] 14752->14753 14754 gini = 0.0 samples = 1 value = [1, 0] 14752->14754 14761 gini = 0.5 samples = 4 value = [2, 2] 14760->14761 14762 gini = 0.0 samples = 10 value = [0, 10] 14760->14762 14765 x13_0 <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 14764->14765 14778 gini = 0.0 samples = 1 value = [1, 0] 14764->14778 14766 x14_4 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 14765->14766 14777 gini = 0.0 samples = 1 value = [1, 0] 14765->14777 14767 log_spend <= 5.269 gini = 0.5 samples = 16 value = [8, 8] 14766->14767 14776 gini = 0.5 samples = 2 value = [1, 1] 14766->14776 14768 gini = 0.0 samples = 6 value = [6, 0] 14767->14768 14769 x14_9 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 14767->14769 14770 x13_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 14769->14770 14775 gini = 0.0 samples = 1 value = [0, 1] 14769->14775 14771 log_spend <= 6.759 gini = 0.219 samples = 8 value = [1, 7] 14770->14771 14774 gini = 0.0 samples = 1 value = [1, 0] 14770->14774 14772 gini = 0.444 samples = 3 value = [1, 2] 14771->14772 14773 gini = 0.0 samples = 5 value = [0, 5] 14771->14773 14781 x13_1 <= 0.5 gini = 0.444 samples = 30 value = [10, 20] 14780->14781 14804 gini = 0.0 samples = 2 value = [0, 2] 14780->14804 14782 x14_11 <= 0.5 gini = 0.444 samples = 27 value = [9, 18] 14781->14782 14803 gini = 0.444 samples = 3 value = [1, 2] 14781->14803 14783 x13_0 <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 14782->14783 14802 gini = 0.0 samples = 1 value = [1, 0] 14782->14802 14784 x14_2 <= 0.5 gini = 0.435 samples = 25 value = [8, 17] 14783->14784 14801 gini = 0.0 samples = 1 value = [0, 1] 14783->14801 14785 x14_1 <= 0.5 gini = 0.413 samples = 24 value = [7, 17] 14784->14785 14800 gini = 0.0 samples = 1 value = [1, 0] 14784->14800 14786 x13_2 <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 14785->14786 14799 gini = 0.0 samples = 1 value = [1, 0] 14785->14799 14787 x12_0 <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 14786->14787 14798 gini = 0.0 samples = 1 value = [1, 0] 14786->14798 14788 gini = 0.0 samples = 2 value = [2, 0] 14787->14788 14789 x14_3 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 14787->14789 14790 x13_5 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 14789->14790 14797 gini = 0.0 samples = 2 value = [0, 2] 14789->14797 14791 x13_3 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 14790->14791 14796 gini = 0.0 samples = 1 value = [0, 1] 14790->14796 14792 gini = 0.5 samples = 4 value = [2, 2] 14791->14792 14793 log_spend <= 6.296 gini = 0.142 samples = 13 value = [1, 12] 14791->14793 14794 gini = 0.5 samples = 2 value = [1, 1] 14793->14794 14795 gini = 0.0 samples = 11 value = [0, 11] 14793->14795 14808 x14_12 <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 14807->14808 14823 gini = 0.0 samples = 2 value = [2, 0] 14807->14823 14809 x13_4 <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 14808->14809 14822 gini = 0.0 samples = 2 value = [2, 0] 14808->14822 14810 x13_5 <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 14809->14810 14821 gini = 0.0 samples = 3 value = [3, 0] 14809->14821 14811 x7_SC <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 14810->14811 14820 gini = 0.0 samples = 3 value = [3, 0] 14810->14820 14812 x12_0 <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 14811->14812 14819 gini = 0.0 samples = 1 value = [1, 0] 14811->14819 14813 x7_IL <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 14812->14813 14818 gini = 0.0 samples = 15 value = [15, 0] 14812->14818 14814 x13_3 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 14813->14814 14817 gini = 0.0 samples = 1 value = [1, 0] 14813->14817 14815 gini = 0.0 samples = 10 value = [10, 0] 14814->14815 14816 gini = 0.0 samples = 2 value = [0, 2] 14814->14816 14826 x7_AZ <= 0.5 gini = 0.234 samples = 118 value = [16, 102] 14825->14826 14917 gini = 0.0 samples = 3 value = [0, 3] 14825->14917 14827 x7_UT <= 0.5 gini = 0.24 samples = 115 value = [16, 99] 14826->14827 14916 gini = 0.0 samples = 3 value = [0, 3] 14826->14916 14828 x7_TN <= 0.5 gini = 0.245 samples = 112 value = [16, 96] 14827->14828 14915 gini = 0.0 samples = 3 value = [0, 3] 14827->14915 14829 x7_CO <= 0.5 gini = 0.224 samples = 109 value = [14, 95] 14828->14829 14914 gini = 0.444 samples = 3 value = [2, 1] 14828->14914 14830 x13_4 <= 0.5 gini = 0.219 samples = 104 value = [13, 91] 14829->14830 14911 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14829->14911 14831 x7_NY <= 0.5 gini = 0.221 samples = 103 value = [13, 90] 14830->14831 14910 gini = 0.0 samples = 1 value = [0, 1] 14830->14910 14832 x7_NV <= 0.5 gini = 0.221 samples = 95 value = [12, 83] 14831->14832 14903 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 14831->14903 14833 x14_12 <= 0.5 gini = 0.223 samples = 94 value = [12, 82] 14832->14833 14902 gini = 0.0 samples = 1 value = [0, 1] 14832->14902 14834 x7_WI <= 0.5 gini = 0.187 samples = 86 value = [9, 77] 14833->14834 14893 log_spend <= 8.369 gini = 0.469 samples = 8 value = [3, 5] 14833->14893 14835 x13_0 <= 0.5 gini = 0.189 samples = 85 value = [9, 76] 14834->14835 14892 gini = 0.0 samples = 1 value = [0, 1] 14834->14892 14836 log_spend <= 3.835 gini = 0.178 samples = 81 value = [8, 73] 14835->14836 14891 gini = 0.375 samples = 4 value = [1, 3] 14835->14891 14837 gini = 0.0 samples = 1 value = [1, 0] 14836->14837 14838 x7_MD <= 0.5 gini = 0.16 samples = 80 value = [7, 73] 14836->14838 14839 x7_ID <= 0.5 gini = 0.162 samples = 79 value = [7, 72] 14838->14839 14890 gini = 0.0 samples = 1 value = [0, 1] 14838->14890 14840 x7_GA <= 0.5 gini = 0.165 samples = 77 value = [7, 70] 14839->14840 14889 gini = 0.0 samples = 2 value = [0, 2] 14839->14889 14841 x7_WA <= 0.5 gini = 0.171 samples = 74 value = [7, 67] 14840->14841 14888 gini = 0.0 samples = 3 value = [0, 3] 14840->14888 14842 x7_IN <= 0.5 gini = 0.173 samples = 73 value = [7, 66] 14841->14842 14887 gini = 0.0 samples = 1 value = [0, 1] 14841->14887 14843 x7_FL <= 0.5 gini = 0.176 samples = 72 value = [7, 65] 14842->14843 14886 gini = 0.0 samples = 1 value = [0, 1] 14842->14886 14844 x13_6 <= 0.5 gini = 0.2 samples = 62 value = [7, 55] 14843->14844 14885 gini = 0.0 samples = 10 value = [0, 10] 14843->14885 14845 x7_ME <= 0.5 gini = 0.177 samples = 61 value = [6, 55] 14844->14845 14884 gini = 0.0 samples = 1 value = [1, 0] 14844->14884 14846 x14_3 <= 0.5 gini = 0.18 samples = 60 value = [6, 54] 14845->14846 14883 gini = 0.0 samples = 1 value = [0, 1] 14845->14883 14847 x7_TX <= 0.5 gini = 0.191 samples = 56 value = [6, 50] 14846->14847 14882 gini = 0.0 samples = 4 value = [0, 4] 14846->14882 14848 log_spend <= 6.937 gini = 0.201 samples = 44 value = [5, 39] 14847->14848 14879 x14_11 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 14847->14879 14849 x14_1 <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 14848->14849 14864 x7_NM <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 14848->14864 14850 x7_PA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 14849->14850 14863 gini = 0.0 samples = 3 value = [0, 3] 14849->14863 14851 x7_MA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 14850->14851 14862 gini = 0.444 samples = 3 value = [1, 2] 14850->14862 14852 x7_KY <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 14851->14852 14861 gini = 0.0 samples = 1 value = [1, 0] 14851->14861 14853 x7_CA <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 14852->14853 14860 gini = 0.0 samples = 1 value = [0, 1] 14852->14860 14854 x7_NE <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14853->14854 14859 gini = 0.375 samples = 4 value = [1, 3] 14853->14859 14855 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14854->14855 14858 gini = 0.0 samples = 1 value = [0, 1] 14854->14858 14856 gini = 0.5 samples = 2 value = [1, 1] 14855->14856 14857 gini = 0.0 samples = 4 value = [0, 4] 14855->14857 14865 x14_1 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 14864->14865 14878 gini = 0.0 samples = 1 value = [0, 1] 14864->14878 14866 x14_8 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 14865->14866 14877 gini = 0.0 samples = 6 value = [0, 6] 14865->14877 14867 x7_NC <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 14866->14867 14876 gini = 0.0 samples = 2 value = [0, 2] 14866->14876 14868 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 14867->14868 14875 gini = 0.0 samples = 2 value = [0, 2] 14867->14875 14869 gini = 0.0 samples = 7 value = [0, 7] 14868->14869 14870 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14868->14870 14871 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14870->14871 14874 gini = 0.0 samples = 2 value = [0, 2] 14870->14874 14872 gini = 0.0 samples = 4 value = [0, 4] 14871->14872 14873 gini = 0.0 samples = 1 value = [1, 0] 14871->14873 14880 gini = 0.0 samples = 10 value = [0, 10] 14879->14880 14881 gini = 0.5 samples = 2 value = [1, 1] 14879->14881 14894 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 14893->14894 14901 gini = 0.0 samples = 1 value = [1, 0] 14893->14901 14895 log_spend <= 7.766 gini = 0.444 samples = 6 value = [2, 4] 14894->14895 14900 gini = 0.0 samples = 1 value = [0, 1] 14894->14900 14896 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 14895->14896 14899 gini = 0.0 samples = 1 value = [1, 0] 14895->14899 14897 gini = 0.5 samples = 2 value = [1, 1] 14896->14897 14898 gini = 0.0 samples = 3 value = [0, 3] 14896->14898 14904 x14_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 14903->14904 14909 gini = 0.0 samples = 1 value = [0, 1] 14903->14909 14905 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14904->14905 14908 gini = 0.0 samples = 1 value = [0, 1] 14904->14908 14906 gini = 0.375 samples = 4 value = [1, 3] 14905->14906 14907 gini = 0.0 samples = 2 value = [0, 2] 14905->14907 14912 gini = 0.5 samples = 2 value = [1, 1] 14911->14912 14913 gini = 0.0 samples = 3 value = [0, 3] 14911->14913 14919 x7_PA <= 0.5 gini = 0.38 samples = 157 value = [40, 117] 14918->14919 14940 x2_NA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 14918->14940 14920 x16_cardio <= 0.5 gini = 0.377 samples = 155 value = [39, 116] 14919->14920 14939 gini = 0.5 samples = 2 value = [1, 1] 14919->14939 14921 x8_Yes <= 0.5 gini = 0.378 samples = 154 value = [39, 115] 14920->14921 14938 gini = 0.0 samples = 1 value = [0, 1] 14920->14938 14922 x14_11 <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 14921->14922 14937 gini = 0.0 samples = 114 value = [0, 114] 14921->14937 14923 x17_other <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 14922->14923 14936 gini = 0.0 samples = 2 value = [2, 0] 14922->14936 14924 gini = 0.0 samples = 1 value = [1, 0] 14923->14924 14925 x7_MI <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 14923->14925 14926 log_spend <= 7.427 gini = 0.054 samples = 36 value = [35, 1] 14925->14926 14935 gini = 0.0 samples = 1 value = [1, 0] 14925->14935 14927 gini = 0.0 samples = 25 value = [25, 0] 14926->14927 14928 x14_5 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 14926->14928 14929 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 14928->14929 14934 gini = 0.0 samples = 5 value = [5, 0] 14928->14934 14930 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 14929->14930 14933 gini = 0.0 samples = 1 value = [1, 0] 14929->14933 14931 gini = 0.444 samples = 3 value = [2, 1] 14930->14931 14932 gini = 0.0 samples = 2 value = [2, 0] 14930->14932 14941 gini = 0.0 samples = 8 value = [0, 8] 14940->14941 14942 gini = 0.0 samples = 2 value = [2, 0] 14940->14942 14944 x1_DE <= 0.5 gini = 0.021 samples = 386 value = [4, 382] 14943->14944 14983 x17_incyte <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 14943->14983 14945 x1_NY <= 0.5 gini = 0.045 samples = 173 value = [4, 169] 14944->14945 14982 gini = 0.0 samples = 213 value = [0, 213] 14944->14982 14946 x1_NC <= 0.5 gini = 0.058 samples = 134 value = [4, 130] 14945->14946 14981 gini = 0.0 samples = 39 value = [0, 39] 14945->14981 14947 x14_12 <= 0.5 gini = 0.067 samples = 115 value = [4, 111] 14946->14947 14980 gini = 0.0 samples = 19 value = [0, 19] 14946->14980 14948 x13_0 <= 0.5 gini = 0.073 samples = 105 value = [4, 101] 14947->14948 14979 gini = 0.0 samples = 10 value = [0, 10] 14947->14979 14949 x2_Non-Covered <= 0.5 gini = 0.077 samples = 75 value = [3, 72] 14948->14949 14976 x2_Non-Covered <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 14948->14976 14950 x13_4 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 14949->14950 14961 x17_janssen <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 14949->14961 14951 x14_11 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 14950->14951 14960 gini = 0.0 samples = 7 value = [0, 7] 14950->14960 14952 x13_2 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 14951->14952 14959 gini = 0.0 samples = 1 value = [0, 1] 14951->14959 14953 x14_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 14952->14953 14958 gini = 0.0 samples = 4 value = [0, 4] 14952->14958 14954 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 14953->14954 14957 gini = 0.5 samples = 2 value = [1, 1] 14953->14957 14955 gini = 0.0 samples = 4 value = [0, 4] 14954->14955 14956 gini = 0.5 samples = 2 value = [1, 1] 14954->14956 14962 x14_9 <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 14961->14962 14975 gini = 0.0 samples = 3 value = [0, 3] 14961->14975 14963 x1_TN <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 14962->14963 14974 gini = 0.0 samples = 8 value = [0, 8] 14962->14974 14964 x16_oncol <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 14963->14964 14973 gini = 0.0 samples = 2 value = [0, 2] 14963->14973 14965 x5_NA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 14964->14965 14972 gini = 0.0 samples = 2 value = [0, 2] 14964->14972 14966 gini = 0.0 samples = 29 value = [0, 29] 14965->14966 14967 x14_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 14965->14967 14968 x12_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 14967->14968 14971 gini = 0.0 samples = 2 value = [0, 2] 14967->14971 14969 gini = 0.444 samples = 3 value = [1, 2] 14968->14969 14970 gini = 0.0 samples = 6 value = [0, 6] 14968->14970 14977 gini = 0.0 samples = 1 value = [1, 0] 14976->14977 14978 gini = 0.0 samples = 29 value = [0, 29] 14976->14978 14984 x17_other <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 14983->14984 14997 gini = 0.0 samples = 11 value = [0, 11] 14983->14997 14985 gini = 0.0 samples = 19 value = [0, 19] 14984->14985 14986 x14_9 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 14984->14986 14987 x12_100000000278 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 14986->14987 14996 gini = 0.0 samples = 2 value = [0, 2] 14986->14996 14988 x12_100000005449 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 14987->14988 14995 gini = 0.375 samples = 4 value = [1, 3] 14987->14995 14989 x1_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 14988->14989 14994 gini = 0.0 samples = 4 value = [0, 4] 14988->14994 14990 x2_NA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 14989->14990 14993 gini = 0.0 samples = 1 value = [0, 1] 14989->14993 14991 gini = 0.0 samples = 8 value = [0, 8] 14990->14991 14992 gini = 0.5 samples = 2 value = [1, 1] 14990->14992 14999 x7_TN <= 0.5 gini = 0.002 samples = 2300 value = [2, 2298] 14998->14999 15054 x7_PA <= 0.5 gini = 0.404 samples = 96 value = [27, 69] 14998->15054 15000 x7_MI <= 0.5 gini = 0.002 samples = 2236 value = [2, 2234] 14999->15000 15053 gini = 0.0 samples = 64 value = [0, 64] 14999->15053 15001 x7_NH <= 0.5 gini = 0.002 samples = 2164 value = [2, 2162] 15000->15001 15052 gini = 0.0 samples = 72 value = [0, 72] 15000->15052 15002 x7_GA <= 0.5 gini = 0.002 samples = 2157 value = [2, 2155] 15001->15002 15051 gini = 0.0 samples = 7 value = [0, 7] 15001->15051 15003 x7_CT <= 0.5 gini = 0.002 samples = 2005 value = [2, 2003] 15002->15003 15050 gini = 0.0 samples = 152 value = [0, 152] 15002->15050 15004 x14_1 <= 0.5 gini = 0.002 samples = 1984 value = [2, 1982] 15003->15004 15049 gini = 0.0 samples = 21 value = [0, 21] 15003->15049 15005 x13_2 <= 0.5 gini = 0.002 samples = 1809 value = [2, 1807] 15004->15005 15048 gini = 0.0 samples = 175 value = [0, 175] 15004->15048 15006 x7_VA <= 0.5 gini = 0.003 samples = 1468 value = [2, 1466] 15005->15006 15047 gini = 0.0 samples = 341 value = [0, 341] 15005->15047 15007 x14_7 <= 0.5 gini = 0.003 samples = 1430 value = [2, 1428] 15006->15007 15046 gini = 0.0 samples = 38 value = [0, 38] 15006->15046 15008 x14_4 <= 0.5 gini = 0.003 samples = 1293 value = [2, 1291] 15007->15008 15045 gini = 0.0 samples = 137 value = [0, 137] 15007->15045 15009 x7_PR <= 0.5 gini = 0.003 samples = 1155 value = [2, 1153] 15008->15009 15044 gini = 0.0 samples = 138 value = [0, 138] 15008->15044 15010 x14_10 <= 0.5 gini = 0.004 samples = 1121 value = [2, 1119] 15009->15010 15043 gini = 0.0 samples = 34 value = [0, 34] 15009->15043 15011 x7_IN <= 0.5 gini = 0.004 samples = 1015 value = [2, 1013] 15010->15011 15042 gini = 0.0 samples = 106 value = [0, 106] 15010->15042 15012 x13_1 <= 0.5 gini = 0.004 samples = 1003 value = [2, 1001] 15011->15012 15041 gini = 0.0 samples = 12 value = [0, 12] 15011->15041 15013 x7_NC <= 0.5 gini = 0.003 samples = 768 value = [1, 767] 15012->15013 15030 x14_3 <= 0.5 gini = 0.008 samples = 235 value = [1, 234] 15012->15030 15014 x7_PA <= 0.5 gini = 0.003 samples = 731 value = [1, 730] 15013->15014 15029 gini = 0.0 samples = 37 value = [0, 37] 15013->15029 15015 x7_IL <= 0.5 gini = 0.003 samples = 707 value = [1, 706] 15014->15015 15028 gini = 0.0 samples = 24 value = [0, 24] 15014->15028 15016 x13_3 <= 0.5 gini = 0.003 samples = 653 value = [1, 652] 15015->15016 15027 gini = 0.0 samples = 54 value = [0, 54] 15015->15027 15017 x13_0 <= 0.5 gini = 0.005 samples = 396 value = [1, 395] 15016->15017 15026 gini = 0.0 samples = 257 value = [0, 257] 15016->15026 15018 gini = 0.0 samples = 193 value = [0, 193] 15017->15018 15019 x14_3 <= 0.5 gini = 0.01 samples = 203 value = [1, 202] 15017->15019 15020 x7_CA <= 0.5 gini = 0.011 samples = 182 value = [1, 181] 15019->15020 15025 gini = 0.0 samples = 21 value = [0, 21] 15019->15025 15021 gini = 0.0 samples = 148 value = [0, 148] 15020->15021 15022 x14_6 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 15020->15022 15023 gini = 0.0 samples = 31 value = [0, 31] 15022->15023 15024 gini = 0.444 samples = 3 value = [1, 2] 15022->15024 15031 x14_6 <= 0.5 gini = 0.009 samples = 213 value = [1, 212] 15030->15031 15040 gini = 0.0 samples = 22 value = [0, 22] 15030->15040 15032 gini = 0.0 samples = 197 value = [0, 197] 15031->15032 15033 x7_NC <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 15031->15033 15034 x7_PA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 15033->15034 15039 gini = 0.0 samples = 3 value = [0, 3] 15033->15039 15035 x7_MA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15034->15035 15038 gini = 0.0 samples = 2 value = [0, 2] 15034->15038 15036 gini = 0.0 samples = 8 value = [0, 8] 15035->15036 15037 gini = 0.444 samples = 3 value = [1, 2] 15035->15037 15055 x14_9 <= 0.5 gini = 0.394 samples = 89 value = [24, 65] 15054->15055 15122 x13_3 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 15054->15122 15056 x13_0 <= 0.5 gini = 0.385 samples = 77 value = [20, 57] 15055->15056 15111 x7_MA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 15055->15111 15057 x7_PR <= 0.5 gini = 0.341 samples = 55 value = [12, 43] 15056->15057 15092 x14_6 <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 15056->15092 15058 x14_7 <= 0.5 gini = 0.386 samples = 46 value = [12, 34] 15057->15058 15091 gini = 0.0 samples = 9 value = [0, 9] 15057->15091 15059 x14_8 <= 0.5 gini = 0.326 samples = 39 value = [8, 31] 15058->15059 15086 x7_FL <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 15058->15086 15060 x7_IL <= 0.5 gini = 0.346 samples = 36 value = [8, 28] 15059->15060 15085 gini = 0.0 samples = 3 value = [0, 3] 15059->15085 15061 x7_FL <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 15060->15061 15082 log_spend <= 7.891 gini = 0.245 samples = 7 value = [1, 6] 15060->15082 15062 x7_MO <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 15061->15062 15081 gini = 0.0 samples = 4 value = [0, 4] 15061->15081 15063 x7_MI <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 15062->15063 15080 gini = 0.0 samples = 1 value = [1, 0] 15062->15080 15064 x14_12 <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 15063->15064 15079 gini = 0.0 samples = 1 value = [0, 1] 15063->15079 15065 x13_1 <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 15064->15065 15076 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 15064->15076 15066 x14_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15065->15066 15073 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 15065->15073 15067 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15066->15067 15072 gini = 0.0 samples = 2 value = [0, 2] 15066->15072 15068 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15067->15068 15071 gini = 0.0 samples = 2 value = [0, 2] 15067->15071 15069 gini = 0.0 samples = 5 value = [0, 5] 15068->15069 15070 gini = 0.444 samples = 3 value = [1, 2] 15068->15070 15074 gini = 0.0 samples = 4 value = [4, 0] 15073->15074 15075 gini = 0.0 samples = 1 value = [0, 1] 15073->15075 15077 gini = 0.375 samples = 4 value = [1, 3] 15076->15077 15078 gini = 0.0 samples = 2 value = [0, 2] 15076->15078 15083 gini = 0.0 samples = 6 value = [0, 6] 15082->15083 15084 gini = 0.0 samples = 1 value = [1, 0] 15082->15084 15087 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 15086->15087 15090 gini = 0.0 samples = 1 value = [0, 1] 15086->15090 15088 gini = 0.0 samples = 4 value = [4, 0] 15087->15088 15089 gini = 0.0 samples = 2 value = [0, 2] 15087->15089 15093 x7_IL <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 15092->15093 15110 gini = 0.0 samples = 1 value = [1, 0] 15092->15110 15094 x7_CA <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 15093->15094 15107 log_spend <= 6.383 gini = 0.245 samples = 7 value = [1, 6] 15093->15107 15095 log_spend <= 6.48 gini = 0.346 samples = 9 value = [2, 7] 15094->15095 15104 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 15094->15104 15096 gini = 0.0 samples = 2 value = [0, 2] 15095->15096 15097 x7_CT <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 15095->15097 15098 x7_AZ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 15097->15098 15103 gini = 0.0 samples = 1 value = [0, 1] 15097->15103 15099 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15098->15099 15102 gini = 0.0 samples = 1 value = [0, 1] 15098->15102 15100 gini = 0.375 samples = 4 value = [1, 3] 15099->15100 15101 gini = 0.0 samples = 1 value = [1, 0] 15099->15101 15105 gini = 0.0 samples = 3 value = [3, 0] 15104->15105 15106 gini = 0.5 samples = 2 value = [1, 1] 15104->15106 15108 gini = 0.0 samples = 4 value = [0, 4] 15107->15108 15109 gini = 0.444 samples = 3 value = [1, 2] 15107->15109 15112 x7_MO <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 15111->15112 15121 gini = 0.0 samples = 1 value = [0, 1] 15111->15121 15113 x7_PR <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 15112->15113 15120 gini = 0.0 samples = 1 value = [1, 0] 15112->15120 15114 log_spend <= 6.182 gini = 0.444 samples = 9 value = [3, 6] 15113->15114 15119 gini = 0.0 samples = 1 value = [0, 1] 15113->15119 15115 gini = 0.0 samples = 3 value = [0, 3] 15114->15115 15116 x13_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 15114->15116 15117 gini = 0.444 samples = 3 value = [1, 2] 15116->15117 15118 gini = 0.444 samples = 3 value = [2, 1] 15116->15118 15123 x14_8 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 15122->15123 15128 gini = 0.0 samples = 1 value = [0, 1] 15122->15128 15124 log_spend <= 8.031 gini = 0.48 samples = 5 value = [2, 3] 15123->15124 15127 gini = 0.0 samples = 1 value = [1, 0] 15123->15127 15125 gini = 0.0 samples = 2 value = [0, 2] 15124->15125 15126 gini = 0.444 samples = 3 value = [2, 1] 15124->15126 15130 x7_CA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 15129->15130 15139 gini = 0.0 samples = 1 value = [1, 0] 15129->15139 15131 x14_11 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 15130->15131 15138 gini = 0.0 samples = 1 value = [1, 0] 15130->15138 15132 x14_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 15131->15132 15137 gini = 0.0 samples = 2 value = [0, 2] 15131->15137 15133 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 15132->15133 15136 gini = 0.0 samples = 1 value = [0, 1] 15132->15136 15134 gini = 0.444 samples = 3 value = [2, 1] 15133->15134 15135 gini = 0.0 samples = 2 value = [2, 0] 15133->15135 15141 x17_janssen <= 0.5 gini = 0.29 samples = 431 value = [76, 355] 15140->15141 15202 x16_other <= 0.5 gini = 0.054 samples = 143 value = [4, 139] 15140->15202 15142 x17_sanofi <= 0.5 gini = 0.259 samples = 419 value = [64, 355] 15141->15142 15201 gini = 0.0 samples = 12 value = [12, 0] 15141->15201 15143 x8_Yes <= 0.5 gini = 0.35 samples = 270 value = [61, 209] 15142->15143 15178 x7_IA <= 0.5 gini = 0.039 samples = 149 value = [3, 146] 15142->15178 15144 x7_MI <= 0.5 gini = 0.124 samples = 60 value = [56, 4] 15143->15144 15161 x15_dermatology <= 0.5 gini = 0.046 samples = 210 value = [5, 205] 15143->15161 15145 x14_4 <= 0.5 gini = 0.135 samples = 55 value = [51, 4] 15144->15145 15160 gini = 0.0 samples = 5 value = [5, 0] 15144->15160 15146 x13_1 <= 0.5 gini = 0.145 samples = 51 value = [47, 4] 15145->15146 15159 gini = 0.0 samples = 4 value = [4, 0] 15145->15159 15147 x14_1 <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 15146->15147 15156 log_spend <= 6.823 gini = 0.278 samples = 6 value = [5, 1] 15146->15156 15148 gini = 0.0 samples = 38 value = [38, 0] 15147->15148 15149 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 15147->15149 15150 x7_MA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 15149->15150 15155 gini = 0.0 samples = 1 value = [0, 1] 15149->15155 15151 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 15150->15151 15154 gini = 0.0 samples = 1 value = [0, 1] 15150->15154 15152 gini = 0.375 samples = 4 value = [3, 1] 15151->15152 15153 gini = 0.0 samples = 1 value = [1, 0] 15151->15153 15157 gini = 0.0 samples = 5 value = [5, 0] 15156->15157 15158 gini = 0.0 samples = 1 value = [0, 1] 15156->15158 15162 x7_LA <= 0.5 gini = 0.01 samples = 206 value = [1, 205] 15161->15162 15177 gini = 0.0 samples = 4 value = [4, 0] 15161->15177 15163 x7_IN <= 0.5 gini = 0.01 samples = 204 value = [1, 203] 15162->15163 15176 gini = 0.0 samples = 2 value = [0, 2] 15162->15176 15164 log_spend <= 7.249 gini = 0.01 samples = 202 value = [1, 201] 15163->15164 15175 gini = 0.0 samples = 2 value = [0, 2] 15163->15175 15165 gini = 0.0 samples = 138 value = [0, 138] 15164->15165 15166 x5_NA <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 15164->15166 15167 x15_neurology <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 15166->15167 15174 gini = 0.0 samples = 9 value = [0, 9] 15166->15174 15168 x13_1 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 15167->15168 15173 gini = 0.0 samples = 4 value = [0, 4] 15167->15173 15169 gini = 0.0 samples = 42 value = [0, 42] 15168->15169 15170 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15168->15170 15171 gini = 0.0 samples = 6 value = [0, 6] 15170->15171 15172 gini = 0.444 samples = 3 value = [1, 2] 15170->15172 15179 x7_OH <= 0.5 gini = 0.027 samples = 147 value = [2, 145] 15178->15179 15200 gini = 0.5 samples = 2 value = [1, 1] 15178->15200 15180 x15_Other <= 0.5 gini = 0.029 samples = 137 value = [2, 135] 15179->15180 15199 gini = 0.0 samples = 10 value = [0, 10] 15179->15199 15181 x7_PA <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 15180->15181 15198 gini = 0.0 samples = 99 value = [0, 99] 15180->15198 15182 x7_NH <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 15181->15182 15197 gini = 0.0 samples = 2 value = [0, 2] 15181->15197 15183 x14_8 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 15182->15183 15196 gini = 0.0 samples = 1 value = [0, 1] 15182->15196 15184 x7_TN <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 15183->15184 15195 gini = 0.0 samples = 16 value = [0, 16] 15183->15195 15185 x14_6 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 15184->15185 15194 gini = 0.0 samples = 1 value = [0, 1] 15184->15194 15186 x7_MA <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 15185->15186 15193 gini = 0.0 samples = 1 value = [1, 0] 15185->15193 15187 x7_VT <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 15186->15187 15192 gini = 0.0 samples = 2 value = [0, 2] 15186->15192 15188 x5_NA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 15187->15188 15191 gini = 0.0 samples = 1 value = [0, 1] 15187->15191 15189 gini = 0.5 samples = 2 value = [1, 1] 15188->15189 15190 gini = 0.0 samples = 12 value = [0, 12] 15188->15190 15203 gini = 0.0 samples = 9 value = [0, 9] 15202->15203 15204 x5_Device <= 0.5 gini = 0.058 samples = 134 value = [4, 130] 15202->15204 15205 x13_1 <= 0.5 gini = 0.033 samples = 120 value = [2, 118] 15204->15205 15224 x14_12 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 15204->15224 15206 x14_6 <= 0.5 gini = 0.038 samples = 102 value = [2, 100] 15205->15206 15223 gini = 0.0 samples = 18 value = [0, 18] 15205->15223 15207 x17_other <= 0.5 gini = 0.04 samples = 98 value = [2, 96] 15206->15207 15222 gini = 0.0 samples = 4 value = [0, 4] 15206->15222 15208 gini = 0.0 samples = 28 value = [0, 28] 15207->15208 15209 x7_MO <= 0.5 gini = 0.056 samples = 70 value = [2, 68] 15207->15209 15210 x13_5 <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 15209->15210 15221 gini = 0.0 samples = 1 value = [0, 1] 15209->15221 15211 x14_10 <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 15210->15211 15220 gini = 0.0 samples = 1 value = [1, 0] 15210->15220 15212 x7_KS <= 0.5 gini = 0.032 samples = 62 value = [1, 61] 15211->15212 15219 gini = 0.0 samples = 6 value = [0, 6] 15211->15219 15213 x14_4 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 15212->15213 15218 gini = 0.0 samples = 3 value = [0, 3] 15212->15218 15214 x8_Yes <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 15213->15214 15217 gini = 0.0 samples = 2 value = [0, 2] 15213->15217 15215 gini = 0.375 samples = 4 value = [1, 3] 15214->15215 15216 gini = 0.0 samples = 53 value = [0, 53] 15214->15216 15225 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15224->15225 15228 gini = 0.0 samples = 9 value = [0, 9] 15224->15228 15226 gini = 0.444 samples = 3 value = [1, 2] 15225->15226 15227 gini = 0.5 samples = 2 value = [1, 1] 15225->15227 15231 x7_IA <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 15230->15231 15252 gini = 0.0 samples = 7 value = [7, 0] 15230->15252 15232 x14_6 <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 15231->15232 15251 gini = 0.0 samples = 1 value = [1, 0] 15231->15251 15233 x7_KS <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 15232->15233 15250 gini = 0.0 samples = 3 value = [3, 0] 15232->15250 15234 x14_10 <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 15233->15234 15249 gini = 0.0 samples = 2 value = [2, 0] 15233->15249 15235 x7_NY <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 15234->15235 15248 gini = 0.0 samples = 1 value = [1, 0] 15234->15248 15236 x13_0 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 15235->15236 15247 gini = 0.0 samples = 4 value = [4, 0] 15235->15247 15237 x7_MA <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 15236->15237 15240 x7_IL <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 15236->15240 15238 gini = 0.0 samples = 13 value = [13, 0] 15237->15238 15239 gini = 0.5 samples = 2 value = [1, 1] 15237->15239 15241 x7_UT <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 15240->15241 15246 gini = 0.0 samples = 1 value = [1, 0] 15240->15246 15242 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 15241->15242 15245 gini = 0.0 samples = 1 value = [1, 0] 15241->15245 15243 gini = 0.0 samples = 5 value = [5, 0] 15242->15243 15244 gini = 0.0 samples = 1 value = [0, 1] 15242->15244 15254 x14_3 <= 0.5 gini = 0.014 samples = 419 value = [3, 416] 15253->15254 15291 gini = 0.0 samples = 24 value = [0, 24] 15253->15291 15255 x7_NC <= 0.5 gini = 0.01 samples = 390 value = [2, 388] 15254->15255 15278 x7_CA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 15254->15278 15256 x14_12 <= 0.5 gini = 0.011 samples = 373 value = [2, 371] 15255->15256 15277 gini = 0.0 samples = 17 value = [0, 17] 15255->15277 15257 x7_MI <= 0.5 gini = 0.011 samples = 352 value = [2, 350] 15256->15257 15276 gini = 0.0 samples = 21 value = [0, 21] 15256->15276 15258 x13_0 <= 0.5 gini = 0.012 samples = 342 value = [2, 340] 15257->15258 15275 gini = 0.0 samples = 10 value = [0, 10] 15257->15275 15259 x7_FL <= 0.5 gini = 0.014 samples = 291 value = [2, 289] 15258->15259 15274 gini = 0.0 samples = 51 value = [0, 51] 15258->15274 15260 x7_TN <= 0.5 gini = 0.019 samples = 211 value = [2, 209] 15259->15260 15273 gini = 0.0 samples = 80 value = [0, 80] 15259->15273 15261 x17_boehringer <= 0.5 gini = 0.019 samples = 208 value = [2, 206] 15260->15261 15272 gini = 0.0 samples = 3 value = [0, 3] 15260->15272 15262 gini = 0.444 samples = 3 value = [1, 2] 15261->15262 15263 x14_1 <= 0.5 gini = 0.01 samples = 205 value = [1, 204] 15261->15263 15264 gini = 0.0 samples = 194 value = [0, 194] 15263->15264 15265 x7_MS <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15263->15265 15266 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15265->15266 15271 gini = 0.0 samples = 1 value = [0, 1] 15265->15271 15267 log_spend <= 5.487 gini = 0.198 samples = 9 value = [1, 8] 15266->15267 15270 gini = 0.0 samples = 1 value = [0, 1] 15266->15270 15268 gini = 0.0 samples = 1 value = [1, 0] 15267->15268 15269 gini = 0.0 samples = 8 value = [0, 8] 15267->15269 15279 x17_other <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 15278->15279 15290 gini = 0.0 samples = 2 value = [0, 2] 15278->15290 15280 x7_MD <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 15279->15280 15289 gini = 0.0 samples = 5 value = [0, 5] 15279->15289 15281 x7_MI <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 15280->15281 15288 gini = 0.0 samples = 1 value = [0, 1] 15280->15288 15282 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 15281->15282 15287 gini = 0.0 samples = 1 value = [0, 1] 15281->15287 15283 x7_WI <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 15282->15283 15286 gini = 0.0 samples = 1 value = [0, 1] 15282->15286 15284 gini = 0.0 samples = 18 value = [0, 18] 15283->15284 15285 gini = 0.0 samples = 1 value = [1, 0] 15283->15285 15293 x7_SC <= 0.5 gini = 0.276 samples = 339 value = [56, 283] 15292->15293 15520 gini = 0.0 samples = 1 value = [1, 0] 15292->15520 15294 x7_OK <= 0.5 gini = 0.277 samples = 337 value = [56, 281] 15293->15294 15519 gini = 0.0 samples = 2 value = [0, 2] 15293->15519 15295 x7_VA <= 0.5 gini = 0.278 samples = 335 value = [56, 279] 15294->15295 15518 gini = 0.0 samples = 2 value = [0, 2] 15294->15518 15296 x14_1 <= 0.5 gini = 0.284 samples = 327 value = [56, 271] 15295->15296 15517 gini = 0.0 samples = 8 value = [0, 8] 15295->15517 15297 x7_NM <= 0.5 gini = 0.31 samples = 282 value = [54, 228] 15296->15297 15490 x7_MD <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 15296->15490 15298 x8_No <= 0.5 gini = 0.31 samples = 281 value = [54, 227] 15297->15298 15489 gini = 0.0 samples = 1 value = [0, 1] 15297->15489 15299 x14_3 <= 0.5 gini = 0.413 samples = 55 value = [16, 39] 15298->15299 15332 x13_6 <= 0.5 gini = 0.28 samples = 226 value = [38, 188] 15298->15332 15300 x7_IN <= 0.5 gini = 0.444 samples = 48 value = [16, 32] 15299->15300 15331 gini = 0.0 samples = 7 value = [0, 7] 15299->15331 15301 x7_OH <= 0.5 gini = 0.454 samples = 46 value = [16, 30] 15300->15301 15330 gini = 0.0 samples = 2 value = [0, 2] 15300->15330 15302 x13_2 <= 0.5 gini = 0.439 samples = 43 value = [14, 29] 15301->15302 15329 gini = 0.444 samples = 3 value = [2, 1] 15301->15329 15303 x14_11 <= 0.5 gini = 0.418 samples = 37 value = [11, 26] 15302->15303 15326 x14_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 15302->15326 15304 x14_12 <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 15303->15304 15321 x13_3 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 15303->15321 15305 x7_NC <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 15304->15305 15320 gini = 0.0 samples = 4 value = [0, 4] 15304->15320 15306 x14_6 <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 15305->15306 15319 gini = 0.444 samples = 3 value = [1, 2] 15305->15319 15307 x13_3 <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 15306->15307 15318 gini = 0.0 samples = 1 value = [0, 1] 15306->15318 15308 x14_5 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 15307->15308 15315 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 15307->15315 15309 x14_10 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 15308->15309 15314 gini = 0.0 samples = 3 value = [0, 3] 15308->15314 15310 log_spend <= 7.189 gini = 0.375 samples = 12 value = [3, 9] 15309->15310 15313 gini = 0.0 samples = 1 value = [0, 1] 15309->15313 15311 gini = 0.375 samples = 4 value = [3, 1] 15310->15311 15312 gini = 0.0 samples = 8 value = [0, 8] 15310->15312 15316 gini = 0.5 samples = 4 value = [2, 2] 15315->15316 15317 gini = 0.0 samples = 1 value = [1, 0] 15315->15317 15322 log_spend <= 4.431 gini = 0.32 samples = 5 value = [1, 4] 15321->15322 15325 gini = 0.0 samples = 3 value = [3, 0] 15321->15325 15323 gini = 0.0 samples = 1 value = [1, 0] 15322->15323 15324 gini = 0.0 samples = 4 value = [0, 4] 15322->15324 15327 gini = 0.444 samples = 3 value = [1, 2] 15326->15327 15328 gini = 0.444 samples = 3 value = [2, 1] 15326->15328 15333 x13_0 <= 0.5 gini = 0.276 samples = 224 value = [37, 187] 15332->15333 15488 gini = 0.5 samples = 2 value = [1, 1] 15332->15488 15334 x7_NC <= 0.5 gini = 0.263 samples = 180 value = [28, 152] 15333->15334 15453 x7_PA <= 0.5 gini = 0.325 samples = 44 value = [9, 35] 15333->15453 15335 x13_3 <= 0.5 gini = 0.269 samples = 175 value = [28, 147] 15334->15335 15452 gini = 0.0 samples = 5 value = [0, 5] 15334->15452 15336 x7_OH <= 0.5 gini = 0.287 samples = 121 value = [21, 100] 15335->15336 15413 x14_12 <= 0.5 gini = 0.226 samples = 54 value = [7, 47] 15335->15413 15337 x7_GA <= 0.5 gini = 0.329 samples = 101 value = [21, 80] 15336->15337 15412 gini = 0.0 samples = 20 value = [0, 20] 15336->15412 15338 x14_9 <= 0.5 gini = 0.34 samples = 92 value = [20, 72] 15337->15338 15405 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15337->15405 15339 x7_TN <= 0.5 gini = 0.32 samples = 80 value = [16, 64] 15338->15339 15394 x7_IN <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 15338->15394 15340 x7_ME <= 0.5 gini = 0.281 samples = 77 value = [13, 64] 15339->15340 15393 gini = 0.0 samples = 3 value = [3, 0] 15339->15393 15341 x7_CA <= 0.5 gini = 0.284 samples = 76 value = [13, 63] 15340->15341 15392 gini = 0.0 samples = 1 value = [0, 1] 15340->15392 15342 x7_OR <= 0.5 gini = 0.257 samples = 66 value = [10, 56] 15341->15342 15383 x14_5 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 15341->15383 15343 log_spend <= 4.702 gini = 0.264 samples = 64 value = [10, 54] 15342->15343 15382 gini = 0.0 samples = 2 value = [0, 2] 15342->15382 15344 gini = 0.375 samples = 4 value = [3, 1] 15343->15344 15345 x7_IA <= 0.5 gini = 0.206 samples = 60 value = [7, 53] 15343->15345 15346 x7_FL <= 0.5 gini = 0.209 samples = 59 value = [7, 52] 15345->15346 15381 gini = 0.0 samples = 1 value = [0, 1] 15345->15381 15347 x14_3 <= 0.5 gini = 0.237 samples = 51 value = [7, 44] 15346->15347 15380 gini = 0.0 samples = 8 value = [0, 8] 15346->15380 15348 x7_MA <= 0.5 gini = 0.201 samples = 44 value = [5, 39] 15347->15348 15373 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 15347->15373 15349 x7_CT <= 0.5 gini = 0.176 samples = 41 value = [4, 37] 15348->15349 15372 gini = 0.444 samples = 3 value = [1, 2] 15348->15372 15350 x14_2 <= 0.5 gini = 0.184 samples = 39 value = [4, 35] 15349->15350 15371 gini = 0.0 samples = 2 value = [0, 2] 15349->15371 15351 x7_WA <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 15350->15351 15370 gini = 0.0 samples = 3 value = [0, 3] 15350->15370 15352 x14_8 <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 15351->15352 15369 gini = 0.444 samples = 3 value = [1, 2] 15351->15369 15353 x13_1 <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 15352->15353 15368 gini = 0.0 samples = 1 value = [0, 1] 15352->15368 15354 x13_2 <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 15353->15354 15363 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15353->15363 15355 x14_4 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 15354->15355 15362 gini = 0.0 samples = 10 value = [0, 10] 15354->15362 15356 x14_6 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 15355->15356 15361 gini = 0.0 samples = 5 value = [0, 5] 15355->15361 15357 x7_MI <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 15356->15357 15360 gini = 0.0 samples = 1 value = [0, 1] 15356->15360 15358 gini = 0.375 samples = 4 value = [1, 3] 15357->15358 15359 gini = 0.375 samples = 4 value = [1, 3] 15357->15359 15364 x7_MT <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15363->15364 15367 gini = 0.0 samples = 1 value = [0, 1] 15363->15367 15365 gini = 0.0 samples = 6 value = [0, 6] 15364->15365 15366 gini = 0.0 samples = 1 value = [1, 0] 15364->15366 15374 x7_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 15373->15374 15379 gini = 0.0 samples = 1 value = [1, 0] 15373->15379 15375 x7_IN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15374->15375 15378 gini = 0.0 samples = 1 value = [0, 1] 15374->15378 15376 gini = 0.444 samples = 3 value = [1, 2] 15375->15376 15377 gini = 0.0 samples = 2 value = [0, 2] 15375->15377 15384 log_spend <= 8.03 gini = 0.346 samples = 9 value = [2, 7] 15383->15384 15391 gini = 0.0 samples = 1 value = [1, 0] 15383->15391 15385 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15384->15385 15390 gini = 0.0 samples = 1 value = [1, 0] 15384->15390 15386 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15385->15386 15389 gini = 0.0 samples = 3 value = [0, 3] 15385->15389 15387 gini = 0.444 samples = 3 value = [1, 2] 15386->15387 15388 gini = 0.0 samples = 2 value = [0, 2] 15386->15388 15395 x7_MI <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 15394->15395 15404 gini = 0.0 samples = 2 value = [0, 2] 15394->15404 15396 x7_TX <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 15395->15396 15403 gini = 0.0 samples = 1 value = [0, 1] 15395->15403 15397 x7_RI <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 15396->15397 15402 gini = 0.0 samples = 2 value = [2, 0] 15396->15402 15398 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 15397->15398 15401 gini = 0.0 samples = 1 value = [0, 1] 15397->15401 15399 gini = 0.0 samples = 4 value = [0, 4] 15398->15399 15400 gini = 0.0 samples = 2 value = [2, 0] 15398->15400 15406 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15405->15406 15411 gini = 0.0 samples = 2 value = [0, 2] 15405->15411 15407 log_spend <= 5.676 gini = 0.278 samples = 6 value = [1, 5] 15406->15407 15410 gini = 0.0 samples = 1 value = [0, 1] 15406->15410 15408 gini = 0.0 samples = 1 value = [1, 0] 15407->15408 15409 gini = 0.0 samples = 5 value = [0, 5] 15407->15409 15414 x14_2 <= 0.5 gini = 0.237 samples = 51 value = [7, 44] 15413->15414 15451 gini = 0.0 samples = 3 value = [0, 3] 15413->15451 15415 x7_NY <= 0.5 gini = 0.211 samples = 50 value = [6, 44] 15414->15415 15450 gini = 0.0 samples = 1 value = [1, 0] 15414->15450 15416 x7_MN <= 0.5 gini = 0.19 samples = 47 value = [5, 42] 15415->15416 15449 gini = 0.444 samples = 3 value = [1, 2] 15415->15449 15417 x7_IL <= 0.5 gini = 0.194 samples = 46 value = [5, 41] 15416->15417 15448 gini = 0.0 samples = 1 value = [0, 1] 15416->15448 15418 x7_CA <= 0.5 gini = 0.206 samples = 43 value = [5, 38] 15417->15418 15447 gini = 0.0 samples = 3 value = [0, 3] 15417->15447 15419 x7_MI <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 15418->15419 15442 x14_9 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 15418->15442 15420 x14_10 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 15419->15420 15441 gini = 0.0 samples = 8 value = [0, 8] 15419->15441 15421 x7_CT <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 15420->15421 15438 x7_CO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15420->15438 15422 x14_11 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 15421->15422 15437 gini = 0.0 samples = 2 value = [0, 2] 15421->15437 15423 x14_5 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 15422->15423 15436 gini = 0.0 samples = 4 value = [0, 4] 15422->15436 15424 x7_NH <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 15423->15424 15435 gini = 0.0 samples = 1 value = [0, 1] 15423->15435 15425 x7_GA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 15424->15425 15434 gini = 0.0 samples = 1 value = [0, 1] 15424->15434 15426 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 15425->15426 15433 gini = 0.0 samples = 1 value = [0, 1] 15425->15433 15427 x7_OH <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15426->15427 15432 gini = 0.0 samples = 2 value = [0, 2] 15426->15432 15428 gini = 0.0 samples = 4 value = [0, 4] 15427->15428 15429 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15427->15429 15430 gini = 0.0 samples = 6 value = [0, 6] 15429->15430 15431 gini = 0.5 samples = 2 value = [1, 1] 15429->15431 15439 gini = 0.0 samples = 4 value = [0, 4] 15438->15439 15440 gini = 0.0 samples = 1 value = [1, 0] 15438->15440 15443 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15442->15443 15446 gini = 0.0 samples = 2 value = [2, 0] 15442->15446 15444 gini = 0.0 samples = 4 value = [0, 4] 15443->15444 15445 gini = 0.0 samples = 1 value = [1, 0] 15443->15445 15454 x14_10 <= 0.5 gini = 0.314 samples = 41 value = [8, 33] 15453->15454 15487 gini = 0.444 samples = 3 value = [1, 2] 15453->15487 15455 x7_WI <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 15454->15455 15486 gini = 0.5 samples = 2 value = [1, 1] 15454->15486 15456 x7_WA <= 0.5 gini = 0.266 samples = 38 value = [6, 32] 15455->15456 15485 gini = 0.0 samples = 1 value = [1, 0] 15455->15485 15457 x7_IN <= 0.5 gini = 0.278 samples = 36 value = [6, 30] 15456->15457 15484 gini = 0.0 samples = 2 value = [0, 2] 15456->15484 15458 x14_12 <= 0.5 gini = 0.284 samples = 35 value = [6, 29] 15457->15458 15483 gini = 0.0 samples = 1 value = [0, 1] 15457->15483 15459 x14_9 <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 15458->15459 15478 x7_AZ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 15458->15478 15460 x14_7 <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 15459->15460 15477 gini = 0.0 samples = 1 value = [1, 0] 15459->15477 15461 x7_OH <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 15460->15461 15476 gini = 0.0 samples = 4 value = [0, 4] 15460->15476 15462 log_spend <= 6.399 gini = 0.198 samples = 18 value = [2, 16] 15461->15462 15471 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 15461->15471 15463 x7_NJ <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 15462->15463 15470 gini = 0.0 samples = 11 value = [0, 11] 15462->15470 15464 x7_NH <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 15463->15464 15469 gini = 0.0 samples = 1 value = [0, 1] 15463->15469 15465 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15464->15465 15468 gini = 0.0 samples = 1 value = [0, 1] 15464->15468 15466 gini = 0.5 samples = 4 value = [2, 2] 15465->15466 15467 gini = 0.0 samples = 1 value = [0, 1] 15465->15467 15472 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15471->15472 15475 gini = 0.0 samples = 1 value = [1, 0] 15471->15475 15473 gini = 0.375 samples = 4 value = [1, 3] 15472->15473 15474 gini = 0.0 samples = 1 value = [0, 1] 15472->15474 15479 x7_MN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15478->15479 15482 gini = 0.0 samples = 1 value = [0, 1] 15478->15482 15480 gini = 0.0 samples = 4 value = [0, 4] 15479->15480 15481 gini = 0.0 samples = 1 value = [1, 0] 15479->15481 15491 x7_DE <= 0.5 gini = 0.087 samples = 44 value = [2, 42] 15490->15491 15516 gini = 0.0 samples = 1 value = [0, 1] 15490->15516 15492 x7_VT <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 15491->15492 15515 gini = 0.0 samples = 1 value = [0, 1] 15491->15515 15493 x2_NA <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 15492->15493 15514 gini = 0.0 samples = 1 value = [0, 1] 15492->15514 15494 x13_1 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 15493->15494 15513 gini = 0.0 samples = 22 value = [0, 22] 15493->15513 15495 x7_MO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15494->15495 15500 x7_IL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 15494->15500 15496 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15495->15496 15499 gini = 0.0 samples = 2 value = [0, 2] 15495->15499 15497 gini = 0.5 samples = 2 value = [1, 1] 15496->15497 15498 gini = 0.0 samples = 3 value = [0, 3] 15496->15498 15501 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15500->15501 15512 gini = 0.0 samples = 1 value = [0, 1] 15500->15512 15502 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15501->15502 15511 gini = 0.0 samples = 3 value = [0, 3] 15501->15511 15503 x7_MO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15502->15503 15510 gini = 0.0 samples = 1 value = [0, 1] 15502->15510 15504 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15503->15504 15509 gini = 0.0 samples = 1 value = [0, 1] 15503->15509 15505 log_spend <= 8.444 gini = 0.278 samples = 6 value = [1, 5] 15504->15505 15508 gini = 0.0 samples = 1 value = [0, 1] 15504->15508 15506 gini = 0.0 samples = 5 value = [0, 5] 15505->15506 15507 gini = 0.0 samples = 1 value = [1, 0] 15505->15507 15522 x14_2 <= 0.5 gini = 0.028 samples = 6738 value = [94, 6644] 15521->15522 16311 x7_MA <= 0.5 gini = 0.013 samples = 471 value = [3, 468] 15521->16311 15523 x12_100000000108 <= 0.5 gini = 0.027 samples = 6150 value = [83, 6067] 15522->15523 16228 x1_FL <= 0.5 gini = 0.037 samples = 588 value = [11, 577] 15522->16228 15524 x7_KS <= 0.5 gini = 0.026 samples = 6134 value = [80, 6054] 15523->15524 16215 x8_Yes <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 15523->16215 15525 x7_MA <= 0.5 gini = 0.026 samples = 6069 value = [80, 5989] 15524->15525 16214 gini = 0.0 samples = 65 value = [0, 65] 15524->16214 15526 x1_UT <= 0.5 gini = 0.025 samples = 5813 value = [74, 5739] 15525->15526 16175 x5_Biological <= 0.5 gini = 0.046 samples = 256 value = [6, 250] 15525->16175 15527 x1_WA <= 0.5 gini = 0.024 samples = 5808 value = [71, 5737] 15526->15527 16172 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 15526->16172 15528 x12_100000000278 <= 0.5 gini = 0.024 samples = 5799 value = [69, 5730] 15527->15528 16163 x7_NY <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 15527->16163 15529 x14_4 <= 0.5 gini = 0.023 samples = 5717 value = [66, 5651] 15528->15529 16132 x14_5 <= 0.5 gini = 0.07 samples = 82 value = [3, 79] 15528->16132 15530 x1_FL <= 0.5 gini = 0.022 samples = 5203 value = [57, 5146] 15529->15530 16039 x0_United States <= 0.5 gini = 0.034 samples = 514 value = [9, 505] 15529->16039 15531 x7_UT <= 0.5 gini = 0.021 samples = 5178 value = [54, 5124] 15530->15531 16026 x14_6 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 15530->16026 15532 x8_Yes <= 0.5 gini = 0.02 samples = 5088 value = [52, 5036] 15531->15532 16011 x15_Other <= 0.5 gini = 0.043 samples = 90 value = [2, 88] 15531->16011 15533 x1_MA <= 0.5 gini = 0.048 samples = 1452 value = [36, 1416] 15532->15533 15812 x15_Other <= 0.5 gini = 0.009 samples = 3636 value = [16, 3620] 15532->15812 15534 x1_MN <= 0.5 gini = 0.046 samples = 1410 value = [33, 1377] 15533->15534 15795 log_spend <= 9.505 gini = 0.133 samples = 42 value = [3, 39] 15533->15795 15535 x13_6 <= 0.5 gini = 0.043 samples = 1407 value = [31, 1376] 15534->15535 15794 gini = 0.444 samples = 3 value = [2, 1] 15534->15794 15536 x7_OH <= 0.5 gini = 0.039 samples = 1342 value = [27, 1315] 15535->15536 15783 x7_AR <= 0.5 gini = 0.116 samples = 65 value = [4, 61] 15535->15783 15537 x7_NJ <= 0.5 gini = 0.041 samples = 1297 value = [27, 1270] 15536->15537 15782 gini = 0.0 samples = 45 value = [0, 45] 15536->15782 15538 x1_DE <= 0.5 gini = 0.04 samples = 1283 value = [26, 1257] 15537->15538 15769 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 15537->15769 15539 x1_NA <= 0.5 gini = 0.05 samples = 1009 value = [26, 983] 15538->15539 15768 gini = 0.0 samples = 274 value = [0, 274] 15538->15768 15540 x7_VA <= 0.5 gini = 0.051 samples = 912 value = [24, 888] 15539->15540 15739 x7_KY <= 0.5 gini = 0.04 samples = 97 value = [2, 95] 15539->15739 15541 x13_1 <= 0.5 gini = 0.052 samples = 894 value = [24, 870] 15540->15541 15738 gini = 0.0 samples = 18 value = [0, 18] 15540->15738 15542 x12_100000000144 <= 0.5 gini = 0.059 samples = 727 value = [22, 705] 15541->15542 15719 x7_MO <= 0.5 gini = 0.024 samples = 167 value = [2, 165] 15541->15719 15543 x1_NJ <= 0.5 gini = 0.056 samples = 726 value = [21, 705] 15542->15543 15718 gini = 0.0 samples = 1 value = [1, 0] 15542->15718 15544 x14_10 <= 0.5 gini = 0.093 samples = 349 value = [17, 332] 15543->15544 15663 x13_0 <= 0.5 gini = 0.021 samples = 377 value = [4, 373] 15543->15663 15545 x7_AZ <= 0.5 gini = 0.096 samples = 316 value = [16, 300] 15544->15545 15636 x7_GA <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 15544->15636 15546 x7_PA <= 0.5 gini = 0.097 samples = 312 value = [16, 296] 15545->15546 15635 gini = 0.0 samples = 4 value = [0, 4] 15545->15635 15547 x17_sanofi <= 0.5 gini = 0.101 samples = 299 value = [16, 283] 15546->15547 15634 gini = 0.0 samples = 13 value = [0, 13] 15546->15634 15548 x7_LA <= 0.5 gini = 0.106 samples = 285 value = [16, 269] 15547->15548 15633 gini = 0.0 samples = 14 value = [0, 14] 15547->15633 15549 x12_0 <= 0.5 gini = 0.107 samples = 283 value = [16, 267] 15548->15549 15632 gini = 0.0 samples = 2 value = [0, 2] 15548->15632 15550 x1_NC <= 0.5 gini = 0.079 samples = 121 value = [5, 116] 15549->15550 15577 x1_IL <= 0.5 gini = 0.127 samples = 162 value = [11, 151] 15549->15577 15551 x1_IL <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 15550->15551 15568 log_spend <= 8.971 gini = 0.047 samples = 83 value = [2, 81] 15550->15568 15552 x13_4 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 15551->15552 15567 gini = 0.0 samples = 19 value = [0, 19] 15551->15567 15553 x7_NY <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 15552->15553 15566 gini = 0.0 samples = 1 value = [1, 0] 15552->15566 15554 x7_TN <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 15553->15554 15565 gini = 0.0 samples = 2 value = [0, 2] 15553->15565 15555 x1_NY <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 15554->15555 15564 gini = 0.0 samples = 1 value = [0, 1] 15554->15564 15556 gini = 0.444 samples = 3 value = [1, 2] 15555->15556 15557 x14_11 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15555->15557 15558 x14_1 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15557->15558 15563 gini = 0.0 samples = 1 value = [0, 1] 15557->15563 15559 x7_FL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15558->15559 15562 gini = 0.0 samples = 2 value = [0, 2] 15558->15562 15560 gini = 0.0 samples = 8 value = [0, 8] 15559->15560 15561 gini = 0.0 samples = 1 value = [1, 0] 15559->15561 15569 x14_11 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 15568->15569 15576 gini = 0.0 samples = 74 value = [0, 74] 15568->15576 15570 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15569->15570 15575 gini = 0.5 samples = 2 value = [1, 1] 15569->15575 15571 log_spend <= 8.9 gini = 0.32 samples = 5 value = [1, 4] 15570->15571 15574 gini = 0.0 samples = 2 value = [0, 2] 15570->15574 15572 gini = 0.0 samples = 4 value = [0, 4] 15571->15572 15573 gini = 0.0 samples = 1 value = [1, 0] 15571->15573 15578 x14_7 <= 0.5 gini = 0.117 samples = 144 value = [9, 135] 15577->15578 15627 x13_3 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 15577->15627 15579 x7_NV <= 0.5 gini = 0.114 samples = 115 value = [7, 108] 15578->15579 15622 x7_WA <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 15578->15622 15580 x14_1 <= 0.5 gini = 0.115 samples = 114 value = [7, 107] 15579->15580 15621 gini = 0.0 samples = 1 value = [0, 1] 15579->15621 15581 x1_PA <= 0.5 gini = 0.118 samples = 95 value = [6, 89] 15580->15581 15614 x7_CT <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 15580->15614 15582 x13_4 <= 0.5 gini = 0.085 samples = 90 value = [4, 86] 15581->15582 15611 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15581->15611 15583 x7_NC <= 0.5 gini = 0.053 samples = 73 value = [2, 71] 15582->15583 15600 x1_IN <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 15582->15600 15584 x13_2 <= 0.5 gini = 0.055 samples = 71 value = [2, 69] 15583->15584 15599 gini = 0.0 samples = 2 value = [0, 2] 15583->15599 15585 x7_MD <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 15584->15585 15596 x14_8 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 15584->15596 15586 x1_GA <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 15585->15586 15595 gini = 0.0 samples = 1 value = [0, 1] 15585->15595 15587 x7_MO <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 15586->15587 15594 gini = 0.0 samples = 1 value = [0, 1] 15586->15594 15588 x1_IN <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 15587->15588 15593 gini = 0.0 samples = 1 value = [0, 1] 15587->15593 15589 gini = 0.0 samples = 23 value = [0, 23] 15588->15589 15590 x7_IN <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 15588->15590 15591 gini = 0.0 samples = 26 value = [0, 26] 15590->15591 15592 gini = 0.0 samples = 1 value = [1, 0] 15590->15592 15597 gini = 0.0 samples = 14 value = [0, 14] 15596->15597 15598 gini = 0.375 samples = 4 value = [1, 3] 15596->15598 15601 x1_OH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15600->15601 15604 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15600->15604 15602 gini = 0.0 samples = 7 value = [0, 7] 15601->15602 15603 gini = 0.5 samples = 2 value = [1, 1] 15601->15603 15605 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15604->15605 15610 gini = 0.0 samples = 1 value = [0, 1] 15604->15610 15606 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 15605->15606 15609 gini = 0.0 samples = 1 value = [0, 1] 15605->15609 15607 gini = 0.0 samples = 4 value = [0, 4] 15606->15607 15608 gini = 0.5 samples = 2 value = [1, 1] 15606->15608 15612 gini = 0.5 samples = 4 value = [2, 2] 15611->15612 15613 gini = 0.0 samples = 1 value = [0, 1] 15611->15613 15615 x7_NY <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 15614->15615 15620 gini = 0.0 samples = 1 value = [0, 1] 15614->15620 15616 log_spend <= 10.564 gini = 0.117 samples = 16 value = [1, 15] 15615->15616 15619 gini = 0.0 samples = 2 value = [0, 2] 15615->15619 15617 gini = 0.375 samples = 4 value = [1, 3] 15616->15617 15618 gini = 0.0 samples = 12 value = [0, 12] 15616->15618 15623 x7_NY <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 15622->15623 15626 gini = 0.0 samples = 1 value = [1, 0] 15622->15626 15624 gini = 0.0 samples = 25 value = [0, 25] 15623->15624 15625 gini = 0.444 samples = 3 value = [1, 2] 15623->15625 15628 gini = 0.0 samples = 8 value = [0, 8] 15627->15628 15629 x14_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 15627->15629 15630 gini = 0.444 samples = 3 value = [2, 1] 15629->15630 15631 gini = 0.0 samples = 7 value = [0, 7] 15629->15631 15637 x1_PA <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 15636->15637 15662 gini = 0.0 samples = 1 value = [0, 1] 15636->15662 15638 x12_100000000234 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 15637->15638 15661 gini = 0.0 samples = 3 value = [0, 3] 15637->15661 15639 x7_PR <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 15638->15639 15660 gini = 0.0 samples = 1 value = [0, 1] 15638->15660 15640 x7_OK <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 15639->15640 15659 gini = 0.0 samples = 2 value = [0, 2] 15639->15659 15641 x7_NY <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 15640->15641 15658 gini = 0.0 samples = 1 value = [0, 1] 15640->15658 15642 x13_0 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 15641->15642 15657 gini = 0.0 samples = 2 value = [0, 2] 15641->15657 15643 x7_PA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 15642->15643 15656 gini = 0.0 samples = 5 value = [0, 5] 15642->15656 15644 x13_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 15643->15644 15655 gini = 0.0 samples = 2 value = [0, 2] 15643->15655 15645 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15644->15645 15654 gini = 0.0 samples = 4 value = [0, 4] 15644->15654 15646 x7_CA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15645->15646 15653 gini = 0.0 samples = 2 value = [0, 2] 15645->15653 15647 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15646->15647 15652 gini = 0.0 samples = 1 value = [0, 1] 15646->15652 15648 x12_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15647->15648 15651 gini = 0.0 samples = 1 value = [0, 1] 15647->15651 15649 gini = 0.0 samples = 4 value = [0, 4] 15648->15649 15650 gini = 0.375 samples = 4 value = [1, 3] 15648->15650 15664 x14_8 <= 0.5 gini = 0.026 samples = 303 value = [4, 299] 15663->15664 15717 gini = 0.0 samples = 74 value = [0, 74] 15663->15717 15665 x14_12 <= 0.5 gini = 0.028 samples = 284 value = [4, 280] 15664->15665 15716 gini = 0.0 samples = 19 value = [0, 19] 15664->15716 15666 x12_100000000053 <= 0.5 gini = 0.025 samples = 241 value = [3, 238] 15665->15666 15695 x7_CA <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 15665->15695 15667 x7_MD <= 0.5 gini = 0.009 samples = 234 value = [1, 233] 15666->15667 15690 x14_7 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 15666->15690 15668 x13_3 <= 0.5 gini = 0.009 samples = 222 value = [1, 221] 15667->15668 15689 gini = 0.0 samples = 12 value = [0, 12] 15667->15689 15669 x7_CA <= 0.5 gini = 0.012 samples = 159 value = [1, 158] 15668->15669 15688 gini = 0.0 samples = 63 value = [0, 63] 15668->15688 15670 x7_CT <= 0.5 gini = 0.015 samples = 130 value = [1, 129] 15669->15670 15687 gini = 0.0 samples = 29 value = [0, 29] 15669->15687 15671 x13_4 <= 0.5 gini = 0.016 samples = 128 value = [1, 127] 15670->15671 15686 gini = 0.0 samples = 2 value = [0, 2] 15670->15686 15672 gini = 0.0 samples = 53 value = [0, 53] 15671->15672 15673 x7_WA <= 0.5 gini = 0.026 samples = 75 value = [1, 74] 15671->15673 15674 x14_1 <= 0.5 gini = 0.027 samples = 74 value = [1, 73] 15673->15674 15685 gini = 0.0 samples = 1 value = [0, 1] 15673->15685 15675 gini = 0.0 samples = 63 value = [0, 63] 15674->15675 15676 x7_TN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15674->15676 15677 x7_IA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15676->15677 15684 gini = 0.0 samples = 1 value = [0, 1] 15676->15684 15678 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15677->15678 15683 gini = 0.0 samples = 1 value = [0, 1] 15677->15683 15679 x17_other <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15678->15679 15682 gini = 0.0 samples = 1 value = [0, 1] 15678->15682 15680 gini = 0.0 samples = 4 value = [0, 4] 15679->15680 15681 gini = 0.375 samples = 4 value = [1, 3] 15679->15681 15691 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15690->15691 15694 gini = 0.0 samples = 2 value = [0, 2] 15690->15694 15692 gini = 0.444 samples = 3 value = [2, 1] 15691->15692 15693 gini = 0.0 samples = 2 value = [0, 2] 15691->15693 15696 x7_MI <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 15695->15696 15715 gini = 0.0 samples = 3 value = [0, 3] 15695->15715 15697 x7_KY <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 15696->15697 15714 gini = 0.0 samples = 4 value = [0, 4] 15696->15714 15698 x7_TX <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 15697->15698 15713 gini = 0.0 samples = 1 value = [0, 1] 15697->15713 15699 x7_MN <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 15698->15699 15712 gini = 0.0 samples = 8 value = [0, 8] 15698->15712 15700 x17_other <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 15699->15700 15711 gini = 0.0 samples = 1 value = [0, 1] 15699->15711 15701 x12_100000000067 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 15700->15701 15710 gini = 0.0 samples = 13 value = [0, 13] 15700->15710 15702 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15701->15702 15709 gini = 0.0 samples = 1 value = [0, 1] 15701->15709 15703 gini = 0.0 samples = 5 value = [0, 5] 15702->15703 15704 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 15702->15704 15705 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 15704->15705 15708 gini = 0.0 samples = 1 value = [0, 1] 15704->15708 15706 gini = 0.375 samples = 4 value = [1, 3] 15705->15706 15707 gini = 0.0 samples = 2 value = [0, 2] 15705->15707 15720 x17_janssen <= 0.5 gini = 0.024 samples = 164 value = [2, 162] 15719->15720 15737 gini = 0.0 samples = 3 value = [0, 3] 15719->15737 15721 log_spend <= 9.602 gini = 0.027 samples = 145 value = [2, 143] 15720->15721 15736 gini = 0.0 samples = 19 value = [0, 19] 15720->15736 15722 x7_FL <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 15721->15722 15735 gini = 0.0 samples = 76 value = [0, 76] 15721->15735 15723 x7_DC <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 15722->15723 15734 gini = 0.0 samples = 9 value = [0, 9] 15722->15734 15724 x1_IN <= 0.5 gini = 0.065 samples = 59 value = [2, 57] 15723->15724 15733 gini = 0.0 samples = 1 value = [0, 1] 15723->15733 15725 x14_10 <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 15724->15725 15730 log_spend <= 9.148 gini = 0.245 samples = 7 value = [1, 6] 15724->15730 15726 x14_8 <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 15725->15726 15729 gini = 0.0 samples = 5 value = [0, 5] 15725->15729 15727 gini = 0.0 samples = 45 value = [0, 45] 15726->15727 15728 gini = 0.5 samples = 2 value = [1, 1] 15726->15728 15731 gini = 0.0 samples = 3 value = [0, 3] 15730->15731 15732 gini = 0.375 samples = 4 value = [1, 3] 15730->15732 15740 x7_FL <= 0.5 gini = 0.042 samples = 94 value = [2, 92] 15739->15740 15767 gini = 0.0 samples = 3 value = [0, 3] 15739->15767 15741 x14_6 <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 15740->15741 15766 gini = 0.0 samples = 6 value = [0, 6] 15740->15766 15742 x14_12 <= 0.5 gini = 0.048 samples = 81 value = [2, 79] 15741->15742 15765 gini = 0.0 samples = 7 value = [0, 7] 15741->15765 15743 x7_MO <= 0.5 gini = 0.025 samples = 79 value = [1, 78] 15742->15743 15764 gini = 0.5 samples = 2 value = [1, 1] 15742->15764 15744 x7_MI <= 0.5 gini = 0.025 samples = 78 value = [1, 77] 15743->15744 15763 gini = 0.0 samples = 1 value = [0, 1] 15743->15763 15745 x7_IL <= 0.5 gini = 0.026 samples = 76 value = [1, 75] 15744->15745 15762 gini = 0.0 samples = 2 value = [0, 2] 15744->15762 15746 x7_CO <= 0.5 gini = 0.027 samples = 74 value = [1, 73] 15745->15746 15761 gini = 0.0 samples = 2 value = [0, 2] 15745->15761 15747 x7_LA <= 0.5 gini = 0.028 samples = 71 value = [1, 70] 15746->15747 15760 gini = 0.0 samples = 3 value = [0, 3] 15746->15760 15748 x7_NC <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 15747->15748 15759 gini = 0.0 samples = 1 value = [0, 1] 15747->15759 15749 x7_TN <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 15748->15749 15758 gini = 0.0 samples = 14 value = [0, 14] 15748->15758 15750 x13_0 <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 15749->15750 15757 gini = 0.0 samples = 1 value = [0, 1] 15749->15757 15751 x0_Germany <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 15750->15751 15756 gini = 0.0 samples = 10 value = [0, 10] 15750->15756 15752 gini = 0.0 samples = 40 value = [0, 40] 15751->15752 15753 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15751->15753 15754 gini = 0.0 samples = 3 value = [0, 3] 15753->15754 15755 gini = 0.5 samples = 2 value = [1, 1] 15753->15755 15770 x0_Great Britain (Uk) <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 15769->15770 15781 gini = 0.0 samples = 1 value = [0, 1] 15769->15781 15771 x12_100000000146 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15770->15771 15780 gini = 0.0 samples = 1 value = [0, 1] 15770->15780 15772 x13_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15771->15772 15779 gini = 0.0 samples = 1 value = [0, 1] 15771->15779 15773 x17_other <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15772->15773 15778 gini = 0.0 samples = 3 value = [0, 3] 15772->15778 15774 gini = 0.0 samples = 3 value = [0, 3] 15773->15774 15775 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 15773->15775 15776 gini = 0.375 samples = 4 value = [1, 3] 15775->15776 15777 gini = 0.0 samples = 1 value = [0, 1] 15775->15777 15784 x7_NY <= 0.5 gini = 0.119 samples = 63 value = [4, 59] 15783->15784 15793 gini = 0.0 samples = 2 value = [0, 2] 15783->15793 15785 x7_GA <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 15784->15785 15792 gini = 0.444 samples = 3 value = [2, 1] 15784->15792 15786 x12_100000000286 <= 0.5 gini = 0.067 samples = 58 value = [2, 56] 15785->15786 15791 gini = 0.0 samples = 2 value = [0, 2] 15785->15791 15787 x1_PA <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 15786->15787 15790 gini = 0.0 samples = 1 value = [1, 0] 15786->15790 15788 gini = 0.0 samples = 56 value = [0, 56] 15787->15788 15789 gini = 0.0 samples = 1 value = [1, 0] 15787->15789 15796 x7_MI <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 15795->15796 15803 x14_11 <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 15795->15803 15797 x13_2 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 15796->15797 15802 gini = 0.0 samples = 2 value = [0, 2] 15796->15802 15798 x13_0 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15797->15798 15801 gini = 0.444 samples = 3 value = [1, 2] 15797->15801 15799 gini = 0.0 samples = 8 value = [0, 8] 15798->15799 15800 gini = 0.444 samples = 3 value = [1, 2] 15798->15800 15804 x14_10 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 15803->15804 15811 gini = 0.0 samples = 2 value = [0, 2] 15803->15811 15805 log_spend <= 10.954 gini = 0.1 samples = 19 value = [1, 18] 15804->15805 15810 gini = 0.0 samples = 5 value = [0, 5] 15804->15810 15806 gini = 0.0 samples = 10 value = [0, 10] 15805->15806 15807 log_spend <= 11.018 gini = 0.198 samples = 9 value = [1, 8] 15805->15807 15808 gini = 0.0 samples = 1 value = [1, 0] 15807->15808 15809 gini = 0.0 samples = 8 value = [0, 8] 15807->15809 15813 x12_100000000255 <= 0.5 gini = 0.007 samples = 3245 value = [12, 3233] 15812->15813 15966 x7_RI <= 0.5 gini = 0.02 samples = 391 value = [4, 387] 15812->15966 15814 x7_ID <= 0.5 gini = 0.008 samples = 3176 value = [12, 3164] 15813->15814 15965 gini = 0.0 samples = 69 value = [0, 69] 15813->15965 15815 x7_CA <= 0.5 gini = 0.008 samples = 3159 value = [12, 3147] 15814->15815 15964 gini = 0.0 samples = 17 value = [0, 17] 15814->15964 15816 x13_2 <= 0.5 gini = 0.004 samples = 2692 value = [6, 2686] 15815->15816 15891 x1_IN <= 0.5 gini = 0.025 samples = 467 value = [6, 461] 15815->15891 15817 x1_TX <= 0.5 gini = 0.004 samples = 2069 value = [4, 2065] 15816->15817 15872 x16_immun <= 0.5 gini = 0.006 samples = 623 value = [2, 621] 15816->15872 15818 x7_IL <= 0.5 gini = 0.003 samples = 2066 value = [3, 2063] 15817->15818 15871 gini = 0.444 samples = 3 value = [1, 2] 15817->15871 15819 x14_12 <= 0.5 gini = 0.002 samples = 1967 value = [2, 1965] 15818->15819 15858 x0_United States <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 15818->15858 15820 x5_Drug <= 0.5 gini = 0.002 samples = 1798 value = [2, 1796] 15819->15820 15857 gini = 0.0 samples = 169 value = [0, 169] 15819->15857 15821 gini = 0.0 samples = 1481 value = [0, 1481] 15820->15821 15822 x15_neurology <= 0.5 gini = 0.013 samples = 317 value = [2, 315] 15820->15822 15823 x7_TX <= 0.5 gini = 0.013 samples = 316 value = [2, 314] 15822->15823 15856 gini = 0.0 samples = 1 value = [0, 1] 15822->15856 15824 x7_CO <= 0.5 gini = 0.016 samples = 254 value = [2, 252] 15823->15824 15855 gini = 0.0 samples = 62 value = [0, 62] 15823->15855 15825 x7_NJ <= 0.5 gini = 0.018 samples = 223 value = [2, 221] 15824->15825 15854 gini = 0.0 samples = 31 value = [0, 31] 15824->15854 15826 x12_100000000067 <= 0.5 gini = 0.019 samples = 213 value = [2, 211] 15825->15826 15853 gini = 0.0 samples = 10 value = [0, 10] 15825->15853 15827 x7_VA <= 0.5 gini = 0.031 samples = 126 value = [2, 124] 15826->15827 15852 gini = 0.0 samples = 87 value = [0, 87] 15826->15852 15828 x14_5 <= 0.5 gini = 0.032 samples = 123 value = [2, 121] 15827->15828 15851 gini = 0.0 samples = 3 value = [0, 3] 15827->15851 15829 x13_4 <= 0.5 gini = 0.036 samples = 108 value = [2, 106] 15828->15829 15850 gini = 0.0 samples = 15 value = [0, 15] 15828->15850 15830 x7_FL <= 0.5 gini = 0.043 samples = 92 value = [2, 90] 15829->15830 15849 gini = 0.0 samples = 16 value = [0, 16] 15829->15849 15831 x7_LA <= 0.5 gini = 0.049 samples = 80 value = [2, 78] 15830->15831 15848 gini = 0.0 samples = 12 value = [0, 12] 15830->15848 15832 x14_1 <= 0.5 gini = 0.051 samples = 77 value = [2, 75] 15831->15832 15847 gini = 0.0 samples = 3 value = [0, 3] 15831->15847 15833 x7_OK <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 15832->15833 15846 gini = 0.0 samples = 21 value = [0, 21] 15832->15846 15834 x13_0 <= 0.5 gini = 0.07 samples = 55 value = [2, 53] 15833->15834 15845 gini = 0.0 samples = 1 value = [0, 1] 15833->15845 15835 x14_10 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 15834->15835 15844 gini = 0.0 samples = 8 value = [0, 8] 15834->15844 15836 gini = 0.0 samples = 37 value = [0, 37] 15835->15836 15837 x1_PA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 15835->15837 15838 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 15837->15838 15843 gini = 0.0 samples = 4 value = [0, 4] 15837->15843 15839 x17_other <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 15838->15839 15842 gini = 0.0 samples = 1 value = [0, 1] 15838->15842 15840 gini = 0.0 samples = 2 value = [2, 0] 15839->15840 15841 gini = 0.0 samples = 3 value = [0, 3] 15839->15841 15859 gini = 0.0 samples = 3 value = [0, 3] 15858->15859 15860 x14_3 <= 0.5 gini = 0.021 samples = 96 value = [1, 95] 15858->15860 15861 x17_sanofi <= 0.5 gini = 0.022 samples = 90 value = [1, 89] 15860->15861 15870 gini = 0.0 samples = 6 value = [0, 6] 15860->15870 15862 x17_other <= 0.5 gini = 0.023 samples = 85 value = [1, 84] 15861->15862 15869 gini = 0.0 samples = 5 value = [0, 5] 15861->15869 15863 gini = 0.0 samples = 40 value = [0, 40] 15862->15863 15864 x5_NA <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 15862->15864 15865 x15_NA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15864->15865 15868 gini = 0.0 samples = 35 value = [0, 35] 15864->15868 15866 gini = 0.5 samples = 2 value = [1, 1] 15865->15866 15867 gini = 0.0 samples = 8 value = [0, 8] 15865->15867 15873 x12_100000000204 <= 0.5 gini = 0.006 samples = 617 value = [2, 615] 15872->15873 15890 gini = 0.0 samples = 6 value = [0, 6] 15872->15890 15874 x15_NA <= 0.5 gini = 0.008 samples = 507 value = [2, 505] 15873->15874 15889 gini = 0.0 samples = 110 value = [0, 110] 15873->15889 15875 gini = 0.0 samples = 32 value = [0, 32] 15874->15875 15876 x0_Ireland <= 0.5 gini = 0.008 samples = 475 value = [2, 473] 15874->15876 15877 x7_MD <= 0.5 gini = 0.008 samples = 473 value = [2, 471] 15876->15877 15888 gini = 0.0 samples = 2 value = [0, 2] 15876->15888 15878 log_spend <= 8.907 gini = 0.004 samples = 465 value = [1, 464] 15877->15878 15885 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15877->15885 15879 x14_10 <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 15878->15879 15884 gini = 0.0 samples = 405 value = [0, 405] 15878->15884 15880 x1_KY <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 15879->15880 15883 gini = 0.0 samples = 10 value = [0, 10] 15879->15883 15881 gini = 0.0 samples = 49 value = [0, 49] 15880->15881 15882 gini = 0.0 samples = 1 value = [1, 0] 15880->15882 15886 gini = 0.0 samples = 6 value = [0, 6] 15885->15886 15887 gini = 0.5 samples = 2 value = [1, 1] 15885->15887 15892 x16_oncol <= 0.5 gini = 0.027 samples = 445 value = [6, 439] 15891->15892 15963 gini = 0.0 samples = 22 value = [0, 22] 15891->15963 15893 x12_0 <= 0.5 gini = 0.027 samples = 433 value = [6, 427] 15892->15893 15962 gini = 0.0 samples = 12 value = [0, 12] 15892->15962 15894 x14_7 <= 0.5 gini = 0.008 samples = 244 value = [1, 243] 15893->15894 15905 x15_cns <= 0.5 gini = 0.052 samples = 189 value = [5, 184] 15893->15905 15895 x1_IL <= 0.5 gini = 0.009 samples = 218 value = [1, 217] 15894->15895 15904 gini = 0.0 samples = 26 value = [0, 26] 15894->15904 15896 x13_1 <= 0.5 gini = 0.013 samples = 153 value = [1, 152] 15895->15896 15903 gini = 0.0 samples = 65 value = [0, 65] 15895->15903 15897 x17_sanofi <= 0.5 gini = 0.017 samples = 118 value = [1, 117] 15896->15897 15902 gini = 0.0 samples = 35 value = [0, 35] 15896->15902 15898 gini = 0.0 samples = 110 value = [0, 110] 15897->15898 15899 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 15897->15899 15900 gini = 0.0 samples = 7 value = [0, 7] 15899->15900 15901 gini = 0.0 samples = 1 value = [1, 0] 15899->15901 15906 x13_3 <= 0.5 gini = 0.053 samples = 184 value = [5, 179] 15905->15906 15961 gini = 0.0 samples = 5 value = [0, 5] 15905->15961 15907 x14_12 <= 0.5 gini = 0.069 samples = 140 value = [5, 135] 15906->15907 15960 gini = 0.0 samples = 44 value = [0, 44] 15906->15960 15908 x16_resp <= 0.5 gini = 0.073 samples = 132 value = [5, 127] 15907->15908 15959 gini = 0.0 samples = 8 value = [0, 8] 15907->15959 15909 x13_4 <= 0.5 gini = 0.075 samples = 129 value = [5, 124] 15908->15909 15958 gini = 0.0 samples = 3 value = [0, 3] 15908->15958 15910 x14_8 <= 0.5 gini = 0.078 samples = 98 value = [4, 94] 15909->15910 15945 x14_8 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 15909->15945 15911 x0_United States <= 0.5 gini = 0.091 samples = 84 value = [4, 80] 15910->15911 15944 gini = 0.0 samples = 14 value = [0, 14] 15910->15944 15912 gini = 0.0 samples = 3 value = [0, 3] 15911->15912 15913 x14_7 <= 0.5 gini = 0.094 samples = 81 value = [4, 77] 15911->15913 15914 x14_1 <= 0.5 gini = 0.083 samples = 69 value = [3, 66] 15913->15914 15941 x1_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15913->15941 15915 x13_1 <= 0.5 gini = 0.103 samples = 55 value = [3, 52] 15914->15915 15940 gini = 0.0 samples = 14 value = [0, 14] 15914->15940 15916 x13_0 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 15915->15916 15939 gini = 0.0 samples = 20 value = [0, 20] 15915->15939 15917 x15_NA <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 15916->15917 15936 log_spend <= 10.299 gini = 0.278 samples = 6 value = [1, 5] 15916->15936 15918 gini = 0.0 samples = 1 value = [0, 1] 15917->15918 15919 x1_NJ <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 15917->15919 15920 x1_TX <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 15919->15920 15935 gini = 0.0 samples = 5 value = [0, 5] 15919->15935 15921 x14_11 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 15920->15921 15934 gini = 0.0 samples = 1 value = [0, 1] 15920->15934 15922 x13_6 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 15921->15922 15933 gini = 0.0 samples = 4 value = [0, 4] 15921->15933 15923 x1_NY <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 15922->15923 15932 gini = 0.0 samples = 1 value = [1, 0] 15922->15932 15924 x14_6 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 15923->15924 15931 gini = 0.0 samples = 5 value = [0, 5] 15923->15931 15925 x1_AZ <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15924->15925 15930 gini = 0.0 samples = 1 value = [0, 1] 15924->15930 15926 x1_CA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 15925->15926 15929 gini = 0.0 samples = 1 value = [0, 1] 15925->15929 15927 gini = 0.0 samples = 6 value = [0, 6] 15926->15927 15928 gini = 0.375 samples = 4 value = [1, 3] 15926->15928 15937 gini = 0.0 samples = 5 value = [0, 5] 15936->15937 15938 gini = 0.0 samples = 1 value = [1, 0] 15936->15938 15942 gini = 0.0 samples = 11 value = [0, 11] 15941->15942 15943 gini = 0.0 samples = 1 value = [1, 0] 15941->15943 15946 x14_6 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 15945->15946 15957 gini = 0.0 samples = 2 value = [0, 2] 15945->15957 15947 x14_5 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 15946->15947 15956 gini = 0.0 samples = 6 value = [0, 6] 15946->15956 15948 x0_Japan <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 15947->15948 15955 gini = 0.0 samples = 5 value = [0, 5] 15947->15955 15949 x1_MD <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 15948->15949 15954 gini = 0.0 samples = 1 value = [0, 1] 15948->15954 15950 log_spend <= 8.989 gini = 0.117 samples = 16 value = [1, 15] 15949->15950 15953 gini = 0.0 samples = 1 value = [0, 1] 15949->15953 15951 gini = 0.5 samples = 2 value = [1, 1] 15950->15951 15952 gini = 0.0 samples = 14 value = [0, 14] 15950->15952 15967 x1_PA <= 0.5 gini = 0.015 samples = 387 value = [3, 384] 15966->15967 16010 gini = 0.375 samples = 4 value = [1, 3] 15966->16010 15968 x0_Switzerland <= 0.5 gini = 0.033 samples = 177 value = [3, 174] 15967->15968 16009 gini = 0.0 samples = 210 value = [0, 210] 15967->16009 15969 x5_Drug <= 0.5 gini = 0.035 samples = 170 value = [3, 167] 15968->15969 16008 gini = 0.0 samples = 7 value = [0, 7] 15968->16008 15970 x7_IN <= 0.5 gini = 0.04 samples = 148 value = [3, 145] 15969->15970 16007 gini = 0.0 samples = 22 value = [0, 22] 15969->16007 15971 x7_CA <= 0.5 gini = 0.041 samples = 145 value = [3, 142] 15970->15971 16006 gini = 0.0 samples = 3 value = [0, 3] 15970->16006 15972 x1_TX <= 0.5 gini = 0.031 samples = 127 value = [2, 125] 15971->15972 16001 x13_4 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 15971->16001 15973 x7_VA <= 0.5 gini = 0.032 samples = 122 value = [2, 120] 15972->15973 16000 gini = 0.0 samples = 5 value = [0, 5] 15972->16000 15974 x7_FL <= 0.5 gini = 0.033 samples = 120 value = [2, 118] 15973->15974 15999 gini = 0.0 samples = 2 value = [0, 2] 15973->15999 15975 x7_AZ <= 0.5 gini = 0.018 samples = 111 value = [1, 110] 15974->15975 15994 x1_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15974->15994 15976 x13_4 <= 0.5 gini = 0.018 samples = 109 value = [1, 108] 15975->15976 15993 gini = 0.0 samples = 2 value = [0, 2] 15975->15993 15977 x7_KY <= 0.5 gini = 0.026 samples = 75 value = [1, 74] 15976->15977 15992 gini = 0.0 samples = 34 value = [0, 34] 15976->15992 15978 x17_janssen <= 0.5 gini = 0.029 samples = 69 value = [1, 68] 15977->15978 15991 gini = 0.0 samples = 6 value = [0, 6] 15977->15991 15979 gini = 0.0 samples = 52 value = [0, 52] 15978->15979 15980 x13_2 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 15978->15980 15981 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 15980->15981 15990 gini = 0.0 samples = 4 value = [0, 4] 15980->15990 15982 x13_1 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 15981->15982 15989 gini = 0.0 samples = 2 value = [0, 2] 15981->15989 15983 x14_12 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 15982->15983 15988 gini = 0.0 samples = 2 value = [0, 2] 15982->15988 15984 log_spend <= 8.966 gini = 0.32 samples = 5 value = [1, 4] 15983->15984 15987 gini = 0.0 samples = 4 value = [0, 4] 15983->15987 15985 gini = 0.0 samples = 1 value = [1, 0] 15984->15985 15986 gini = 0.0 samples = 4 value = [0, 4] 15984->15986 15995 log_spend <= 9.146 gini = 0.245 samples = 7 value = [1, 6] 15994->15995 15998 gini = 0.0 samples = 2 value = [0, 2] 15994->15998 15996 gini = 0.0 samples = 3 value = [0, 3] 15995->15996 15997 gini = 0.375 samples = 4 value = [1, 3] 15995->15997 16002 x5_Device <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 16001->16002 16005 gini = 0.0 samples = 4 value = [0, 4] 16001->16005 16003 gini = 0.0 samples = 13 value = [0, 13] 16002->16003 16004 gini = 0.0 samples = 1 value = [1, 0] 16002->16004 16012 x8_No <= 0.5 gini = 0.058 samples = 67 value = [2, 65] 16011->16012 16025 gini = 0.0 samples = 23 value = [0, 23] 16011->16025 16013 x1_CA <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 16012->16013 16018 x1_NJ <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 16012->16018 16014 gini = 0.0 samples = 41 value = [0, 41] 16013->16014 16015 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16013->16015 16016 gini = 0.5 samples = 2 value = [1, 1] 16015->16016 16017 gini = 0.0 samples = 5 value = [0, 5] 16015->16017 16019 x12_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 16018->16019 16024 gini = 0.0 samples = 7 value = [0, 7] 16018->16024 16020 gini = 0.0 samples = 6 value = [0, 6] 16019->16020 16021 x0_United States <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16019->16021 16022 gini = 0.0 samples = 1 value = [1, 0] 16021->16022 16023 gini = 0.0 samples = 5 value = [0, 5] 16021->16023 16027 x13_4 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 16026->16027 16038 gini = 0.0 samples = 7 value = [0, 7] 16026->16038 16028 x8_No <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 16027->16028 16035 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16027->16035 16029 gini = 0.0 samples = 1 value = [0, 1] 16028->16029 16030 x14_1 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 16028->16030 16031 x7_TN <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16030->16031 16034 gini = 0.444 samples = 3 value = [1, 2] 16030->16034 16032 gini = 0.0 samples = 6 value = [0, 6] 16031->16032 16033 gini = 0.0 samples = 1 value = [1, 0] 16031->16033 16036 gini = 0.0 samples = 6 value = [0, 6] 16035->16036 16037 gini = 0.0 samples = 1 value = [1, 0] 16035->16037 16040 gini = 0.0 samples = 20 value = [0, 20] 16039->16040 16041 x7_WI <= 0.5 gini = 0.036 samples = 494 value = [9, 485] 16039->16041 16042 x1_CT <= 0.5 gini = 0.037 samples = 483 value = [9, 474] 16041->16042 16131 gini = 0.0 samples = 11 value = [0, 11] 16041->16131 16043 x1_CA <= 0.5 gini = 0.033 samples = 474 value = [8, 466] 16042->16043 16126 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16042->16126 16044 x17_other <= 0.5 gini = 0.023 samples = 426 value = [5, 421] 16043->16044 16115 x7_LA <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 16043->16115 16045 gini = 0.0 samples = 198 value = [0, 198] 16044->16045 16046 x1_IN <= 0.5 gini = 0.043 samples = 228 value = [5, 223] 16044->16046 16047 x2_Non-Covered <= 0.5 gini = 0.048 samples = 205 value = [5, 200] 16046->16047 16114 gini = 0.0 samples = 23 value = [0, 23] 16046->16114 16048 x7_NC <= 0.5 gini = 0.115 samples = 49 value = [3, 46] 16047->16048 16067 x5_Device <= 0.5 gini = 0.025 samples = 156 value = [2, 154] 16047->16067 16049 x7_OH <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 16048->16049 16066 gini = 0.0 samples = 2 value = [0, 2] 16048->16066 16050 x7_NY <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 16049->16050 16063 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16049->16063 16051 x7_MD <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 16050->16051 16062 gini = 0.5 samples = 2 value = [1, 1] 16050->16062 16052 log_spend <= 9.281 gini = 0.056 samples = 35 value = [1, 34] 16051->16052 16061 gini = 0.0 samples = 5 value = [0, 5] 16051->16061 16053 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 16052->16053 16060 gini = 0.0 samples = 24 value = [0, 24] 16052->16060 16054 x7_TN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 16053->16054 16059 gini = 0.0 samples = 3 value = [0, 3] 16053->16059 16055 x7_MI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16054->16055 16058 gini = 0.0 samples = 1 value = [0, 1] 16054->16058 16056 gini = 0.0 samples = 6 value = [0, 6] 16055->16056 16057 gini = 0.0 samples = 1 value = [1, 0] 16055->16057 16064 gini = 0.444 samples = 3 value = [1, 2] 16063->16064 16065 gini = 0.0 samples = 2 value = [0, 2] 16063->16065 16068 x13_2 <= 0.5 gini = 0.013 samples = 151 value = [1, 150] 16067->16068 16111 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16067->16111 16069 x7_CT <= 0.5 gini = 0.016 samples = 126 value = [1, 125] 16068->16069 16110 gini = 0.0 samples = 25 value = [0, 25] 16068->16110 16070 x1_MN <= 0.5 gini = 0.016 samples = 125 value = [1, 124] 16069->16070 16109 gini = 0.0 samples = 1 value = [0, 1] 16069->16109 16071 x16_immun <= 0.5 gini = 0.017 samples = 114 value = [1, 113] 16070->16071 16108 gini = 0.0 samples = 11 value = [0, 11] 16070->16108 16072 x7_LA <= 0.5 gini = 0.018 samples = 113 value = [1, 112] 16071->16072 16107 gini = 0.0 samples = 1 value = [0, 1] 16071->16107 16073 x5_Biological <= 0.5 gini = 0.018 samples = 111 value = [1, 110] 16072->16073 16106 gini = 0.0 samples = 2 value = [0, 2] 16072->16106 16074 x7_OK <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 16073->16074 16105 gini = 0.0 samples = 16 value = [0, 16] 16073->16105 16075 x7_HI <= 0.5 gini = 0.021 samples = 94 value = [1, 93] 16074->16075 16104 gini = 0.0 samples = 1 value = [0, 1] 16074->16104 16076 x1_NJ <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 16075->16076 16103 gini = 0.0 samples = 1 value = [0, 1] 16075->16103 16077 x1_MA <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 16076->16077 16102 gini = 0.0 samples = 23 value = [0, 23] 16076->16102 16078 x13_3 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 16077->16078 16101 gini = 0.0 samples = 19 value = [0, 19] 16077->16101 16079 x5_Drug <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 16078->16079 16100 gini = 0.0 samples = 28 value = [0, 28] 16078->16100 16080 x7_TX <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 16079->16080 16099 gini = 0.0 samples = 6 value = [0, 6] 16079->16099 16081 x1_PR <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 16080->16081 16098 gini = 0.0 samples = 2 value = [0, 2] 16080->16098 16082 x7_CA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 16081->16082 16097 gini = 0.0 samples = 1 value = [0, 1] 16081->16097 16083 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 16082->16083 16096 gini = 0.0 samples = 2 value = [0, 2] 16082->16096 16084 x7_WA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 16083->16084 16095 gini = 0.0 samples = 1 value = [0, 1] 16083->16095 16085 x7_UT <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 16084->16085 16094 gini = 0.0 samples = 1 value = [0, 1] 16084->16094 16086 x7_GA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16085->16086 16093 gini = 0.0 samples = 1 value = [0, 1] 16085->16093 16087 x7_PA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 16086->16087 16092 gini = 0.0 samples = 1 value = [0, 1] 16086->16092 16088 log_spend <= 8.991 gini = 0.278 samples = 6 value = [1, 5] 16087->16088 16091 gini = 0.0 samples = 2 value = [0, 2] 16087->16091 16089 gini = 0.444 samples = 3 value = [1, 2] 16088->16089 16090 gini = 0.0 samples = 3 value = [0, 3] 16088->16090 16112 gini = 0.375 samples = 4 value = [1, 3] 16111->16112 16113 gini = 0.0 samples = 1 value = [0, 1] 16111->16113 16116 x7_OH <= 0.5 gini = 0.122 samples = 46 value = [3, 43] 16115->16116 16125 gini = 0.0 samples = 2 value = [0, 2] 16115->16125 16117 x7_NJ <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 16116->16117 16124 gini = 0.375 samples = 4 value = [1, 3] 16116->16124 16118 log_spend <= 8.845 gini = 0.048 samples = 41 value = [1, 40] 16117->16118 16123 gini = 0.0 samples = 1 value = [1, 0] 16117->16123 16119 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16118->16119 16122 gini = 0.0 samples = 34 value = [0, 34] 16118->16122 16120 gini = 0.444 samples = 3 value = [1, 2] 16119->16120 16121 gini = 0.0 samples = 4 value = [0, 4] 16119->16121 16127 x8_No <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16126->16127 16130 gini = 0.0 samples = 2 value = [0, 2] 16126->16130 16128 gini = 0.0 samples = 6 value = [0, 6] 16127->16128 16129 gini = 0.0 samples = 1 value = [1, 0] 16127->16129 16133 x5_Biological <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 16132->16133 16154 x8_Yes <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 16132->16154 16134 x7_AZ <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 16133->16134 16151 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 16133->16151 16135 x14_11 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 16134->16135 16150 gini = 0.0 samples = 3 value = [0, 3] 16134->16150 16136 x14_12 <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 16135->16136 16149 gini = 0.0 samples = 4 value = [0, 4] 16135->16149 16137 x7_TX <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 16136->16137 16148 gini = 0.0 samples = 6 value = [0, 6] 16136->16148 16138 x14_1 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 16137->16138 16147 gini = 0.0 samples = 7 value = [0, 7] 16137->16147 16139 x2_Non-Covered <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 16138->16139 16146 gini = 0.0 samples = 11 value = [0, 11] 16138->16146 16140 gini = 0.0 samples = 3 value = [0, 3] 16139->16140 16141 x14_7 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 16139->16141 16142 x13_2 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 16141->16142 16145 gini = 0.0 samples = 8 value = [0, 8] 16141->16145 16143 gini = 0.0 samples = 18 value = [0, 18] 16142->16143 16144 gini = 0.0 samples = 1 value = [1, 0] 16142->16144 16152 gini = 0.0 samples = 7 value = [0, 7] 16151->16152 16153 gini = 0.0 samples = 1 value = [1, 0] 16151->16153 16155 gini = 0.0 samples = 1 value = [0, 1] 16154->16155 16156 log_spend <= 9.238 gini = 0.153 samples = 12 value = [1, 11] 16154->16156 16157 x7_AL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16156->16157 16162 gini = 0.0 samples = 6 value = [0, 6] 16156->16162 16158 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16157->16158 16161 gini = 0.0 samples = 1 value = [0, 1] 16157->16161 16159 gini = 0.444 samples = 3 value = [1, 2] 16158->16159 16160 gini = 0.0 samples = 2 value = [0, 2] 16158->16160 16164 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 16163->16164 16171 gini = 0.0 samples = 1 value = [0, 1] 16163->16171 16165 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 16164->16165 16170 gini = 0.0 samples = 1 value = [0, 1] 16164->16170 16166 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16165->16166 16169 gini = 0.0 samples = 1 value = [1, 0] 16165->16169 16167 gini = 0.0 samples = 4 value = [0, 4] 16166->16167 16168 gini = 0.5 samples = 2 value = [1, 1] 16166->16168 16173 gini = 0.5 samples = 4 value = [2, 2] 16172->16173 16174 gini = 0.0 samples = 1 value = [1, 0] 16172->16174 16176 x0_United States <= 0.5 gini = 0.04 samples = 243 value = [5, 238] 16175->16176 16209 x13_4 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 16175->16209 16177 gini = 0.0 samples = 9 value = [0, 9] 16176->16177 16178 x14_7 <= 0.5 gini = 0.042 samples = 234 value = [5, 229] 16176->16178 16179 log_spend <= 8.786 gini = 0.028 samples = 209 value = [3, 206] 16178->16179 16198 x8_Yes <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 16178->16198 16180 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16179->16180 16183 x1_MN <= 0.5 gini = 0.02 samples = 203 value = [2, 201] 16179->16183 16181 gini = 0.0 samples = 3 value = [0, 3] 16180->16181 16182 gini = 0.444 samples = 3 value = [1, 2] 16180->16182 16184 x14_5 <= 0.5 gini = 0.01 samples = 196 value = [1, 195] 16183->16184 16195 log_spend <= 9.374 gini = 0.245 samples = 7 value = [1, 6] 16183->16195 16185 x14_6 <= 0.5 gini = 0.011 samples = 173 value = [1, 172] 16184->16185 16194 gini = 0.0 samples = 23 value = [0, 23] 16184->16194 16186 x17_janssen <= 0.5 gini = 0.012 samples = 159 value = [1, 158] 16185->16186 16193 gini = 0.0 samples = 14 value = [0, 14] 16185->16193 16187 x13_1 <= 0.5 gini = 0.014 samples = 140 value = [1, 139] 16186->16187 16192 gini = 0.0 samples = 19 value = [0, 19] 16186->16192 16188 x12_100000005449 <= 0.5 gini = 0.021 samples = 94 value = [1, 93] 16187->16188 16191 gini = 0.0 samples = 46 value = [0, 46] 16187->16191 16189 gini = 0.0 samples = 90 value = [0, 90] 16188->16189 16190 gini = 0.375 samples = 4 value = [1, 3] 16188->16190 16196 gini = 0.0 samples = 3 value = [0, 3] 16195->16196 16197 gini = 0.375 samples = 4 value = [1, 3] 16195->16197 16199 gini = 0.0 samples = 12 value = [0, 12] 16198->16199 16200 x1_PA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 16198->16200 16201 x1_MA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 16200->16201 16208 gini = 0.0 samples = 1 value = [0, 1] 16200->16208 16202 x17_other <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 16201->16202 16207 gini = 0.0 samples = 2 value = [0, 2] 16201->16207 16203 x12_100000000286 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16202->16203 16206 gini = 0.375 samples = 4 value = [1, 3] 16202->16206 16204 gini = 0.0 samples = 2 value = [0, 2] 16203->16204 16205 gini = 0.375 samples = 4 value = [1, 3] 16203->16205 16210 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16209->16210 16213 gini = 0.0 samples = 4 value = [0, 4] 16209->16213 16211 gini = 0.0 samples = 7 value = [0, 7] 16210->16211 16212 gini = 0.5 samples = 2 value = [1, 1] 16210->16212 16216 gini = 0.0 samples = 1 value = [1, 0] 16215->16216 16217 x14_7 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 16215->16217 16218 x14_3 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 16217->16218 16227 gini = 0.0 samples = 3 value = [0, 3] 16217->16227 16219 x13_3 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 16218->16219 16226 gini = 0.0 samples = 1 value = [0, 1] 16218->16226 16220 x14_4 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 16219->16220 16225 gini = 0.0 samples = 3 value = [0, 3] 16219->16225 16221 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16220->16221 16224 gini = 0.5 samples = 2 value = [1, 1] 16220->16224 16222 gini = 0.0 samples = 5 value = [0, 5] 16221->16222 16223 gini = 0.0 samples = 1 value = [1, 0] 16221->16223 16229 x2_Non-Covered <= 0.5 gini = 0.034 samples = 586 value = [10, 576] 16228->16229 16310 gini = 0.5 samples = 2 value = [1, 1] 16228->16310 16230 x7_PA <= 0.5 gini = 0.081 samples = 189 value = [8, 181] 16229->16230 16281 log_spend <= 8.938 gini = 0.01 samples = 397 value = [2, 395] 16229->16281 16231 x7_FL <= 0.5 gini = 0.085 samples = 179 value = [8, 171] 16230->16231 16280 gini = 0.0 samples = 10 value = [0, 10] 16230->16280 16232 x17_abbvie, <= 0.5 gini = 0.097 samples = 156 value = [8, 148] 16231->16232 16279 gini = 0.0 samples = 23 value = [0, 23] 16231->16279 16233 x17_janssen <= 0.5 gini = 0.098 samples = 155 value = [8, 147] 16232->16233 16278 gini = 0.0 samples = 1 value = [0, 1] 16232->16278 16234 x7_CO <= 0.5 gini = 0.116 samples = 130 value = [8, 122] 16233->16234 16277 gini = 0.0 samples = 25 value = [0, 25] 16233->16277 16235 x7_NV <= 0.5 gini = 0.103 samples = 128 value = [7, 121] 16234->16235 16276 gini = 0.5 samples = 2 value = [1, 1] 16234->16276 16236 x12_100000000193 <= 0.5 gini = 0.091 samples = 126 value = [6, 120] 16235->16236 16275 gini = 0.5 samples = 2 value = [1, 1] 16235->16275 16237 log_spend <= 9.321 gini = 0.077 samples = 125 value = [5, 120] 16236->16237 16274 gini = 0.0 samples = 1 value = [1, 0] 16236->16274 16238 x1_PR <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 16237->16238 16253 x13_4 <= 0.5 gini = 0.022 samples = 90 value = [1, 89] 16237->16253 16239 x12_100000000053 <= 0.5 gini = 0.213 samples = 33 value = [4, 29] 16238->16239 16252 gini = 0.0 samples = 2 value = [0, 2] 16238->16252 16240 x0_Finland <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 16239->16240 16251 gini = 0.0 samples = 1 value = [1, 0] 16239->16251 16241 x1_DE <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 16240->16241 16250 gini = 0.0 samples = 1 value = [1, 0] 16240->16250 16242 x1_IN <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 16241->16242 16249 gini = 0.0 samples = 9 value = [0, 9] 16241->16249 16243 x13_2 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 16242->16243 16248 gini = 0.0 samples = 4 value = [0, 4] 16242->16248 16244 x7_CT <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 16243->16244 16247 gini = 0.0 samples = 2 value = [0, 2] 16243->16247 16245 gini = 0.0 samples = 14 value = [0, 14] 16244->16245 16246 gini = 0.0 samples = 2 value = [2, 0] 16244->16246 16254 x13_3 <= 0.5 gini = 0.03 samples = 66 value = [1, 65] 16253->16254 16273 gini = 0.0 samples = 24 value = [0, 24] 16253->16273 16255 x0_United States <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 16254->16255 16272 gini = 0.0 samples = 24 value = [0, 24] 16254->16272 16256 gini = 0.0 samples = 3 value = [0, 3] 16255->16256 16257 x13_5 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 16255->16257 16258 x17_other <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 16257->16258 16271 gini = 0.0 samples = 2 value = [0, 2] 16257->16271 16259 gini = 0.0 samples = 9 value = [0, 9] 16258->16259 16260 x7_OK <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 16258->16260 16261 x12_100000005449 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 16260->16261 16270 gini = 0.0 samples = 1 value = [0, 1] 16260->16270 16262 x7_UT <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 16261->16262 16269 gini = 0.0 samples = 1 value = [0, 1] 16261->16269 16263 x7_IL <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 16262->16263 16268 gini = 0.0 samples = 1 value = [0, 1] 16262->16268 16264 x7_NY <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 16263->16264 16267 gini = 0.0 samples = 1 value = [0, 1] 16263->16267 16265 gini = 0.0 samples = 21 value = [0, 21] 16264->16265 16266 gini = 0.444 samples = 3 value = [1, 2] 16264->16266 16282 x7_MO <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 16281->16282 16309 gini = 0.0 samples = 352 value = [0, 352] 16281->16309 16283 x12_100000000286 <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 16282->16283 16308 gini = 0.0 samples = 2 value = [0, 2] 16282->16308 16284 x17_abbvie, <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 16283->16284 16307 gini = 0.0 samples = 5 value = [0, 5] 16283->16307 16285 x5_Drug <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 16284->16285 16306 gini = 0.0 samples = 4 value = [0, 4] 16284->16306 16286 x1_MA <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 16285->16286 16305 gini = 0.0 samples = 11 value = [0, 11] 16285->16305 16287 x7_FL <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 16286->16287 16300 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16286->16300 16288 x1_IN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 16287->16288 16299 gini = 0.0 samples = 1 value = [0, 1] 16287->16299 16289 x5_Biological <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 16288->16289 16298 gini = 0.0 samples = 1 value = [0, 1] 16288->16298 16290 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 16289->16290 16297 gini = 0.0 samples = 4 value = [0, 4] 16289->16297 16291 x1_MN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16290->16291 16296 gini = 0.0 samples = 2 value = [0, 2] 16290->16296 16292 log_spend <= 8.914 gini = 0.278 samples = 6 value = [1, 5] 16291->16292 16295 gini = 0.0 samples = 3 value = [0, 3] 16291->16295 16293 gini = 0.0 samples = 5 value = [0, 5] 16292->16293 16294 gini = 0.0 samples = 1 value = [1, 0] 16292->16294 16301 x12_100000000255 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16300->16301 16304 gini = 0.0 samples = 1 value = [0, 1] 16300->16304 16302 gini = 0.375 samples = 4 value = [1, 3] 16301->16302 16303 gini = 0.0 samples = 1 value = [0, 1] 16301->16303 16312 x7_FL <= 0.5 gini = 0.005 samples = 442 value = [1, 441] 16311->16312 16335 x16_other <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 16311->16335 16313 x7_NC <= 0.5 gini = 0.005 samples = 398 value = [1, 397] 16312->16313 16334 gini = 0.0 samples = 44 value = [0, 44] 16312->16334 16314 x1_IN <= 0.5 gini = 0.005 samples = 384 value = [1, 383] 16313->16314 16333 gini = 0.0 samples = 14 value = [0, 14] 16313->16333 16315 x7_MD <= 0.5 gini = 0.005 samples = 369 value = [1, 368] 16314->16315 16332 gini = 0.0 samples = 15 value = [0, 15] 16314->16332 16316 x5_Biological <= 0.5 gini = 0.006 samples = 362 value = [1, 361] 16315->16316 16331 gini = 0.0 samples = 7 value = [0, 7] 16315->16331 16317 x13_2 <= 0.5 gini = 0.006 samples = 327 value = [1, 326] 16316->16317 16330 gini = 0.0 samples = 35 value = [0, 35] 16316->16330 16318 x13_0 <= 0.5 gini = 0.008 samples = 261 value = [1, 260] 16317->16318 16329 gini = 0.0 samples = 66 value = [0, 66] 16317->16329 16319 gini = 0.0 samples = 229 value = [0, 229] 16318->16319 16320 x12_100000000286 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 16318->16320 16321 x7_GA <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 16320->16321 16328 gini = 0.0 samples = 6 value = [0, 6] 16320->16328 16322 x12_100000000193 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 16321->16322 16327 gini = 0.0 samples = 2 value = [0, 2] 16321->16327 16323 log_spend <= 10.425 gini = 0.083 samples = 23 value = [1, 22] 16322->16323 16326 gini = 0.0 samples = 1 value = [0, 1] 16322->16326 16324 gini = 0.0 samples = 19 value = [0, 19] 16323->16324 16325 gini = 0.375 samples = 4 value = [1, 3] 16323->16325 16336 gini = 0.0 samples = 1 value = [0, 1] 16335->16336 16337 x12_0 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 16335->16337 16338 gini = 0.0 samples = 12 value = [0, 12] 16337->16338 16339 x1_NY <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 16337->16339 16340 x1_AZ <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 16339->16340 16351 gini = 0.0 samples = 2 value = [0, 2] 16339->16351 16341 x1_MA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 16340->16341 16350 gini = 0.0 samples = 2 value = [0, 2] 16340->16350 16342 x1_NJ <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16341->16342 16349 gini = 0.444 samples = 3 value = [1, 2] 16341->16349 16343 x1_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16342->16343 16348 gini = 0.0 samples = 3 value = [0, 3] 16342->16348 16344 x15_Other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16343->16344 16347 gini = 0.0 samples = 1 value = [0, 1] 16343->16347 16345 gini = 0.0 samples = 4 value = [0, 4] 16344->16345 16346 gini = 0.0 samples = 1 value = [1, 0] 16344->16346 16353 x13_5 <= 0.5 gini = 0.378 samples = 79312 value = [20047, 59265] 16352->16353 42728 x14_6 <= 0.5 gini = 0.031 samples = 5202 value = [82, 5120] 16352->42728 16354 x5_Device <= 0.5 gini = 0.366 samples = 76901 value = [18561, 58340] 16353->16354 41697 x1_PA <= 0.5 gini = 0.473 samples = 2411 value = [1486, 925] 16353->41697 16355 x10_529 <= 0.5 gini = 0.282 samples = 56358 value = [9576, 46782] 16354->16355 31948 x1_AZ <= 0.5 gini = 0.492 samples = 20543 value = [8985, 11558] 16354->31948 16356 x15_diabetes <= 0.5 gini = 0.302 samples = 51750 value = [9575, 42175] 16355->16356 31937 x7_WA <= 0.5 gini = 0.0 samples = 4608 value = [1, 4607] 16355->31937 16357 x12_100000000146 <= 0.5 gini = 0.315 samples = 44880 value = [8804, 36076] 16356->16357 31150 x7_CT <= 0.5 gini = 0.199 samples = 6870 value = [771, 6099] 16356->31150 16358 x9_50458 <= 0.5 gini = 0.306 samples = 43531 value = [8207, 35324] 16357->16358 30621 x7_OR <= 0.5 gini = 0.493 samples = 1349 value = [597, 752] 16357->30621 16359 x16_oncol <= 0.5 gini = 0.293 samples = 42642 value = [7593, 35049] 16358->16359 30524 x14_9 <= 0.5 gini = 0.427 samples = 889 value = [614, 275] 16358->30524 16360 x12_100000000228 <= 0.5 gini = 0.336 samples = 32155 value = [6880, 25275] 16359->16360 27687 x11_0 <= 0.5 gini = 0.127 samples = 10487 value = [713, 9774] 16359->27687 16361 x12_100000000089 <= 0.5 gini = 0.329 samples = 31170 value = [6475, 24695] 16360->16361 27086 x7_UT <= 0.5 gini = 0.484 samples = 985 value = [405, 580] 16360->27086 16362 log_spend <= 4.939 gini = 0.343 samples = 29419 value = [6458, 22961] 16361->16362 27001 x14_6 <= 0.5 gini = 0.019 samples = 1751 value = [17, 1734] 16361->27001 16363 x12_100000000255 <= 0.5 gini = 0.492 samples = 7026 value = [3954, 3072] 16362->16363 19278 log_spend <= 8.434 gini = 0.199 samples = 22393 value = [2504, 19889] 16362->19278 16364 x7_CA <= 0.5 gini = 0.483 samples = 6599 value = [3908, 2691] 16363->16364 19217 x14_3 <= 0.5 gini = 0.192 samples = 427 value = [46, 381] 16363->19217 16365 x15_endocrinology <= 0.5 gini = 0.487 samples = 5818 value = [3373, 2445] 16364->16365 18808 x14_10 <= 0.5 gini = 0.432 samples = 781 value = [535, 246] 16364->18808 16366 x15_dermatology <= 0.5 gini = 0.482 samples = 5460 value = [3255, 2205] 16365->16366 18643 x17_other <= 0.5 gini = 0.442 samples = 358 value = [118, 240] 16365->18643 16367 x12_100000000163 <= 0.5 gini = 0.486 samples = 5268 value = [3079, 2189] 16366->16367 18598 x7_OH <= 0.5 gini = 0.153 samples = 192 value = [176, 16] 16366->18598 16368 x16_other <= 0.5 gini = 0.483 samples = 5206 value = [3079, 2127] 16367->16368 18597 gini = 0.0 samples = 62 value = [0, 62] 16367->18597 16369 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 2067 value = [996, 1071] 16368->16369 17046 x7_WA <= 0.5 gini = 0.446 samples = 3139 value = [2083, 1056] 16368->17046 16370 log_spend <= 4.067 gini = 0.498 samples = 1546 value = [821, 725] 16369->16370 16855 x17_boehringer <= 0.5 gini = 0.446 samples = 521 value = [175, 346] 16369->16855 16371 x12_100000000067 <= 0.5 gini = 0.361 samples = 647 value = [153, 494] 16370->16371 16524 x12_0 <= 0.5 gini = 0.382 samples = 899 value = [668, 231] 16370->16524 16372 x11_60 <= 0.5 gini = 0.377 samples = 602 value = [152, 450] 16371->16372 16507 x13_1 <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 16371->16507 16373 x7_OK <= 0.5 gini = 0.435 samples = 216 value = [147, 69] 16372->16373 16504 x17_boehringer <= 0.5 gini = 0.026 samples = 386 value = [5, 381] 16372->16504 16374 x16_gastro <= 0.5 gini = 0.438 samples = 213 value = [144, 69] 16373->16374 16503 gini = 0.0 samples = 3 value = [3, 0] 16373->16503 16375 x14_12 <= 0.5 gini = 0.465 samples = 166 value = [105, 61] 16374->16375 16494 log_spend <= 3.794 gini = 0.282 samples = 47 value = [39, 8] 16374->16494 16376 x1_MA <= 0.5 gini = 0.435 samples = 147 value = [100, 47] 16375->16376 16479 x10_0 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 16375->16479 16377 x7_NV <= 0.5 gini = 0.459 samples = 132 value = [85, 47] 16376->16377 16478 gini = 0.0 samples = 15 value = [15, 0] 16376->16478 16378 x7_VA <= 0.5 gini = 0.456 samples = 131 value = [85, 46] 16377->16378 16477 gini = 0.0 samples = 1 value = [0, 1] 16377->16477 16379 x7_NC <= 0.5 gini = 0.46 samples = 128 value = [82, 46] 16378->16379 16476 gini = 0.0 samples = 3 value = [3, 0] 16378->16476 16380 x10_62 <= 0.5 gini = 0.456 samples = 125 value = [81, 44] 16379->16380 16475 gini = 0.444 samples = 3 value = [1, 2] 16379->16475 16381 x7_SD <= 0.5 gini = 0.458 samples = 124 value = [80, 44] 16380->16381 16474 gini = 0.0 samples = 1 value = [1, 0] 16380->16474 16382 x7_TX <= 0.5 gini = 0.46 samples = 123 value = [79, 44] 16381->16382 16473 gini = 0.0 samples = 1 value = [1, 0] 16381->16473 16383 x12_0 <= 0.5 gini = 0.473 samples = 112 value = [69, 43] 16382->16383 16468 log_spend <= 3.603 gini = 0.165 samples = 11 value = [10, 1] 16382->16468 16384 x13_0 <= 0.5 gini = 0.5 samples = 47 value = [23, 24] 16383->16384 16411 x1_NJ <= 0.5 gini = 0.414 samples = 65 value = [46, 19] 16383->16411 16385 x15_cardiovascular <= 0.5 gini = 0.5 samples = 43 value = [21, 22] 16384->16385 16410 gini = 0.5 samples = 4 value = [2, 2] 16384->16410 16386 x15_Other <= 0.5 gini = 0.451 samples = 32 value = [21, 11] 16385->16386 16409 gini = 0.0 samples = 11 value = [0, 11] 16385->16409 16387 x7_PA <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 16386->16387 16402 x7_MI <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 16386->16402 16388 log_spend <= 3.536 gini = 0.498 samples = 15 value = [8, 7] 16387->16388 16401 gini = 0.0 samples = 2 value = [0, 2] 16387->16401 16389 gini = 0.0 samples = 2 value = [2, 0] 16388->16389 16390 x7_CT <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 16388->16390 16391 x1_IL <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 16390->16391 16400 gini = 0.0 samples = 1 value = [1, 0] 16390->16400 16392 x9_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16391->16392 16395 x14_6 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 16391->16395 16393 gini = 0.444 samples = 3 value = [1, 2] 16392->16393 16394 gini = 0.0 samples = 3 value = [0, 3] 16392->16394 16396 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 16395->16396 16399 gini = 0.0 samples = 1 value = [1, 0] 16395->16399 16397 gini = 0.375 samples = 4 value = [3, 1] 16396->16397 16398 gini = 0.0 samples = 1 value = [0, 1] 16396->16398 16403 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 16402->16403 16408 gini = 0.0 samples = 1 value = [0, 1] 16402->16408 16404 gini = 0.0 samples = 8 value = [8, 0] 16403->16404 16405 log_spend <= 3.997 gini = 0.278 samples = 6 value = [5, 1] 16403->16405 16406 gini = 0.0 samples = 4 value = [4, 0] 16405->16406 16407 gini = 0.5 samples = 2 value = [1, 1] 16405->16407 16412 x9_24 <= 0.5 gini = 0.384 samples = 54 value = [40, 14] 16411->16412 16457 x14_8 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 16411->16457 16413 x10_710 <= 0.5 gini = 0.219 samples = 32 value = [28, 4] 16412->16413 16434 x7_SC <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 16412->16434 16414 x1_NY <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 16413->16414 16433 gini = 0.0 samples = 4 value = [4, 0] 16413->16433 16415 x7_AL <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 16414->16415 16432 gini = 0.0 samples = 3 value = [3, 0] 16414->16432 16416 x1_CA <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 16415->16416 16431 gini = 0.0 samples = 1 value = [0, 1] 16415->16431 16417 x7_WA <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 16416->16417 16430 gini = 0.0 samples = 9 value = [9, 0] 16416->16430 16418 x7_FL <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 16417->16418 16429 gini = 0.0 samples = 1 value = [1, 0] 16417->16429 16419 x5_Drug <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 16418->16419 16428 gini = 0.5 samples = 2 value = [1, 1] 16418->16428 16420 x13_6 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 16419->16420 16427 gini = 0.444 samples = 3 value = [2, 1] 16419->16427 16421 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 16420->16421 16426 gini = 0.0 samples = 2 value = [2, 0] 16420->16426 16422 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 16421->16422 16425 gini = 0.0 samples = 1 value = [1, 0] 16421->16425 16423 gini = 0.0 samples = 2 value = [2, 0] 16422->16423 16424 gini = 0.375 samples = 4 value = [3, 1] 16422->16424 16435 x11_1 <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 16434->16435 16456 gini = 0.444 samples = 3 value = [1, 2] 16434->16456 16436 x14_10 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 16435->16436 16447 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 16435->16447 16437 x14_2 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 16436->16437 16446 gini = 0.0 samples = 1 value = [1, 0] 16436->16446 16438 x14_5 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 16437->16438 16445 gini = 0.444 samples = 3 value = [2, 1] 16437->16445 16439 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 16438->16439 16444 gini = 0.0 samples = 1 value = [1, 0] 16438->16444 16440 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16439->16440 16443 gini = 0.0 samples = 1 value = [1, 0] 16439->16443 16441 gini = 0.0 samples = 4 value = [0, 4] 16440->16441 16442 gini = 0.0 samples = 1 value = [1, 0] 16440->16442 16448 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 16447->16448 16455 gini = 0.0 samples = 1 value = [1, 0] 16447->16455 16449 x7_OR <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 16448->16449 16454 gini = 0.0 samples = 1 value = [1, 0] 16448->16454 16450 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 16449->16450 16453 gini = 0.0 samples = 1 value = [0, 1] 16449->16453 16451 gini = 0.375 samples = 4 value = [3, 1] 16450->16451 16452 gini = 0.0 samples = 1 value = [0, 1] 16450->16452 16458 x13_2 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 16457->16458 16467 gini = 0.0 samples = 1 value = [1, 0] 16457->16467 16459 x17_sanofi <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 16458->16459 16466 gini = 0.0 samples = 3 value = [0, 3] 16458->16466 16460 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 16459->16460 16465 gini = 0.0 samples = 1 value = [1, 0] 16459->16465 16461 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 16460->16461 16464 gini = 0.0 samples = 1 value = [1, 0] 16460->16464 16462 gini = 0.0 samples = 3 value = [3, 0] 16461->16462 16463 gini = 0.0 samples = 2 value = [0, 2] 16461->16463 16469 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 16468->16469 16472 gini = 0.0 samples = 6 value = [6, 0] 16468->16472 16470 gini = 0.375 samples = 4 value = [3, 1] 16469->16470 16471 gini = 0.0 samples = 1 value = [1, 0] 16469->16471 16480 gini = 0.0 samples = 2 value = [2, 0] 16479->16480 16481 x11_0 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 16479->16481 16482 x7_AZ <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 16481->16482 16493 gini = 0.375 samples = 4 value = [1, 3] 16481->16493 16483 x7_IN <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 16482->16483 16492 gini = 0.0 samples = 2 value = [0, 2] 16482->16492 16484 x1_NJ <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 16483->16484 16491 gini = 0.0 samples = 1 value = [0, 1] 16483->16491 16485 gini = 0.0 samples = 1 value = [1, 0] 16484->16485 16486 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16484->16486 16487 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 16486->16487 16490 gini = 0.0 samples = 1 value = [0, 1] 16486->16490 16488 gini = 0.0 samples = 7 value = [0, 7] 16487->16488 16489 gini = 0.0 samples = 1 value = [1, 0] 16487->16489 16495 x12_100000000286 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 16494->16495 16498 x11_2 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 16494->16498 16496 gini = 0.0 samples = 30 value = [30, 0] 16495->16496 16497 gini = 0.0 samples = 1 value = [0, 1] 16495->16497 16499 x17_other <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 16498->16499 16502 gini = 0.0 samples = 2 value = [2, 0] 16498->16502 16500 gini = 0.0 samples = 7 value = [0, 7] 16499->16500 16501 gini = 0.0 samples = 7 value = [7, 0] 16499->16501 16505 gini = 0.0 samples = 5 value = [5, 0] 16504->16505 16506 gini = 0.0 samples = 381 value = [0, 381] 16504->16506 16508 x14_12 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 16507->16508 16523 gini = 0.0 samples = 18 value = [0, 18] 16507->16523 16509 x7_NE <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 16508->16509 16522 gini = 0.0 samples = 1 value = [0, 1] 16508->16522 16510 x13_0 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 16509->16510 16521 gini = 0.0 samples = 1 value = [0, 1] 16509->16521 16511 x7_IL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 16510->16511 16520 gini = 0.0 samples = 12 value = [0, 12] 16510->16520 16512 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 16511->16512 16519 gini = 0.0 samples = 1 value = [0, 1] 16511->16519 16513 x7_IN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 16512->16513 16518 gini = 0.0 samples = 3 value = [0, 3] 16512->16518 16514 log_spend <= 3.839 gini = 0.219 samples = 8 value = [1, 7] 16513->16514 16517 gini = 0.0 samples = 1 value = [0, 1] 16513->16517 16515 gini = 0.0 samples = 4 value = [0, 4] 16514->16515 16516 gini = 0.375 samples = 4 value = [1, 3] 16514->16516 16525 x12_100000000067 <= 0.5 gini = 0.436 samples = 465 value = [316, 149] 16524->16525 16732 x14_4 <= 0.5 gini = 0.306 samples = 434 value = [352, 82] 16524->16732 16526 x13_6 <= 0.5 gini = 0.31 samples = 391 value = [316, 75] 16525->16526 16731 gini = 0.0 samples = 74 value = [0, 74] 16525->16731 16527 x7_MN <= 0.5 gini = 0.307 samples = 380 value = [308, 72] 16526->16527 16724 x11_10 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 16526->16724 16528 x12_100000000108 <= 0.5 gini = 0.296 samples = 376 value = [308, 68] 16527->16528 16723 gini = 0.0 samples = 4 value = [0, 4] 16527->16723 16529 x15_cardiovascular <= 0.5 gini = 0.297 samples = 375 value = [307, 68] 16528->16529 16722 gini = 0.0 samples = 1 value = [1, 0] 16528->16722 16530 x12_100000000053 <= 0.5 gini = 0.281 samples = 361 value = [300, 61] 16529->16530 16715 x7_NJ <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 16529->16715 16531 x7_CO <= 0.5 gini = 0.17 samples = 330 value = [299, 31] 16530->16531 16706 x7_NC <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 16530->16706 16532 x11_0 <= 0.5 gini = 0.173 samples = 325 value = [294, 31] 16531->16532 16705 gini = 0.0 samples = 5 value = [5, 0] 16531->16705 16533 x7_HI <= 0.5 gini = 0.21 samples = 235 value = [207, 28] 16532->16533 16674 x7_TN <= 0.5 gini = 0.064 samples = 90 value = [87, 3] 16532->16674 16534 x14_10 <= 0.5 gini = 0.211 samples = 234 value = [206, 28] 16533->16534 16673 gini = 0.0 samples = 1 value = [1, 0] 16533->16673 16535 x7_MD <= 0.5 gini = 0.159 samples = 206 value = [188, 18] 16534->16535 16648 x13_2 <= 0.5 gini = 0.459 samples = 28 value = [18, 10] 16534->16648 16536 x15_Other <= 0.5 gini = 0.163 samples = 201 value = [183, 18] 16535->16536 16647 gini = 0.0 samples = 5 value = [5, 0] 16535->16647 16537 x13_1 <= 0.5 gini = 0.104 samples = 127 value = [120, 7] 16536->16537 16592 x13_3 <= 0.5 gini = 0.253 samples = 74 value = [63, 11] 16536->16592 16538 x14_2 <= 0.5 gini = 0.075 samples = 103 value = [99, 4] 16537->16538 16575 x11_60 <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 16537->16575 16539 x11_2 <= 0.5 gini = 0.083 samples = 92 value = [88, 4] 16538->16539 16574 gini = 0.0 samples = 11 value = [11, 0] 16538->16574 16540 gini = 0.0 samples = 38 value = [38, 0] 16539->16540 16541 x7_ND <= 0.5 gini = 0.137 samples = 54 value = [50, 4] 16539->16541 16542 x7_FL <= 0.5 gini = 0.14 samples = 53 value = [49, 4] 16541->16542 16573 gini = 0.0 samples = 1 value = [1, 0] 16541->16573 16543 x7_MO <= 0.5 gini = 0.15 samples = 49 value = [45, 4] 16542->16543 16572 gini = 0.0 samples = 4 value = [4, 0] 16542->16572 16544 x14_3 <= 0.5 gini = 0.153 samples = 48 value = [44, 4] 16543->16544 16571 gini = 0.0 samples = 1 value = [1, 0] 16543->16571 16545 log_spend <= 4.805 gini = 0.133 samples = 42 value = [39, 3] 16544->16545 16566 x7_PR <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 16544->16566 16546 x7_WI <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 16545->16546 16565 gini = 0.444 samples = 3 value = [2, 1] 16545->16565 16547 x14_5 <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 16546->16547 16564 gini = 0.0 samples = 1 value = [1, 0] 16546->16564 16548 x7_OH <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 16547->16548 16563 gini = 0.0 samples = 6 value = [6, 0] 16547->16563 16549 x7_LA <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 16548->16549 16562 gini = 0.0 samples = 3 value = [3, 0] 16548->16562 16550 x13_4 <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 16549->16550 16561 gini = 0.0 samples = 3 value = [3, 0] 16549->16561 16551 x14_6 <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 16550->16551 16560 gini = 0.0 samples = 4 value = [4, 0] 16550->16560 16552 log_spend <= 4.616 gini = 0.219 samples = 16 value = [14, 2] 16551->16552 16559 gini = 0.0 samples = 6 value = [6, 0] 16551->16559 16553 x14_4 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 16552->16553 16558 gini = 0.0 samples = 6 value = [6, 0] 16552->16558 16554 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 16553->16554 16557 gini = 0.444 samples = 3 value = [2, 1] 16553->16557 16555 gini = 0.0 samples = 6 value = [6, 0] 16554->16555 16556 gini = 0.0 samples = 1 value = [0, 1] 16554->16556 16567 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 16566->16567 16570 gini = 0.0 samples = 1 value = [1, 0] 16566->16570 16568 gini = 0.375 samples = 4 value = [3, 1] 16567->16568 16569 gini = 0.0 samples = 1 value = [1, 0] 16567->16569 16576 x5_Drug <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 16575->16576 16591 gini = 0.0 samples = 3 value = [3, 0] 16575->16591 16577 x14_8 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 16576->16577 16590 gini = 0.0 samples = 6 value = [6, 0] 16576->16590 16578 x14_2 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 16577->16578 16589 gini = 0.0 samples = 1 value = [1, 0] 16577->16589 16579 x14_7 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 16578->16579 16588 gini = 0.0 samples = 2 value = [2, 0] 16578->16588 16580 x14_4 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 16579->16580 16587 gini = 0.0 samples = 1 value = [1, 0] 16579->16587 16581 x14_1 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 16580->16581 16586 gini = 0.0 samples = 2 value = [2, 0] 16580->16586 16582 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 16581->16582 16585 gini = 0.0 samples = 2 value = [2, 0] 16581->16585 16583 gini = 0.0 samples = 4 value = [4, 0] 16582->16583 16584 gini = 0.0 samples = 3 value = [0, 3] 16582->16584 16593 x14_11 <= 0.5 gini = 0.329 samples = 53 value = [42, 11] 16592->16593 16646 gini = 0.0 samples = 21 value = [21, 0] 16592->16646 16594 x16_cardio <= 0.5 gini = 0.343 samples = 50 value = [39, 11] 16593->16594 16645 gini = 0.0 samples = 3 value = [3, 0] 16593->16645 16595 gini = 0.5 samples = 2 value = [1, 1] 16594->16595 16596 x7_NE <= 0.5 gini = 0.33 samples = 48 value = [38, 10] 16594->16596 16597 x7_AL <= 0.5 gini = 0.335 samples = 47 value = [37, 10] 16596->16597 16644 gini = 0.0 samples = 1 value = [1, 0] 16596->16644 16598 x14_9 <= 0.5 gini = 0.315 samples = 46 value = [37, 9] 16597->16598 16643 gini = 0.0 samples = 1 value = [0, 1] 16597->16643 16599 x13_2 <= 0.5 gini = 0.184 samples = 39 value = [35, 4] 16598->16599 16640 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 16598->16640 16600 x7_NH <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 16599->16600 16629 x14_5 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 16599->16629 16601 x7_NC <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 16600->16601 16628 gini = 0.0 samples = 1 value = [1, 0] 16600->16628 16602 x7_VA <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 16601->16602 16627 gini = 0.0 samples = 1 value = [1, 0] 16601->16627 16603 x7_MI <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 16602->16603 16626 gini = 0.0 samples = 1 value = [1, 0] 16602->16626 16604 x7_LA <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 16603->16604 16625 gini = 0.0 samples = 1 value = [1, 0] 16603->16625 16605 x7_ME <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 16604->16605 16624 gini = 0.0 samples = 3 value = [3, 0] 16604->16624 16606 x14_6 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 16605->16606 16623 gini = 0.5 samples = 2 value = [1, 1] 16605->16623 16607 x7_OH <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 16606->16607 16622 gini = 0.0 samples = 1 value = [1, 0] 16606->16622 16608 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 16607->16608 16621 gini = 0.0 samples = 2 value = [2, 0] 16607->16621 16609 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 16608->16609 16620 gini = 0.0 samples = 1 value = [1, 0] 16608->16620 16610 x7_PA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 16609->16610 16619 gini = 0.0 samples = 1 value = [1, 0] 16609->16619 16611 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 16610->16611 16618 gini = 0.0 samples = 1 value = [1, 0] 16610->16618 16612 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 16611->16612 16617 gini = 0.0 samples = 1 value = [1, 0] 16611->16617 16613 x7_AZ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 16612->16613 16616 gini = 0.0 samples = 1 value = [1, 0] 16612->16616 16614 gini = 0.375 samples = 4 value = [3, 1] 16613->16614 16615 gini = 0.0 samples = 1 value = [1, 0] 16613->16615 16630 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 16629->16630 16639 gini = 0.5 samples = 2 value = [1, 1] 16629->16639 16631 x7_IL <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 16630->16631 16638 gini = 0.0 samples = 1 value = [1, 0] 16630->16638 16632 x14_4 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 16631->16632 16637 gini = 0.0 samples = 2 value = [2, 0] 16631->16637 16633 log_spend <= 4.471 gini = 0.18 samples = 10 value = [9, 1] 16632->16633 16636 gini = 0.0 samples = 2 value = [2, 0] 16632->16636 16634 gini = 0.0 samples = 1 value = [0, 1] 16633->16634 16635 gini = 0.0 samples = 9 value = [9, 0] 16633->16635 16641 gini = 0.0 samples = 2 value = [2, 0] 16640->16641 16642 gini = 0.0 samples = 5 value = [0, 5] 16640->16642 16649 x15_Other <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 16648->16649 16666 x11_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 16648->16666 16650 x7_MI <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 16649->16650 16661 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 16649->16661 16651 x1_NC <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 16650->16651 16660 gini = 0.5 samples = 2 value = [1, 1] 16650->16660 16652 x13_1 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 16651->16652 16659 gini = 0.0 samples = 3 value = [3, 0] 16651->16659 16653 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 16652->16653 16658 gini = 0.0 samples = 3 value = [3, 0] 16652->16658 16654 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 16653->16654 16657 gini = 0.0 samples = 1 value = [0, 1] 16653->16657 16655 gini = 0.0 samples = 2 value = [2, 0] 16654->16655 16656 gini = 0.444 samples = 3 value = [2, 1] 16654->16656 16662 x7_NV <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 16661->16662 16665 gini = 0.0 samples = 1 value = [0, 1] 16661->16665 16663 gini = 0.0 samples = 4 value = [4, 0] 16662->16663 16664 gini = 0.0 samples = 1 value = [0, 1] 16662->16664 16667 gini = 0.0 samples = 1 value = [1, 0] 16666->16667 16668 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 16666->16668 16669 log_spend <= 4.698 gini = 0.48 samples = 5 value = [2, 3] 16668->16669 16672 gini = 0.0 samples = 2 value = [0, 2] 16668->16672 16670 gini = 0.0 samples = 2 value = [2, 0] 16669->16670 16671 gini = 0.0 samples = 3 value = [0, 3] 16669->16671 16675 x14_10 <= 0.5 gini = 0.066 samples = 88 value = [85, 3] 16674->16675 16704 gini = 0.0 samples = 2 value = [2, 0] 16674->16704 16676 x14_7 <= 0.5 gini = 0.077 samples = 75 value = [72, 3] 16675->16676 16703 gini = 0.0 samples = 13 value = [13, 0] 16675->16703 16677 x13_0 <= 0.5 gini = 0.053 samples = 74 value = [72, 2] 16676->16677 16702 gini = 0.0 samples = 1 value = [0, 1] 16676->16702 16678 x17_boehringer <= 0.5 gini = 0.055 samples = 71 value = [69, 2] 16677->16678 16701 gini = 0.0 samples = 3 value = [3, 0] 16677->16701 16679 x7_VA <= 0.5 gini = 0.063 samples = 61 value = [59, 2] 16678->16679 16700 gini = 0.0 samples = 10 value = [10, 0] 16678->16700 16680 x7_WI <= 0.5 gini = 0.067 samples = 58 value = [56, 2] 16679->16680 16699 gini = 0.0 samples = 3 value = [3, 0] 16679->16699 16681 x7_NJ <= 0.5 gini = 0.068 samples = 57 value = [55, 2] 16680->16681 16698 gini = 0.0 samples = 1 value = [1, 0] 16680->16698 16682 x14_12 <= 0.5 gini = 0.077 samples = 50 value = [48, 2] 16681->16682 16697 gini = 0.0 samples = 7 value = [7, 0] 16681->16697 16683 x7_GA <= 0.5 gini = 0.083 samples = 46 value = [44, 2] 16682->16683 16696 gini = 0.0 samples = 4 value = [4, 0] 16682->16696 16684 x17_pfizer <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 16683->16684 16695 gini = 0.375 samples = 4 value = [3, 1] 16683->16695 16685 gini = 0.0 samples = 3 value = [3, 0] 16684->16685 16686 x9_0 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 16684->16686 16687 gini = 0.0 samples = 1 value = [1, 0] 16686->16687 16688 x14_11 <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 16686->16688 16689 x14_9 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 16688->16689 16694 gini = 0.0 samples = 4 value = [4, 0] 16688->16694 16690 x7_OH <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 16689->16690 16693 gini = 0.0 samples = 4 value = [4, 0] 16689->16693 16691 gini = 0.0 samples = 29 value = [29, 0] 16690->16691 16692 gini = 0.0 samples = 1 value = [0, 1] 16690->16692 16707 x14_7 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 16706->16707 16714 gini = 0.0 samples = 1 value = [0, 1] 16706->16714 16708 x14_6 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 16707->16708 16713 gini = 0.0 samples = 5 value = [0, 5] 16707->16713 16709 x16_immun <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 16708->16709 16712 gini = 0.0 samples = 3 value = [0, 3] 16708->16712 16710 gini = 0.0 samples = 1 value = [1, 0] 16709->16710 16711 gini = 0.0 samples = 21 value = [0, 21] 16709->16711 16716 x14_9 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 16715->16716 16721 gini = 0.444 samples = 3 value = [2, 1] 16715->16721 16717 x1_NY <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 16716->16717 16720 gini = 0.0 samples = 2 value = [0, 2] 16716->16720 16718 gini = 0.0 samples = 5 value = [5, 0] 16717->16718 16719 gini = 0.0 samples = 4 value = [0, 4] 16717->16719 16725 x12_100000000204 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 16724->16725 16730 gini = 0.0 samples = 4 value = [4, 0] 16724->16730 16726 x16_resp <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 16725->16726 16729 gini = 0.0 samples = 2 value = [2, 0] 16725->16729 16727 gini = 0.444 samples = 3 value = [1, 2] 16726->16727 16728 gini = 0.5 samples = 2 value = [1, 1] 16726->16728 16733 x1_MA <= 0.5 gini = 0.321 samples = 399 value = [319, 80] 16732->16733 16840 x15_Other <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 16732->16840 16734 x1_NJ <= 0.5 gini = 0.368 samples = 329 value = [249, 80] 16733->16734 16839 gini = 0.0 samples = 70 value = [70, 0] 16733->16839 16735 x17_boehringer <= 0.5 gini = 0.43 samples = 227 value = [156, 71] 16734->16735 16806 x9_24 <= 0.5 gini = 0.161 samples = 102 value = [93, 9] 16734->16806 16736 x15_gastroenterology <= 0.5 gini = 0.224 samples = 179 value = [156, 23] 16735->16736 16805 gini = 0.0 samples = 48 value = [0, 48] 16735->16805 16737 x11_30 <= 0.5 gini = 0.244 samples = 162 value = [139, 23] 16736->16737 16804 gini = 0.0 samples = 17 value = [17, 0] 16736->16804 16738 x0_United States <= 0.5 gini = 0.26 samples = 150 value = [127, 23] 16737->16738 16803 gini = 0.0 samples = 12 value = [12, 0] 16737->16803 16739 gini = 0.375 samples = 4 value = [1, 3] 16738->16739 16740 x1_WV <= 0.5 gini = 0.236 samples = 146 value = [126, 20] 16738->16740 16741 x16_cardio <= 0.5 gini = 0.243 samples = 141 value = [121, 20] 16740->16741 16802 gini = 0.0 samples = 5 value = [5, 0] 16740->16802 16742 x7_CO <= 0.5 gini = 0.201 samples = 106 value = [94, 12] 16741->16742 16797 x7_OK <= 0.5 gini = 0.353 samples = 35 value = [27, 8] 16741->16797 16743 x7_MO <= 0.5 gini = 0.208 samples = 102 value = [90, 12] 16742->16743 16796 gini = 0.0 samples = 4 value = [4, 0] 16742->16796 16744 x7_FL <= 0.5 gini = 0.199 samples = 98 value = [87, 11] 16743->16744 16795 gini = 0.375 samples = 4 value = [3, 1] 16743->16795 16745 x11_3 <= 0.5 gini = 0.167 samples = 87 value = [79, 8] 16744->16745 16786 x14_2 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 16744->16786 16746 x1_NY <= 0.5 gini = 0.182 samples = 79 value = [71, 8] 16745->16746 16785 gini = 0.0 samples = 8 value = [8, 0] 16745->16785 16747 x13_3 <= 0.5 gini = 0.234 samples = 59 value = [51, 8] 16746->16747 16784 gini = 0.0 samples = 20 value = [20, 0] 16746->16784 16748 x1_CA <= 0.5 gini = 0.214 samples = 41 value = [36, 5] 16747->16748 16777 x1_PA <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 16747->16777 16749 x1_PA <= 0.5 gini = 0.229 samples = 38 value = [33, 5] 16748->16749 16776 gini = 0.0 samples = 3 value = [3, 0] 16748->16776 16750 x14_12 <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 16749->16750 16767 x7_MI <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 16749->16767 16751 x14_6 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 16750->16751 16766 gini = 0.0 samples = 1 value = [0, 1] 16750->16766 16752 x14_2 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 16751->16752 16765 gini = 0.0 samples = 3 value = [3, 0] 16751->16765 16753 x14_8 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 16752->16753 16764 gini = 0.0 samples = 1 value = [1, 0] 16752->16764 16754 x14_3 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 16753->16754 16763 gini = 0.444 samples = 3 value = [2, 1] 16753->16763 16755 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 16754->16755 16762 gini = 0.0 samples = 1 value = [1, 0] 16754->16762 16756 x5_Biological <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 16755->16756 16761 gini = 0.0 samples = 2 value = [2, 0] 16755->16761 16757 gini = 0.0 samples = 2 value = [2, 0] 16756->16757 16758 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 16756->16758 16759 gini = 0.5 samples = 4 value = [2, 2] 16758->16759 16760 gini = 0.0 samples = 1 value = [1, 0] 16758->16760 16768 x13_6 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 16767->16768 16775 gini = 0.0 samples = 2 value = [2, 0] 16767->16775 16769 x13_2 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 16768->16769 16774 gini = 0.0 samples = 1 value = [1, 0] 16768->16774 16770 x15_Other <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 16769->16770 16773 gini = 0.0 samples = 6 value = [6, 0] 16769->16773 16771 gini = 0.0 samples = 10 value = [10, 0] 16770->16771 16772 gini = 0.0 samples = 1 value = [0, 1] 16770->16772 16778 x1_MO <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 16777->16778 16783 gini = 0.5 samples = 4 value = [2, 2] 16777->16783 16779 x1_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 16778->16779 16782 gini = 0.0 samples = 7 value = [7, 0] 16778->16782 16780 gini = 0.444 samples = 3 value = [2, 1] 16779->16780 16781 gini = 0.0 samples = 4 value = [4, 0] 16779->16781 16787 x5_Biological <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 16786->16787 16794 gini = 0.0 samples = 1 value = [1, 0] 16786->16794 16788 gini = 0.444 samples = 3 value = [2, 1] 16787->16788 16789 x14_7 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 16787->16789 16790 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 16789->16790 16793 gini = 0.0 samples = 1 value = [1, 0] 16789->16793 16791 gini = 0.0 samples = 4 value = [4, 0] 16790->16791 16792 gini = 0.0 samples = 2 value = [0, 2] 16790->16792 16798 x14_1 <= 0.5 gini = 0.36 samples = 34 value = [26, 8] 16797->16798 16801 gini = 0.0 samples = 1 value = [1, 0] 16797->16801 16799 gini = 0.0 samples = 26 value = [26, 0] 16798->16799 16800 gini = 0.0 samples = 8 value = [0, 8] 16798->16800 16807 x13_0 <= 0.5 gini = 0.121 samples = 77 value = [72, 5] 16806->16807 16828 x11_1 <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 16806->16828 16808 x14_7 <= 0.5 gini = 0.136 samples = 68 value = [63, 5] 16807->16808 16827 gini = 0.0 samples = 9 value = [9, 0] 16807->16827 16809 x7_SC <= 0.5 gini = 0.142 samples = 65 value = [60, 5] 16808->16809 16826 gini = 0.0 samples = 3 value = [3, 0] 16808->16826 16810 x14_9 <= 0.5 gini = 0.121 samples = 62 value = [58, 4] 16809->16810 16825 gini = 0.444 samples = 3 value = [2, 1] 16809->16825 16811 x10_0 <= 0.5 gini = 0.14 samples = 53 value = [49, 4] 16810->16811 16824 gini = 0.0 samples = 9 value = [9, 0] 16810->16824 16812 gini = 0.0 samples = 2 value = [0, 2] 16811->16812 16813 x14_3 <= 0.5 gini = 0.075 samples = 51 value = [49, 2] 16811->16813 16814 x13_2 <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 16813->16814 16823 gini = 0.0 samples = 11 value = [11, 0] 16813->16823 16815 x7_WI <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 16814->16815 16822 gini = 0.0 samples = 14 value = [14, 0] 16814->16822 16816 x11_1 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 16815->16816 16821 gini = 0.0 samples = 1 value = [1, 0] 16815->16821 16817 x7_NY <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 16816->16817 16820 gini = 0.5 samples = 2 value = [1, 1] 16816->16820 16818 gini = 0.0 samples = 21 value = [21, 0] 16817->16818 16819 gini = 0.5 samples = 2 value = [1, 1] 16817->16819 16829 x13_3 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 16828->16829 16838 gini = 0.375 samples = 4 value = [1, 3] 16828->16838 16830 x13_0 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 16829->16830 16837 gini = 0.0 samples = 3 value = [3, 0] 16829->16837 16831 x7_PA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 16830->16831 16836 gini = 0.0 samples = 2 value = [2, 0] 16830->16836 16832 x14_3 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 16831->16832 16835 gini = 0.0 samples = 3 value = [3, 0] 16831->16835 16833 gini = 0.0 samples = 12 value = [12, 0] 16832->16833 16834 gini = 0.0 samples = 1 value = [0, 1] 16832->16834 16841 x1_NA <= 0.5 gini = 0.142 samples = 26 value = [24, 2] 16840->16841 16854 gini = 0.0 samples = 9 value = [9, 0] 16840->16854 16842 x7_MA <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 16841->16842 16853 gini = 0.0 samples = 1 value = [0, 1] 16841->16853 16843 x13_3 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 16842->16843 16852 gini = 0.0 samples = 1 value = [1, 0] 16842->16852 16844 x1_PA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 16843->16844 16851 gini = 0.0 samples = 8 value = [8, 0] 16843->16851 16845 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 16844->16845 16850 gini = 0.0 samples = 2 value = [2, 0] 16844->16850 16846 x10_0 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 16845->16846 16849 gini = 0.0 samples = 6 value = [6, 0] 16845->16849 16847 gini = 0.0 samples = 1 value = [0, 1] 16846->16847 16848 gini = 0.0 samples = 7 value = [7, 0] 16846->16848 16856 x0_Great Britain (Uk) <= 0.5 gini = 0.447 samples = 518 value = [175, 343] 16855->16856 17045 gini = 0.0 samples = 3 value = [0, 3] 16855->17045 16857 x14_4 <= 0.5 gini = 0.452 samples = 506 value = [175, 331] 16856->16857 17044 gini = 0.0 samples = 12 value = [0, 12] 16856->17044 16858 x17_abbvie, <= 0.5 gini = 0.445 samples = 473 value = [158, 315] 16857->16858 17023 x15_immunology <= 0.5 gini = 0.5 samples = 33 value = [17, 16] 16857->17023 16859 x12_100000000286 <= 0.5 gini = 0.474 samples = 409 value = [158, 251] 16858->16859 17022 gini = 0.0 samples = 64 value = [0, 64] 16858->17022 16860 x14_12 <= 0.5 gini = 0.487 samples = 376 value = [158, 218] 16859->16860 17021 gini = 0.0 samples = 33 value = [0, 33] 16859->17021 16861 x17_janssen <= 0.5 gini = 0.5 samples = 310 value = [152, 158] 16860->16861 17008 x7_NV <= 0.5 gini = 0.165 samples = 66 value = [6, 60] 16860->17008 16862 x7_LA <= 0.5 gini = 0.498 samples = 283 value = [150, 133] 16861->16862 16995 x14_8 <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 16861->16995 16863 x12_0 <= 0.5 gini = 0.497 samples = 275 value = [148, 127] 16862->16863 16990 x11_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 16862->16990 16864 x11_1 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 16863->16864 16875 x7_NY <= 0.5 gini = 0.478 samples = 240 value = [145, 95] 16863->16875 16865 gini = 0.0 samples = 17 value = [0, 17] 16864->16865 16866 x15_respiratory <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 16864->16866 16867 x14_7 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 16866->16867 16874 gini = 0.0 samples = 9 value = [0, 9] 16866->16874 16868 x13_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 16867->16868 16873 gini = 0.0 samples = 1 value = [1, 0] 16867->16873 16869 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 16868->16869 16872 gini = 0.0 samples = 3 value = [0, 3] 16868->16872 16870 gini = 0.375 samples = 4 value = [1, 3] 16869->16870 16871 gini = 0.0 samples = 1 value = [1, 0] 16869->16871 16876 x11_30 <= 0.5 gini = 0.489 samples = 214 value = [123, 91] 16875->16876 16975 x14_7 <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 16875->16975 16877 x7_TX <= 0.5 gini = 0.463 samples = 192 value = [122, 70] 16876->16877 16970 x14_6 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 16876->16970 16878 x17_sanofi <= 0.5 gini = 0.448 samples = 174 value = [115, 59] 16877->16878 16957 x14_10 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 16877->16957 16879 x15_Other <= 0.5 gini = 0.452 samples = 171 value = [112, 59] 16878->16879 16956 gini = 0.0 samples = 3 value = [3, 0] 16878->16956 16880 x1_MD <= 0.5 gini = 0.401 samples = 148 value = [107, 41] 16879->16880 16943 x7_AL <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 16879->16943 16881 x7_FL <= 0.5 gini = 0.387 samples = 145 value = [107, 38] 16880->16881 16942 gini = 0.0 samples = 3 value = [0, 3] 16880->16942 16882 x5_Drug <= 0.5 gini = 0.402 samples = 133 value = [96, 37] 16881->16882 16939 x0_Switzerland <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 16881->16939 16883 x14_10 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 16882->16883 16902 x15_gastroenterology <= 0.5 gini = 0.314 samples = 113 value = [91, 22] 16882->16902 16884 x11_1 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 16883->16884 16901 gini = 0.0 samples = 1 value = [0, 1] 16883->16901 16885 x14_8 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 16884->16885 16900 gini = 0.0 samples = 1 value = [1, 0] 16884->16900 16886 x7_NC <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 16885->16886 16899 gini = 0.5 samples = 2 value = [1, 1] 16885->16899 16887 x9_24 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 16886->16887 16898 gini = 0.0 samples = 4 value = [0, 4] 16886->16898 16888 x13_1 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 16887->16888 16897 gini = 0.0 samples = 1 value = [0, 1] 16887->16897 16889 x7_UT <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 16888->16889 16896 gini = 0.0 samples = 2 value = [0, 2] 16888->16896 16890 x7_IL <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 16889->16890 16895 gini = 0.0 samples = 1 value = [1, 0] 16889->16895 16891 log_spend <= 3.9 gini = 0.245 samples = 7 value = [1, 6] 16890->16891 16894 gini = 0.0 samples = 1 value = [1, 0] 16890->16894 16892 gini = 0.0 samples = 6 value = [0, 6] 16891->16892 16893 gini = 0.0 samples = 1 value = [1, 0] 16891->16893 16903 x7_VA <= 0.5 gini = 0.278 samples = 102 value = [85, 17] 16902->16903 16932 x13_4 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 16902->16932 16904 x7_PA <= 0.5 gini = 0.257 samples = 99 value = [84, 15] 16903->16904 16931 gini = 0.444 samples = 3 value = [1, 2] 16903->16931 16905 x1_NJ <= 0.5 gini = 0.268 samples = 94 value = [79, 15] 16904->16905 16930 gini = 0.0 samples = 5 value = [5, 0] 16904->16930 16906 x16_resp <= 0.5 gini = 0.493 samples = 34 value = [19, 15] 16905->16906 16929 gini = 0.0 samples = 60 value = [60, 0] 16905->16929 16907 x11_1 <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 16906->16907 16928 gini = 0.0 samples = 7 value = [0, 7] 16906->16928 16908 x7_AZ <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 16907->16908 16921 x7_IL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 16907->16921 16909 x1_AL <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 16908->16909 16920 gini = 0.0 samples = 1 value = [1, 0] 16908->16920 16910 x1_MA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 16909->16910 16919 gini = 0.0 samples = 6 value = [6, 0] 16909->16919 16911 x7_OR <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 16910->16911 16918 gini = 0.0 samples = 1 value = [0, 1] 16910->16918 16912 x14_7 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 16911->16912 16917 gini = 0.0 samples = 1 value = [1, 0] 16911->16917 16913 x11_10 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 16912->16913 16916 gini = 0.0 samples = 1 value = [1, 0] 16912->16916 16914 gini = 0.0 samples = 2 value = [0, 2] 16913->16914 16915 gini = 0.0 samples = 5 value = [5, 0] 16913->16915 16922 x13_3 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 16921->16922 16927 gini = 0.5 samples = 2 value = [1, 1] 16921->16927 16923 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 16922->16923 16926 gini = 0.444 samples = 3 value = [2, 1] 16922->16926 16924 gini = 0.375 samples = 4 value = [1, 3] 16923->16924 16925 gini = 0.0 samples = 1 value = [1, 0] 16923->16925 16933 log_spend <= 4.313 gini = 0.48 samples = 10 value = [6, 4] 16932->16933 16938 gini = 0.0 samples = 1 value = [0, 1] 16932->16938 16934 gini = 0.0 samples = 5 value = [5, 0] 16933->16934 16935 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16933->16935 16936 gini = 0.375 samples = 4 value = [1, 3] 16935->16936 16937 gini = 0.0 samples = 1 value = [0, 1] 16935->16937 16940 gini = 0.0 samples = 11 value = [11, 0] 16939->16940 16941 gini = 0.0 samples = 1 value = [0, 1] 16939->16941 16944 x7_NH <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 16943->16944 16955 gini = 0.0 samples = 1 value = [1, 0] 16943->16955 16945 x7_AZ <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 16944->16945 16954 gini = 0.0 samples = 1 value = [1, 0] 16944->16954 16946 x14_9 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 16945->16946 16953 gini = 0.0 samples = 1 value = [1, 0] 16945->16953 16947 x16_resp <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 16946->16947 16952 gini = 0.0 samples = 1 value = [0, 1] 16946->16952 16948 x9_24 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 16947->16948 16951 gini = 0.0 samples = 1 value = [1, 0] 16947->16951 16949 gini = 0.375 samples = 4 value = [1, 3] 16948->16949 16950 gini = 0.0 samples = 14 value = [0, 14] 16948->16950 16958 x11_1 <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 16957->16958 16969 gini = 0.0 samples = 1 value = [1, 0] 16957->16969 16959 log_spend <= 3.792 gini = 0.391 samples = 15 value = [4, 11] 16958->16959 16968 gini = 0.0 samples = 2 value = [2, 0] 16958->16968 16960 gini = 0.0 samples = 2 value = [2, 0] 16959->16960 16961 x16_cardio <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 16959->16961 16962 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 16961->16962 16967 gini = 0.0 samples = 1 value = [1, 0] 16961->16967 16963 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 16962->16963 16966 gini = 0.0 samples = 6 value = [0, 6] 16962->16966 16964 gini = 0.5 samples = 2 value = [1, 1] 16963->16964 16965 gini = 0.0 samples = 4 value = [0, 4] 16963->16965 16971 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 16970->16971 16974 gini = 0.0 samples = 4 value = [0, 4] 16970->16974 16972 gini = 0.0 samples = 17 value = [0, 17] 16971->16972 16973 gini = 0.0 samples = 1 value = [1, 0] 16971->16973 16976 x14_9 <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 16975->16976 16989 gini = 0.0 samples = 2 value = [2, 0] 16975->16989 16977 x11_0 <= 0.5 gini = 0.287 samples = 23 value = [19, 4] 16976->16977 16988 gini = 0.0 samples = 1 value = [1, 0] 16976->16988 16978 x11_30 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 16977->16978 16985 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 16977->16985 16979 x16_cardio <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 16978->16979 16984 gini = 0.0 samples = 1 value = [1, 0] 16978->16984 16980 x1_NY <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 16979->16980 16983 gini = 0.0 samples = 1 value = [1, 0] 16979->16983 16981 gini = 0.0 samples = 4 value = [4, 0] 16980->16981 16982 gini = 0.0 samples = 3 value = [0, 3] 16980->16982 16986 gini = 0.0 samples = 10 value = [10, 0] 16985->16986 16987 gini = 0.375 samples = 4 value = [3, 1] 16985->16987 16991 x12_100000000278 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 16990->16991 16994 gini = 0.0 samples = 1 value = [1, 0] 16990->16994 16992 gini = 0.375 samples = 4 value = [1, 3] 16991->16992 16993 gini = 0.0 samples = 3 value = [0, 3] 16991->16993 16996 x13_2 <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 16995->16996 17007 gini = 0.0 samples = 3 value = [0, 3] 16995->17007 16997 x7_GA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 16996->16997 17004 x7_CT <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16996->17004 16998 x16_cardio <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 16997->16998 17003 gini = 0.0 samples = 1 value = [0, 1] 16997->17003 16999 x7_OR <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 16998->16999 17002 gini = 0.0 samples = 13 value = [0, 13] 16998->17002 17000 gini = 0.375 samples = 4 value = [1, 3] 16999->17000 17001 gini = 0.0 samples = 1 value = [0, 1] 16999->17001 17005 gini = 0.0 samples = 4 value = [0, 4] 17004->17005 17006 gini = 0.0 samples = 1 value = [1, 0] 17004->17006 17009 x7_WV <= 0.5 gini = 0.142 samples = 65 value = [5, 60] 17008->17009 17020 gini = 0.0 samples = 1 value = [1, 0] 17008->17020 17010 x17_janssen <= 0.5 gini = 0.144 samples = 64 value = [5, 59] 17009->17010 17019 gini = 0.0 samples = 1 value = [0, 1] 17009->17019 17011 x11_10 <= 0.5 gini = 0.153 samples = 60 value = [5, 55] 17010->17011 17018 gini = 0.0 samples = 4 value = [0, 4] 17010->17018 17012 x15_cardiovascular <= 0.5 gini = 0.098 samples = 58 value = [3, 55] 17011->17012 17017 gini = 0.0 samples = 2 value = [2, 0] 17011->17017 17013 x16_cardio <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 17012->17013 17016 gini = 0.0 samples = 2 value = [2, 0] 17012->17016 17014 gini = 0.0 samples = 53 value = [0, 53] 17013->17014 17015 gini = 0.444 samples = 3 value = [1, 2] 17013->17015 17024 x16_immun <= 0.5 gini = 0.483 samples = 27 value = [16, 11] 17023->17024 17039 x7_MN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17023->17039 17025 log_spend <= 4.268 gini = 0.444 samples = 24 value = [16, 8] 17024->17025 17038 gini = 0.0 samples = 3 value = [0, 3] 17024->17038 17026 x1_CA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 17025->17026 17031 log_spend <= 4.826 gini = 0.36 samples = 17 value = [13, 4] 17025->17031 17027 x1_NJ <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17026->17027 17030 gini = 0.0 samples = 1 value = [0, 1] 17026->17030 17028 gini = 0.375 samples = 4 value = [1, 3] 17027->17028 17029 gini = 0.0 samples = 2 value = [2, 0] 17027->17029 17032 x11_1 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 17031->17032 17037 gini = 0.0 samples = 1 value = [0, 1] 17031->17037 17033 gini = 0.0 samples = 11 value = [11, 0] 17032->17033 17034 x16_gastro <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17032->17034 17035 gini = 0.444 samples = 3 value = [2, 1] 17034->17035 17036 gini = 0.0 samples = 2 value = [0, 2] 17034->17036 17040 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17039->17040 17043 gini = 0.0 samples = 1 value = [0, 1] 17039->17043 17041 gini = 0.444 samples = 3 value = [1, 2] 17040->17041 17042 gini = 0.0 samples = 2 value = [0, 2] 17040->17042 17047 x7_KY <= 0.5 gini = 0.444 samples = 3084 value = [2058, 1026] 17046->17047 18562 x1_IL <= 0.5 gini = 0.496 samples = 55 value = [25, 30] 17046->18562 17048 x12_0 <= 0.5 gini = 0.445 samples = 3047 value = [2027, 1020] 17047->17048 18541 x13_0 <= 0.5 gini = 0.272 samples = 37 value = [31, 6] 17047->18541 17049 x7_MA <= 0.5 gini = 0.488 samples = 1121 value = [647, 474] 17048->17049 17622 x1_TN <= 0.5 gini = 0.406 samples = 1926 value = [1380, 546] 17048->17622 17050 x12_100000000144 <= 0.5 gini = 0.486 samples = 1079 value = [631, 448] 17049->17050 17595 x14_1 <= 0.5 gini = 0.472 samples = 42 value = [16, 26] 17049->17595 17051 x7_NC <= 0.5 gini = 0.489 samples = 1056 value = [608, 448] 17050->17051 17594 gini = 0.0 samples = 23 value = [23, 0] 17050->17594 17052 x1_CA <= 0.5 gini = 0.481 samples = 991 value = [593, 398] 17051->17052 17567 x13_4 <= 0.5 gini = 0.355 samples = 65 value = [15, 50] 17051->17567 17053 x14_3 <= 0.5 gini = 0.493 samples = 795 value = [446, 349] 17052->17053 17468 x13_0 <= 0.5 gini = 0.375 samples = 196 value = [147, 49] 17052->17468 17054 x7_TX <= 0.5 gini = 0.495 samples = 722 value = [397, 325] 17053->17054 17435 x12_100000000278 <= 0.5 gini = 0.441 samples = 73 value = [49, 24] 17053->17435 17055 x5_Drug <= 0.5 gini = 0.494 samples = 647 value = [359, 288] 17054->17055 17392 x17_other <= 0.5 gini = 0.5 samples = 75 value = [38, 37] 17054->17392 17056 x7_NV <= 0.5 gini = 0.438 samples = 105 value = [34, 71] 17055->17056 17115 x14_12 <= 0.5 gini = 0.48 samples = 542 value = [325, 217] 17055->17115 17057 x7_NM <= 0.5 gini = 0.433 samples = 104 value = [33, 71] 17056->17057 17114 gini = 0.0 samples = 1 value = [1, 0] 17056->17114 17058 x14_7 <= 0.5 gini = 0.428 samples = 103 value = [32, 71] 17057->17058 17113 gini = 0.0 samples = 1 value = [1, 0] 17057->17113 17059 x14_6 <= 0.5 gini = 0.423 samples = 102 value = [31, 71] 17058->17059 17112 gini = 0.0 samples = 1 value = [1, 0] 17058->17112 17060 x7_OK <= 0.5 gini = 0.419 samples = 97 value = [29, 68] 17059->17060 17109 x17_pfizer <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17059->17109 17061 x7_LA <= 0.5 gini = 0.407 samples = 95 value = [27, 68] 17060->17061 17108 gini = 0.0 samples = 2 value = [2, 0] 17060->17108 17062 x4_In-kind items and services <= 0.5 gini = 0.401 samples = 90 value = [25, 65] 17061->17062 17105 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17061->17105 17063 x7_CT <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 17062->17063 17078 x7_NJ <= 0.5 gini = 0.5 samples = 47 value = [23, 24] 17062->17078 17064 x7_DC <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 17063->17064 17077 gini = 0.0 samples = 4 value = [0, 4] 17063->17077 17065 x7_OR <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 17064->17065 17076 gini = 0.0 samples = 1 value = [0, 1] 17064->17076 17066 x14_1 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 17065->17066 17075 gini = 0.0 samples = 2 value = [0, 2] 17065->17075 17067 x7_MI <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 17066->17067 17074 gini = 0.0 samples = 7 value = [0, 7] 17066->17074 17068 x15_Other <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 17067->17068 17073 gini = 0.0 samples = 1 value = [1, 0] 17067->17073 17069 x14_12 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 17068->17069 17072 gini = 0.0 samples = 1 value = [0, 1] 17068->17072 17070 gini = 0.0 samples = 26 value = [0, 26] 17069->17070 17071 gini = 0.0 samples = 1 value = [1, 0] 17069->17071 17079 x15_Other <= 0.5 gini = 0.493 samples = 43 value = [19, 24] 17078->17079 17104 gini = 0.0 samples = 4 value = [4, 0] 17078->17104 17080 gini = 0.0 samples = 6 value = [6, 0] 17079->17080 17081 x14_12 <= 0.5 gini = 0.456 samples = 37 value = [13, 24] 17079->17081 17082 x13_3 <= 0.5 gini = 0.49 samples = 28 value = [12, 16] 17081->17082 17099 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 17081->17099 17083 x12_100000005449 <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 17082->17083 17096 x1_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17082->17096 17084 x9_6 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 17083->17084 17095 gini = 0.0 samples = 5 value = [5, 0] 17083->17095 17085 gini = 0.0 samples = 1 value = [0, 1] 17084->17085 17086 x7_AL <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 17084->17086 17087 x14_10 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 17086->17087 17094 gini = 0.0 samples = 1 value = [0, 1] 17086->17094 17088 log_spend <= 4.162 gini = 0.444 samples = 9 value = [3, 6] 17087->17088 17093 gini = 0.0 samples = 7 value = [0, 7] 17087->17093 17089 gini = 0.0 samples = 4 value = [0, 4] 17088->17089 17090 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 17088->17090 17091 gini = 0.5 samples = 2 value = [1, 1] 17090->17091 17092 gini = 0.444 samples = 3 value = [2, 1] 17090->17092 17097 gini = 0.375 samples = 4 value = [3, 1] 17096->17097 17098 gini = 0.0 samples = 1 value = [1, 0] 17096->17098 17100 x7_PR <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 17099->17100 17103 gini = 0.0 samples = 1 value = [0, 1] 17099->17103 17101 gini = 0.0 samples = 7 value = [0, 7] 17100->17101 17102 gini = 0.0 samples = 1 value = [1, 0] 17100->17102 17106 gini = 0.5 samples = 4 value = [2, 2] 17105->17106 17107 gini = 0.0 samples = 1 value = [0, 1] 17105->17107 17110 gini = 0.0 samples = 1 value = [0, 1] 17109->17110 17111 gini = 0.5 samples = 4 value = [2, 2] 17109->17111 17116 x14_1 <= 0.5 gini = 0.474 samples = 495 value = [304, 191] 17115->17116 17351 x10_0 <= 0.5 gini = 0.494 samples = 47 value = [21, 26] 17115->17351 17117 x13_4 <= 0.5 gini = 0.464 samples = 456 value = [289, 167] 17116->17117 17330 x17_sanofi <= 0.5 gini = 0.473 samples = 39 value = [15, 24] 17116->17330 17118 x11_15 <= 0.5 gini = 0.434 samples = 392 value = [267, 125] 17117->17118 17275 x11_10 <= 0.5 gini = 0.451 samples = 64 value = [22, 42] 17117->17275 17119 x7_WV <= 0.5 gini = 0.439 samples = 384 value = [259, 125] 17118->17119 17274 gini = 0.0 samples = 8 value = [8, 0] 17118->17274 17120 x7_MT <= 0.5 gini = 0.44 samples = 382 value = [257, 125] 17119->17120 17273 gini = 0.0 samples = 2 value = [2, 0] 17119->17273 17121 x12_100000000136 <= 0.5 gini = 0.441 samples = 381 value = [256, 125] 17120->17121 17272 gini = 0.0 samples = 1 value = [1, 0] 17120->17272 17122 x14_11 <= 0.5 gini = 0.444 samples = 372 value = [248, 124] 17121->17122 17267 x7_IN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 17121->17267 17123 x4_Cash or cash equivalent <= 0.5 gini = 0.436 samples = 311 value = [211, 100] 17122->17123 17238 x13_0 <= 0.5 gini = 0.477 samples = 61 value = [37, 24] 17122->17238 17124 x9_6 <= 0.5 gini = 0.38 samples = 263 value = [196, 67] 17123->17124 17209 x10_6 <= 0.5 gini = 0.43 samples = 48 value = [15, 33] 17123->17209 17125 x1_NJ <= 0.5 gini = 0.412 samples = 227 value = [161, 66] 17124->17125 17196 x15_Other <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 17124->17196 17126 x17_pfizer <= 0.5 gini = 0.499 samples = 77 value = [37, 40] 17125->17126 17141 x7_DC <= 0.5 gini = 0.287 samples = 150 value = [124, 26] 17125->17141 17127 gini = 0.0 samples = 21 value = [21, 0] 17126->17127 17128 log_spend <= 3.812 gini = 0.408 samples = 56 value = [16, 40] 17126->17128 17129 gini = 0.0 samples = 39 value = [0, 39] 17128->17129 17130 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 17128->17130 17131 x7_IA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 17130->17131 17140 gini = 0.0 samples = 1 value = [1, 0] 17130->17140 17132 x14_5 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 17131->17132 17139 gini = 0.0 samples = 2 value = [2, 0] 17131->17139 17133 x11_2 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 17132->17133 17138 gini = 0.0 samples = 5 value = [5, 0] 17132->17138 17134 log_spend <= 4.02 gini = 0.219 samples = 8 value = [7, 1] 17133->17134 17137 gini = 0.0 samples = 1 value = [1, 0] 17133->17137 17135 gini = 0.444 samples = 3 value = [2, 1] 17134->17135 17136 gini = 0.0 samples = 5 value = [5, 0] 17134->17136 17142 x15_Other <= 0.5 gini = 0.272 samples = 148 value = [124, 24] 17141->17142 17195 gini = 0.0 samples = 2 value = [0, 2] 17141->17195 17143 gini = 0.0 samples = 59 value = [59, 0] 17142->17143 17144 x14_4 <= 0.5 gini = 0.394 samples = 89 value = [65, 24] 17142->17144 17145 x7_AR <= 0.5 gini = 0.402 samples = 86 value = [62, 24] 17144->17145 17194 gini = 0.0 samples = 3 value = [3, 0] 17144->17194 17146 x14_7 <= 0.5 gini = 0.395 samples = 85 value = [62, 23] 17145->17146 17193 gini = 0.0 samples = 1 value = [0, 1] 17145->17193 17147 x7_CT <= 0.5 gini = 0.411 samples = 76 value = [54, 22] 17146->17147 17190 x17_merck <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 17146->17190 17148 x7_IL <= 0.5 gini = 0.415 samples = 75 value = [53, 22] 17147->17148 17189 gini = 0.0 samples = 1 value = [1, 0] 17147->17189 17149 x7_NH <= 0.5 gini = 0.396 samples = 70 value = [51, 19] 17148->17149 17186 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17148->17186 17150 x7_RI <= 0.5 gini = 0.399 samples = 69 value = [50, 19] 17149->17150 17185 gini = 0.0 samples = 1 value = [1, 0] 17149->17185 17151 x7_MO <= 0.5 gini = 0.389 samples = 68 value = [50, 18] 17150->17151 17184 gini = 0.0 samples = 1 value = [0, 1] 17150->17184 17152 x7_NY <= 0.5 gini = 0.382 samples = 66 value = [49, 17] 17151->17152 17183 gini = 0.5 samples = 2 value = [1, 1] 17151->17183 17153 x17_other <= 0.5 gini = 0.395 samples = 59 value = [43, 16] 17152->17153 17176 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 17152->17176 17154 x7_NE <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 17153->17154 17175 gini = 0.0 samples = 33 value = [33, 0] 17153->17175 17155 x7_MI <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 17154->17155 17174 gini = 0.0 samples = 1 value = [0, 1] 17154->17174 17156 x14_9 <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 17155->17156 17173 gini = 0.0 samples = 1 value = [0, 1] 17155->17173 17157 x11_0 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 17156->17157 17172 gini = 0.444 samples = 3 value = [2, 1] 17156->17172 17158 x7_NV <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 17157->17158 17171 gini = 0.0 samples = 9 value = [0, 9] 17157->17171 17159 x7_PR <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 17158->17159 17170 gini = 0.0 samples = 2 value = [2, 0] 17158->17170 17160 x14_5 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 17159->17160 17169 gini = 0.0 samples = 1 value = [1, 0] 17159->17169 17161 log_spend <= 3.822 gini = 0.49 samples = 7 value = [3, 4] 17160->17161 17168 gini = 0.0 samples = 2 value = [2, 0] 17160->17168 17162 gini = 0.0 samples = 1 value = [1, 0] 17161->17162 17163 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 17161->17163 17164 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17163->17164 17167 gini = 0.0 samples = 1 value = [0, 1] 17163->17167 17165 gini = 0.5 samples = 4 value = [2, 2] 17164->17165 17166 gini = 0.0 samples = 1 value = [0, 1] 17164->17166 17177 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17176->17177 17182 gini = 0.0 samples = 1 value = [1, 0] 17176->17182 17178 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17177->17178 17181 gini = 0.0 samples = 1 value = [1, 0] 17177->17181 17179 gini = 0.0 samples = 2 value = [2, 0] 17178->17179 17180 gini = 0.444 samples = 3 value = [2, 1] 17178->17180 17187 gini = 0.444 samples = 3 value = [2, 1] 17186->17187 17188 gini = 0.0 samples = 2 value = [0, 2] 17186->17188 17191 gini = 0.0 samples = 7 value = [7, 0] 17190->17191 17192 gini = 0.5 samples = 2 value = [1, 1] 17190->17192 17197 gini = 0.0 samples = 20 value = [20, 0] 17196->17197 17198 x13_1 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 17196->17198 17199 x7_IL <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 17198->17199 17208 gini = 0.0 samples = 4 value = [4, 0] 17198->17208 17200 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 17199->17200 17207 gini = 0.0 samples = 1 value = [1, 0] 17199->17207 17201 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 17200->17201 17206 gini = 0.0 samples = 4 value = [4, 0] 17200->17206 17202 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17201->17202 17205 gini = 0.0 samples = 1 value = [1, 0] 17201->17205 17203 gini = 0.5 samples = 2 value = [1, 1] 17202->17203 17204 gini = 0.0 samples = 4 value = [4, 0] 17202->17204 17210 x7_VA <= 0.5 gini = 0.298 samples = 33 value = [6, 27] 17209->17210 17227 x7_NY <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 17209->17227 17211 x12_100000000204 <= 0.5 gini = 0.305 samples = 32 value = [6, 26] 17210->17211 17226 gini = 0.0 samples = 1 value = [0, 1] 17210->17226 17212 x7_OR <= 0.5 gini = 0.312 samples = 31 value = [6, 25] 17211->17212 17225 gini = 0.0 samples = 1 value = [0, 1] 17211->17225 17213 x7_MI <= 0.5 gini = 0.337 samples = 28 value = [6, 22] 17212->17213 17224 gini = 0.0 samples = 3 value = [0, 3] 17212->17224 17214 x9_0 <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 17213->17214 17223 gini = 0.0 samples = 1 value = [1, 0] 17213->17223 17215 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17214->17215 17218 x11_30 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 17214->17218 17216 gini = 0.0 samples = 4 value = [4, 0] 17215->17216 17217 gini = 0.0 samples = 1 value = [0, 1] 17215->17217 17219 gini = 0.0 samples = 17 value = [0, 17] 17218->17219 17220 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17218->17220 17221 gini = 0.0 samples = 4 value = [0, 4] 17220->17221 17222 gini = 0.0 samples = 1 value = [1, 0] 17220->17222 17228 x7_IL <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 17227->17228 17237 gini = 0.0 samples = 2 value = [2, 0] 17227->17237 17229 x13_3 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 17228->17229 17236 gini = 0.0 samples = 2 value = [2, 0] 17228->17236 17230 x13_0 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17229->17230 17235 gini = 0.375 samples = 4 value = [3, 1] 17229->17235 17231 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17230->17231 17234 gini = 0.0 samples = 2 value = [0, 2] 17230->17234 17232 gini = 0.375 samples = 4 value = [1, 3] 17231->17232 17233 gini = 0.0 samples = 1 value = [1, 0] 17231->17233 17239 x7_PA <= 0.5 gini = 0.481 samples = 57 value = [34, 23] 17238->17239 17266 gini = 0.375 samples = 4 value = [3, 1] 17238->17266 17240 x7_MD <= 0.5 gini = 0.48 samples = 55 value = [33, 22] 17239->17240 17265 gini = 0.5 samples = 2 value = [1, 1] 17239->17265 17241 x12_100000000053 <= 0.5 gini = 0.475 samples = 54 value = [33, 21] 17240->17241 17264 gini = 0.0 samples = 1 value = [0, 1] 17240->17264 17242 x15_Other <= 0.5 gini = 0.349 samples = 40 value = [31, 9] 17241->17242 17255 x15_neuroscience <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 17241->17255 17243 x7_OK <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 17242->17243 17248 x17_other <= 0.5 gini = 0.403 samples = 25 value = [18, 7] 17242->17248 17244 x12_100000000278 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 17243->17244 17247 gini = 0.0 samples = 1 value = [0, 1] 17243->17247 17245 gini = 0.0 samples = 1 value = [0, 1] 17244->17245 17246 gini = 0.0 samples = 13 value = [13, 0] 17244->17246 17249 x12_100000000204 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 17248->17249 17254 gini = 0.0 samples = 11 value = [11, 0] 17248->17254 17250 log_spend <= 3.839 gini = 0.463 samples = 11 value = [4, 7] 17249->17250 17253 gini = 0.0 samples = 3 value = [3, 0] 17249->17253 17251 gini = 0.0 samples = 7 value = [0, 7] 17250->17251 17252 gini = 0.0 samples = 4 value = [4, 0] 17250->17252 17256 x11_10 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 17255->17256 17263 gini = 0.0 samples = 1 value = [0, 1] 17255->17263 17257 x7_IL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 17256->17257 17262 gini = 0.0 samples = 1 value = [1, 0] 17256->17262 17258 x13_2 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 17257->17258 17261 gini = 0.0 samples = 3 value = [0, 3] 17257->17261 17259 gini = 0.0 samples = 8 value = [0, 8] 17258->17259 17260 gini = 0.0 samples = 1 value = [1, 0] 17258->17260 17268 log_spend <= 4.612 gini = 0.219 samples = 8 value = [7, 1] 17267->17268 17271 gini = 0.0 samples = 1 value = [1, 0] 17267->17271 17269 gini = 0.0 samples = 4 value = [4, 0] 17268->17269 17270 gini = 0.375 samples = 4 value = [3, 1] 17268->17270 17276 x15_neuroscience <= 0.5 gini = 0.437 samples = 62 value = [20, 42] 17275->17276 17329 gini = 0.0 samples = 2 value = [2, 0] 17275->17329 17277 x15_ophthalmology <= 0.5 gini = 0.417 samples = 54 value = [16, 38] 17276->17277 17322 x9_0 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 17276->17322 17278 x12_100000000136 <= 0.5 gini = 0.406 samples = 53 value = [15, 38] 17277->17278 17321 gini = 0.0 samples = 1 value = [1, 0] 17277->17321 17279 x7_WV <= 0.5 gini = 0.365 samples = 50 value = [12, 38] 17278->17279 17320 gini = 0.0 samples = 3 value = [3, 0] 17278->17320 17280 x11_2 <= 0.5 gini = 0.348 samples = 49 value = [11, 38] 17279->17280 17319 gini = 0.0 samples = 1 value = [1, 0] 17279->17319 17281 x7_OR <= 0.5 gini = 0.357 samples = 43 value = [10, 33] 17280->17281 17316 x7_MS <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17280->17316 17282 x7_NY <= 0.5 gini = 0.363 samples = 42 value = [10, 32] 17281->17282 17315 gini = 0.0 samples = 1 value = [0, 1] 17281->17315 17283 x17_abbvie, <= 0.5 gini = 0.343 samples = 41 value = [9, 32] 17282->17283 17314 gini = 0.0 samples = 1 value = [1, 0] 17282->17314 17284 x17_merck <= 0.5 gini = 0.332 samples = 38 value = [8, 30] 17283->17284 17313 gini = 0.444 samples = 3 value = [1, 2] 17283->17313 17285 x14_10 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 17284->17285 17292 x11_0 <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 17284->17292 17286 x7_IL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 17285->17286 17291 gini = 0.0 samples = 1 value = [1, 0] 17285->17291 17287 x17_pfizer <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 17286->17287 17290 gini = 0.0 samples = 1 value = [1, 0] 17286->17290 17288 gini = 0.0 samples = 4 value = [4, 0] 17287->17288 17289 gini = 0.0 samples = 5 value = [0, 5] 17287->17289 17293 x7_CO <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 17292->17293 17312 gini = 0.0 samples = 6 value = [0, 6] 17292->17312 17294 x7_VA <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 17293->17294 17311 gini = 0.0 samples = 1 value = [0, 1] 17293->17311 17295 x7_SC <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 17294->17295 17310 gini = 0.0 samples = 2 value = [0, 2] 17294->17310 17296 x7_IL <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 17295->17296 17309 gini = 0.0 samples = 2 value = [0, 2] 17295->17309 17297 x7_GA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 17296->17297 17308 gini = 0.0 samples = 1 value = [0, 1] 17296->17308 17298 x7_AR <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 17297->17298 17307 gini = 0.0 samples = 1 value = [1, 0] 17297->17307 17299 x14_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 17298->17299 17306 gini = 0.0 samples = 1 value = [0, 1] 17298->17306 17300 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 17299->17300 17305 gini = 0.0 samples = 5 value = [0, 5] 17299->17305 17301 x7_AL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17300->17301 17304 gini = 0.0 samples = 3 value = [0, 3] 17300->17304 17302 gini = 0.375 samples = 4 value = [1, 3] 17301->17302 17303 gini = 0.0 samples = 1 value = [0, 1] 17301->17303 17317 gini = 0.0 samples = 5 value = [0, 5] 17316->17317 17318 gini = 0.0 samples = 1 value = [1, 0] 17316->17318 17323 gini = 0.5 samples = 2 value = [1, 1] 17322->17323 17324 x11_1 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17322->17324 17325 x11_60 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17324->17325 17328 gini = 0.0 samples = 1 value = [1, 0] 17324->17328 17326 gini = 0.0 samples = 2 value = [2, 0] 17325->17326 17327 gini = 0.0 samples = 3 value = [0, 3] 17325->17327 17331 x11_0 <= 0.5 gini = 0.478 samples = 38 value = [15, 23] 17330->17331 17350 gini = 0.0 samples = 1 value = [0, 1] 17330->17350 17332 x9_6 <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 17331->17332 17345 x13_4 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 17331->17345 17333 x13_0 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 17332->17333 17344 gini = 0.0 samples = 7 value = [7, 0] 17332->17344 17334 x7_FL <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 17333->17334 17343 gini = 0.0 samples = 1 value = [1, 0] 17333->17343 17335 x11_10 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 17334->17335 17342 gini = 0.0 samples = 2 value = [2, 0] 17334->17342 17336 x12_100000000286 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 17335->17336 17341 gini = 0.0 samples = 1 value = [1, 0] 17335->17341 17337 x12_100000000278 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 17336->17337 17340 gini = 0.0 samples = 7 value = [0, 7] 17336->17340 17338 gini = 0.375 samples = 4 value = [1, 3] 17337->17338 17339 gini = 0.444 samples = 3 value = [2, 1] 17337->17339 17346 log_spend <= 3.959 gini = 0.153 samples = 12 value = [1, 11] 17345->17346 17349 gini = 0.0 samples = 1 value = [0, 1] 17345->17349 17347 gini = 0.0 samples = 8 value = [0, 8] 17346->17347 17348 gini = 0.375 samples = 4 value = [1, 3] 17346->17348 17352 gini = 0.0 samples = 1 value = [1, 0] 17351->17352 17353 x17_eisai <= 0.5 gini = 0.491 samples = 46 value = [20, 26] 17351->17353 17354 x12_100000000053 <= 0.5 gini = 0.488 samples = 45 value = [19, 26] 17353->17354 17391 gini = 0.0 samples = 1 value = [1, 0] 17353->17391 17355 x13_6 <= 0.5 gini = 0.498 samples = 30 value = [16, 14] 17354->17355 17380 x11_0 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 17354->17380 17356 x7_SC <= 0.5 gini = 0.49 samples = 28 value = [16, 12] 17355->17356 17379 gini = 0.0 samples = 2 value = [0, 2] 17355->17379 17357 x12_100000005449 <= 0.5 gini = 0.494 samples = 27 value = [15, 12] 17356->17357 17378 gini = 0.0 samples = 1 value = [1, 0] 17356->17378 17358 x7_OK <= 0.5 gini = 0.497 samples = 26 value = [14, 12] 17357->17358 17377 gini = 0.0 samples = 1 value = [1, 0] 17357->17377 17359 x11_60 <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 17358->17359 17376 gini = 0.0 samples = 1 value = [0, 1] 17358->17376 17360 x11_30 <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 17359->17360 17375 gini = 0.0 samples = 5 value = [0, 5] 17359->17375 17361 x11_2 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 17360->17361 17368 log_spend <= 4.102 gini = 0.408 samples = 7 value = [5, 2] 17360->17368 17362 x7_MI <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 17361->17362 17367 gini = 0.0 samples = 1 value = [1, 0] 17361->17367 17363 log_spend <= 3.859 gini = 0.42 samples = 10 value = [7, 3] 17362->17363 17366 gini = 0.5 samples = 2 value = [1, 1] 17362->17366 17364 gini = 0.0 samples = 3 value = [0, 3] 17363->17364 17365 gini = 0.0 samples = 7 value = [7, 0] 17363->17365 17369 gini = 0.0 samples = 1 value = [0, 1] 17368->17369 17370 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17368->17370 17371 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17370->17371 17374 gini = 0.0 samples = 1 value = [1, 0] 17370->17374 17372 gini = 0.0 samples = 4 value = [4, 0] 17371->17372 17373 gini = 0.0 samples = 1 value = [0, 1] 17371->17373 17381 x13_3 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 17380->17381 17390 gini = 0.0 samples = 2 value = [0, 2] 17380->17390 17382 x13_1 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 17381->17382 17389 gini = 0.5 samples = 2 value = [1, 1] 17381->17389 17383 x9_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 17382->17383 17388 gini = 0.5 samples = 2 value = [1, 1] 17382->17388 17384 gini = 0.0 samples = 3 value = [0, 3] 17383->17384 17385 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17383->17385 17386 gini = 0.0 samples = 4 value = [0, 4] 17385->17386 17387 gini = 0.5 samples = 2 value = [1, 1] 17385->17387 17393 x5_Drug <= 0.5 gini = 0.478 samples = 48 value = [19, 29] 17392->17393 17428 x13_4 <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 17392->17428 17394 x12_100000000286 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 17393->17394 17397 x1_IL <= 0.5 gini = 0.484 samples = 39 value = [16, 23] 17393->17397 17395 gini = 0.0 samples = 6 value = [0, 6] 17394->17395 17396 gini = 0.0 samples = 3 value = [3, 0] 17394->17396 17398 x13_1 <= 0.5 gini = 0.451 samples = 35 value = [12, 23] 17397->17398 17427 gini = 0.0 samples = 4 value = [4, 0] 17397->17427 17399 x9_69 <= 0.5 gini = 0.459 samples = 28 value = [10, 18] 17398->17399 17422 x14_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17398->17422 17400 x11_0 <= 0.5 gini = 0.466 samples = 27 value = [10, 17] 17399->17400 17421 gini = 0.0 samples = 1 value = [0, 1] 17399->17421 17401 x13_3 <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 17400->17401 17416 x1_NJ <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 17400->17416 17402 x14_5 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 17401->17402 17415 gini = 0.5 samples = 4 value = [2, 2] 17401->17415 17403 x12_100000000053 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 17402->17403 17414 gini = 0.0 samples = 2 value = [0, 2] 17402->17414 17404 gini = 0.444 samples = 3 value = [1, 2] 17403->17404 17405 x11_1 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 17403->17405 17406 gini = 0.0 samples = 1 value = [1, 0] 17405->17406 17407 x14_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 17405->17407 17408 x14_6 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 17407->17408 17413 gini = 0.0 samples = 1 value = [0, 1] 17407->17413 17409 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17408->17409 17412 gini = 0.0 samples = 1 value = [0, 1] 17408->17412 17410 gini = 0.5 samples = 2 value = [1, 1] 17409->17410 17411 gini = 0.0 samples = 3 value = [3, 0] 17409->17411 17417 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17416->17417 17420 gini = 0.0 samples = 3 value = [0, 3] 17416->17420 17418 gini = 0.5 samples = 4 value = [2, 2] 17417->17418 17419 gini = 0.0 samples = 3 value = [0, 3] 17417->17419 17423 log_spend <= 4.248 gini = 0.48 samples = 5 value = [2, 3] 17422->17423 17426 gini = 0.0 samples = 2 value = [0, 2] 17422->17426 17424 gini = 0.0 samples = 2 value = [0, 2] 17423->17424 17425 gini = 0.444 samples = 3 value = [2, 1] 17423->17425 17429 x11_1 <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 17428->17429 17434 gini = 0.0 samples = 1 value = [1, 0] 17428->17434 17430 gini = 0.0 samples = 13 value = [13, 0] 17429->17430 17431 x5_Drug <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 17429->17431 17432 gini = 0.0 samples = 8 value = [0, 8] 17431->17432 17433 gini = 0.0 samples = 5 value = [5, 0] 17431->17433 17436 log_spend <= 4.388 gini = 0.494 samples = 54 value = [30, 24] 17435->17436 17467 gini = 0.0 samples = 19 value = [19, 0] 17435->17467 17437 x7_TX <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 17436->17437 17456 x5_Drug <= 0.5 gini = 0.32 samples = 30 value = [24, 6] 17436->17456 17438 x11_0 <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 17437->17438 17455 gini = 0.0 samples = 2 value = [0, 2] 17437->17455 17439 x9_69 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 17438->17439 17452 x12_100000000053 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 17438->17452 17440 x7_AR <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 17439->17440 17451 gini = 0.0 samples = 1 value = [0, 1] 17439->17451 17441 x7_AZ <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 17440->17441 17450 gini = 0.0 samples = 1 value = [0, 1] 17440->17450 17442 x7_NY <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 17441->17442 17449 gini = 0.375 samples = 4 value = [1, 3] 17441->17449 17443 x12_100000000053 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17442->17443 17448 gini = 0.0 samples = 2 value = [2, 0] 17442->17448 17444 x12_100000000193 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17443->17444 17447 gini = 0.5 samples = 2 value = [1, 1] 17443->17447 17445 gini = 0.0 samples = 1 value = [0, 1] 17444->17445 17446 gini = 0.375 samples = 4 value = [1, 3] 17444->17446 17453 gini = 0.0 samples = 5 value = [0, 5] 17452->17453 17454 gini = 0.5 samples = 2 value = [1, 1] 17452->17454 17457 gini = 0.5 samples = 4 value = [2, 2] 17456->17457 17458 x4_Cash or cash equivalent <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 17456->17458 17459 x9_6 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 17458->17459 17466 gini = 0.375 samples = 4 value = [1, 3] 17458->17466 17460 x7_SC <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 17459->17460 17465 gini = 0.0 samples = 13 value = [13, 0] 17459->17465 17461 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 17460->17461 17464 gini = 0.0 samples = 1 value = [1, 0] 17460->17464 17462 gini = 0.0 samples = 7 value = [7, 0] 17461->17462 17463 gini = 0.0 samples = 1 value = [0, 1] 17461->17463 17469 x11_1 <= 0.5 gini = 0.31 samples = 167 value = [135, 32] 17468->17469 17544 x7_AL <= 0.5 gini = 0.485 samples = 29 value = [12, 17] 17468->17544 17470 x13_6 <= 0.5 gini = 0.353 samples = 48 value = [37, 11] 17469->17470 17511 x7_PR <= 0.5 gini = 0.291 samples = 119 value = [98, 21] 17469->17511 17471 x7_IN <= 0.5 gini = 0.292 samples = 45 value = [37, 8] 17470->17471 17510 gini = 0.0 samples = 3 value = [0, 3] 17470->17510 17472 x14_12 <= 0.5 gini = 0.273 samples = 43 value = [36, 7] 17471->17472 17509 gini = 0.5 samples = 2 value = [1, 1] 17471->17509 17473 x7_OH <= 0.5 gini = 0.289 samples = 40 value = [33, 7] 17472->17473 17508 gini = 0.0 samples = 3 value = [3, 0] 17472->17508 17474 x11_30 <= 0.5 gini = 0.26 samples = 39 value = [33, 6] 17473->17474 17507 gini = 0.0 samples = 1 value = [0, 1] 17473->17507 17475 x13_1 <= 0.5 gini = 0.266 samples = 38 value = [32, 6] 17474->17475 17506 gini = 0.0 samples = 1 value = [1, 0] 17474->17506 17476 x13_3 <= 0.5 gini = 0.238 samples = 29 value = [25, 4] 17475->17476 17497 x14_3 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 17475->17497 17477 x5_Biological <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 17476->17477 17496 gini = 0.0 samples = 14 value = [14, 0] 17476->17496 17478 gini = 0.0 samples = 2 value = [2, 0] 17477->17478 17479 x7_LA <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 17477->17479 17480 x7_NV <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 17479->17480 17495 gini = 0.0 samples = 1 value = [1, 0] 17479->17495 17481 x7_NY <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 17480->17481 17494 gini = 0.0 samples = 1 value = [1, 0] 17480->17494 17482 x11_10 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 17481->17482 17493 gini = 0.0 samples = 2 value = [2, 0] 17481->17493 17483 x14_4 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 17482->17483 17492 gini = 0.0 samples = 1 value = [1, 0] 17482->17492 17484 x14_3 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 17483->17484 17491 gini = 0.0 samples = 1 value = [1, 0] 17483->17491 17485 x7_IL <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 17484->17485 17490 gini = 0.0 samples = 1 value = [1, 0] 17484->17490 17486 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17485->17486 17489 gini = 0.0 samples = 1 value = [0, 1] 17485->17489 17487 gini = 0.5 samples = 4 value = [2, 2] 17486->17487 17488 gini = 0.0 samples = 1 value = [0, 1] 17486->17488 17498 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 17497->17498 17505 gini = 0.0 samples = 1 value = [0, 1] 17497->17505 17499 x11_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 17498->17499 17504 gini = 0.0 samples = 1 value = [1, 0] 17498->17504 17500 x11_10 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17499->17500 17503 gini = 0.0 samples = 1 value = [1, 0] 17499->17503 17501 gini = 0.375 samples = 4 value = [3, 1] 17500->17501 17502 gini = 0.0 samples = 2 value = [2, 0] 17500->17502 17512 x7_DC <= 0.5 gini = 0.297 samples = 116 value = [95, 21] 17511->17512 17543 gini = 0.0 samples = 3 value = [3, 0] 17511->17543 17513 x13_2 <= 0.5 gini = 0.301 samples = 114 value = [93, 21] 17512->17513 17542 gini = 0.0 samples = 2 value = [2, 0] 17512->17542 17514 x12_100000000108 <= 0.5 gini = 0.263 samples = 77 value = [65, 12] 17513->17514 17537 x14_11 <= 0.5 gini = 0.368 samples = 37 value = [28, 9] 17513->17537 17515 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 17514->17515 17518 x14_6 <= 0.5 gini = 0.239 samples = 72 value = [62, 10] 17514->17518 17516 gini = 0.5 samples = 4 value = [2, 2] 17515->17516 17517 gini = 0.0 samples = 1 value = [1, 0] 17515->17517 17519 x15_Other <= 0.5 gini = 0.245 samples = 63 value = [54, 9] 17518->17519 17534 log_spend <= 4.555 gini = 0.198 samples = 9 value = [8, 1] 17518->17534 17520 x14_1 <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 17519->17520 17531 x7_KS <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 17519->17531 17521 x13_3 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 17520->17521 17530 gini = 0.0 samples = 6 value = [0, 6] 17520->17530 17522 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 17521->17522 17529 gini = 0.0 samples = 7 value = [7, 0] 17521->17529 17523 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 17522->17523 17528 gini = 0.0 samples = 1 value = [1, 0] 17522->17528 17524 log_spend <= 3.795 gini = 0.32 samples = 5 value = [4, 1] 17523->17524 17527 gini = 0.0 samples = 1 value = [0, 1] 17523->17527 17525 gini = 0.5 samples = 2 value = [1, 1] 17524->17525 17526 gini = 0.0 samples = 3 value = [3, 0] 17524->17526 17532 gini = 0.0 samples = 42 value = [42, 0] 17531->17532 17533 gini = 0.0 samples = 1 value = [0, 1] 17531->17533 17535 gini = 0.0 samples = 6 value = [6, 0] 17534->17535 17536 gini = 0.444 samples = 3 value = [2, 1] 17534->17536 17538 x4_In-kind items and services <= 0.5 gini = 0.397 samples = 33 value = [24, 9] 17537->17538 17541 gini = 0.0 samples = 4 value = [4, 0] 17537->17541 17539 gini = 0.0 samples = 9 value = [0, 9] 17538->17539 17540 gini = 0.0 samples = 24 value = [24, 0] 17538->17540 17545 x14_12 <= 0.5 gini = 0.477 samples = 28 value = [11, 17] 17544->17545 17566 gini = 0.0 samples = 1 value = [1, 0] 17544->17566 17546 x7_NY <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 17545->17546 17563 x11_1 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17545->17563 17547 x15_Other <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 17546->17547 17562 gini = 0.5 samples = 2 value = [1, 1] 17546->17562 17548 x14_1 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 17547->17548 17557 x4_Cash or cash equivalent <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 17547->17557 17549 x14_6 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 17548->17549 17556 gini = 0.0 samples = 1 value = [0, 1] 17548->17556 17550 x7_VA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17549->17550 17555 gini = 0.0 samples = 2 value = [0, 2] 17549->17555 17551 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17550->17551 17554 gini = 0.0 samples = 1 value = [1, 0] 17550->17554 17552 gini = 0.375 samples = 4 value = [1, 3] 17551->17552 17553 gini = 0.0 samples = 2 value = [0, 2] 17551->17553 17558 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17557->17558 17561 gini = 0.0 samples = 4 value = [0, 4] 17557->17561 17559 gini = 0.0 samples = 4 value = [4, 0] 17558->17559 17560 gini = 0.5 samples = 2 value = [1, 1] 17558->17560 17564 gini = 0.0 samples = 2 value = [2, 0] 17563->17564 17565 gini = 0.375 samples = 4 value = [1, 3] 17563->17565 17568 x1_MA <= 0.5 gini = 0.478 samples = 38 value = [15, 23] 17567->17568 17593 gini = 0.0 samples = 27 value = [0, 27] 17567->17593 17569 x1_CA <= 0.5 gini = 0.498 samples = 32 value = [15, 17] 17568->17569 17592 gini = 0.0 samples = 6 value = [0, 6] 17568->17592 17570 x1_NC <= 0.5 gini = 0.499 samples = 27 value = [14, 13] 17569->17570 17589 x15_Other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17569->17589 17571 x11_0 <= 0.5 gini = 0.497 samples = 26 value = [14, 12] 17570->17571 17588 gini = 0.0 samples = 1 value = [0, 1] 17570->17588 17572 x4_In-kind items and services <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 17571->17572 17585 log_spend <= 4.593 gini = 0.18 samples = 10 value = [9, 1] 17571->17585 17573 gini = 0.0 samples = 3 value = [0, 3] 17572->17573 17574 x17_merck <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 17572->17574 17575 x13_1 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 17574->17575 17584 gini = 0.444 samples = 3 value = [1, 2] 17574->17584 17576 x15_Other <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 17575->17576 17583 gini = 0.0 samples = 1 value = [1, 0] 17575->17583 17577 gini = 0.0 samples = 1 value = [1, 0] 17576->17577 17578 x13_2 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 17576->17578 17579 gini = 0.444 samples = 3 value = [1, 2] 17578->17579 17580 x12_100000000278 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17578->17580 17581 gini = 0.0 samples = 4 value = [0, 4] 17580->17581 17582 gini = 0.0 samples = 1 value = [1, 0] 17580->17582 17586 gini = 0.0 samples = 7 value = [7, 0] 17585->17586 17587 gini = 0.444 samples = 3 value = [2, 1] 17585->17587 17590 gini = 0.0 samples = 3 value = [0, 3] 17589->17590 17591 gini = 0.5 samples = 2 value = [1, 1] 17589->17591 17596 x15_neuroscience <= 0.5 gini = 0.444 samples = 39 value = [13, 26] 17595->17596 17621 gini = 0.0 samples = 3 value = [3, 0] 17595->17621 17597 x14_8 <= 0.5 gini = 0.461 samples = 36 value = [13, 23] 17596->17597 17620 gini = 0.0 samples = 3 value = [0, 3] 17596->17620 17598 log_spend <= 4.789 gini = 0.469 samples = 32 value = [12, 20] 17597->17598 17619 gini = 0.375 samples = 4 value = [1, 3] 17597->17619 17599 x14_5 <= 0.5 gini = 0.428 samples = 29 value = [9, 20] 17598->17599 17618 gini = 0.0 samples = 3 value = [3, 0] 17598->17618 17600 x1_MA <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 17599->17600 17617 gini = 0.5 samples = 4 value = [2, 2] 17599->17617 17601 log_spend <= 3.912 gini = 0.444 samples = 21 value = [7, 14] 17600->17601 17616 gini = 0.0 samples = 4 value = [0, 4] 17600->17616 17602 x13_6 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 17601->17602 17605 x1_NJ <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 17601->17605 17603 gini = 0.5 samples = 4 value = [2, 2] 17602->17603 17604 gini = 0.0 samples = 1 value = [1, 0] 17602->17604 17606 x13_2 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 17605->17606 17615 gini = 0.5 samples = 4 value = [2, 2] 17605->17615 17607 x5_Biological <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 17606->17607 17614 gini = 0.0 samples = 1 value = [1, 0] 17606->17614 17608 x17_abbvie, <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 17607->17608 17613 gini = 0.0 samples = 1 value = [0, 1] 17607->17613 17609 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 17608->17609 17612 gini = 0.0 samples = 2 value = [0, 2] 17608->17612 17610 gini = 0.0 samples = 7 value = [0, 7] 17609->17610 17611 gini = 0.0 samples = 1 value = [1, 0] 17609->17611 17623 x1_AZ <= 0.5 gini = 0.412 samples = 1879 value = [1333, 546] 17622->17623 18540 gini = 0.0 samples = 47 value = [47, 0] 17622->18540 17624 x1_IL <= 0.5 gini = 0.413 samples = 1873 value = [1327, 546] 17623->17624 18539 gini = 0.0 samples = 6 value = [6, 0] 17623->18539 17625 x13_3 <= 0.5 gini = 0.404 samples = 1742 value = [1253, 489] 17624->17625 18452 x7_TN <= 0.5 gini = 0.492 samples = 131 value = [74, 57] 17624->18452 17626 x1_GA <= 0.5 gini = 0.432 samples = 1269 value = [868, 401] 17625->17626 18223 x1_NA <= 0.5 gini = 0.303 samples = 473 value = [385, 88] 17625->18223 17627 x14_10 <= 0.5 gini = 0.439 samples = 1231 value = [830, 401] 17626->17627 18222 gini = 0.0 samples = 38 value = [38, 0] 17626->18222 17628 x1_MO <= 0.5 gini = 0.448 samples = 1148 value = [759, 389] 17627->17628 18173 x0_United States <= 0.5 gini = 0.247 samples = 83 value = [71, 12] 17627->18173 17629 x0_France <= 0.5 gini = 0.452 samples = 1120 value = [734, 386] 17628->17629 18148 x13_2 <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 17628->18148 17630 x14_12 <= 0.5 gini = 0.45 samples = 1113 value = [733, 380] 17629->17630 18143 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 17629->18143 17631 x1_NY <= 0.5 gini = 0.396 samples = 949 value = [691, 258] 17630->17631 18082 x7_NC <= 0.5 gini = 0.381 samples = 164 value = [42, 122] 17630->18082 17632 x0_Denmark <= 0.5 gini = 0.382 samples = 910 value = [676, 234] 17631->17632 18047 x7_NY <= 0.5 gini = 0.473 samples = 39 value = [15, 24] 17631->18047 17633 x7_NC <= 0.5 gini = 0.381 samples = 909 value = [676, 233] 17632->17633 18046 gini = 0.0 samples = 1 value = [0, 1] 17632->18046 17634 x1_CO <= 0.5 gini = 0.377 samples = 874 value = [654, 220] 17633->17634 18031 x13_4 <= 0.5 gini = 0.467 samples = 35 value = [22, 13] 17633->18031 17635 x11_60 <= 0.5 gini = 0.377 samples = 873 value = [653, 220] 17634->17635 18030 gini = 0.0 samples = 1 value = [1, 0] 17634->18030 17636 x1_NA <= 0.5 gini = 0.386 samples = 818 value = [604, 214] 17635->17636 18021 x14_2 <= 0.5 gini = 0.194 samples = 55 value = [49, 6] 17635->18021 17637 x1_CA <= 0.5 gini = 0.393 samples = 789 value = [577, 212] 17636->17637 18006 x0_Israel <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 17636->18006 17638 x7_VA <= 0.5 gini = 0.405 samples = 719 value = [516, 203] 17637->17638 17975 x7_VA <= 0.5 gini = 0.224 samples = 70 value = [61, 9] 17637->17975 17639 x15_neurology <= 0.5 gini = 0.4 samples = 697 value = [504, 193] 17638->17639 17958 x15_cns <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 17638->17958 17640 x7_LA <= 0.5 gini = 0.408 samples = 668 value = [477, 191] 17639->17640 17943 x14_7 <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 17639->17943 17641 x1_IN <= 0.5 gini = 0.412 samples = 657 value = [466, 191] 17640->17641 17942 gini = 0.0 samples = 11 value = [11, 0] 17640->17942 17642 x14_1 <= 0.5 gini = 0.414 samples = 650 value = [460, 190] 17641->17642 17935 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 17641->17935 17643 x1_PA <= 0.5 gini = 0.405 samples = 581 value = [417, 164] 17642->17643 17882 x17_other <= 0.5 gini = 0.47 samples = 69 value = [43, 26] 17642->17882 17644 x1_PR <= 0.5 gini = 0.381 samples = 520 value = [387, 133] 17643->17644 17841 x7_FL <= 0.5 gini = 0.5 samples = 61 value = [30, 31] 17643->17841 17645 x4_Cash or cash equivalent <= 0.5 gini = 0.383 samples = 515 value = [382, 133] 17644->17645 17840 gini = 0.0 samples = 5 value = [5, 0] 17644->17840 17646 x1_TX <= 0.5 gini = 0.143 samples = 348 value = [321, 27] 17645->17646 17729 x14_9 <= 0.5 gini = 0.464 samples = 167 value = [61, 106] 17645->17729 17647 x13_0 <= 0.5 gini = 0.103 samples = 312 value = [295, 17] 17646->17647 17724 x7_NV <= 0.5 gini = 0.401 samples = 36 value = [26, 10] 17646->17724 17648 x17_other <= 0.5 gini = 0.086 samples = 267 value = [255, 12] 17647->17648 17707 x1_MA <= 0.5 gini = 0.198 samples = 45 value = [40, 5] 17647->17707 17649 x11_0 <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 17648->17649 17664 x13_4 <= 0.5 gini = 0.091 samples = 229 value = [218, 11] 17648->17664 17650 x14_4 <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 17649->17650 17663 gini = 0.0 samples = 1 value = [1, 0] 17649->17663 17651 x7_GA <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 17650->17651 17662 gini = 0.0 samples = 4 value = [4, 0] 17650->17662 17652 x7_MO <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 17651->17652 17661 gini = 0.0 samples = 1 value = [1, 0] 17651->17661 17653 x7_TN <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 17652->17653 17660 gini = 0.0 samples = 1 value = [1, 0] 17652->17660 17654 x14_11 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 17653->17654 17659 gini = 0.0 samples = 1 value = [1, 0] 17653->17659 17655 gini = 0.0 samples = 25 value = [25, 0] 17654->17655 17656 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17654->17656 17657 gini = 0.375 samples = 4 value = [3, 1] 17656->17657 17658 gini = 0.0 samples = 1 value = [1, 0] 17656->17658 17665 x11_20 <= 0.5 gini = 0.063 samples = 184 value = [178, 6] 17664->17665 17688 x11_10 <= 0.5 gini = 0.198 samples = 45 value = [40, 5] 17664->17688 17666 log_spend <= 4.468 gini = 0.067 samples = 174 value = [168, 6] 17665->17666 17687 gini = 0.0 samples = 10 value = [10, 0] 17665->17687 17667 x7_NJ <= 0.5 gini = 0.157 samples = 70 value = [64, 6] 17666->17667 17686 gini = 0.0 samples = 104 value = [104, 0] 17666->17686 17668 x11_30 <= 0.5 gini = 0.159 samples = 69 value = [63, 6] 17667->17668 17685 gini = 0.0 samples = 1 value = [1, 0] 17667->17685 17669 x13_2 <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 17668->17669 17678 x13_2 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 17668->17678 17670 gini = 0.0 samples = 28 value = [28, 0] 17669->17670 17671 x5_Drug <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 17669->17671 17672 gini = 0.0 samples = 2 value = [2, 0] 17671->17672 17673 x7_NY <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 17671->17673 17674 x7_IN <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 17673->17674 17677 gini = 0.0 samples = 3 value = [3, 0] 17673->17677 17675 gini = 0.0 samples = 24 value = [24, 0] 17674->17675 17676 gini = 0.444 samples = 3 value = [2, 1] 17674->17676 17679 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17678->17679 17684 gini = 0.0 samples = 3 value = [3, 0] 17678->17684 17680 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17679->17680 17683 gini = 0.0 samples = 1 value = [0, 1] 17679->17683 17681 gini = 0.0 samples = 1 value = [1, 0] 17680->17681 17682 gini = 0.0 samples = 4 value = [0, 4] 17680->17682 17689 x7_CO <= 0.5 gini = 0.206 samples = 43 value = [38, 5] 17688->17689 17706 gini = 0.0 samples = 2 value = [2, 0] 17688->17706 17690 log_spend <= 4.348 gini = 0.21 samples = 42 value = [37, 5] 17689->17690 17705 gini = 0.0 samples = 1 value = [1, 0] 17689->17705 17691 gini = 0.0 samples = 24 value = [24, 0] 17690->17691 17692 x14_5 <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 17690->17692 17693 x7_AZ <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 17692->17693 17704 gini = 0.0 samples = 2 value = [2, 0] 17692->17704 17694 x15_Other <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 17693->17694 17703 gini = 0.0 samples = 1 value = [1, 0] 17693->17703 17695 x14_9 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17694->17695 17702 gini = 0.0 samples = 8 value = [8, 0] 17694->17702 17696 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 17695->17696 17701 gini = 0.0 samples = 1 value = [1, 0] 17695->17701 17697 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17696->17697 17700 gini = 0.0 samples = 1 value = [0, 1] 17696->17700 17698 gini = 0.0 samples = 4 value = [0, 4] 17697->17698 17699 gini = 0.0 samples = 1 value = [1, 0] 17697->17699 17708 gini = 0.0 samples = 13 value = [13, 0] 17707->17708 17709 x14_6 <= 0.5 gini = 0.264 samples = 32 value = [27, 5] 17707->17709 17710 x7_IN <= 0.5 gini = 0.285 samples = 29 value = [24, 5] 17709->17710 17723 gini = 0.0 samples = 3 value = [3, 0] 17709->17723 17711 x7_AZ <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 17710->17711 17722 gini = 0.0 samples = 1 value = [0, 1] 17710->17722 17712 x7_GA <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 17711->17712 17721 gini = 0.0 samples = 2 value = [2, 0] 17711->17721 17713 x7_TX <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 17712->17713 17720 gini = 0.0 samples = 1 value = [1, 0] 17712->17720 17714 x11_30 <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 17713->17714 17719 gini = 0.444 samples = 3 value = [1, 2] 17713->17719 17715 gini = 0.0 samples = 16 value = [16, 0] 17714->17715 17716 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 17714->17716 17717 gini = 0.444 samples = 3 value = [2, 1] 17716->17717 17718 gini = 0.444 samples = 3 value = [2, 1] 17716->17718 17725 x15_ophthalmology <= 0.5 gini = 0.408 samples = 35 value = [25, 10] 17724->17725 17728 gini = 0.0 samples = 1 value = [1, 0] 17724->17728 17726 gini = 0.0 samples = 25 value = [25, 0] 17725->17726 17727 gini = 0.0 samples = 10 value = [0, 10] 17725->17727 17730 x11_3 <= 0.5 gini = 0.451 samples = 157 value = [54, 103] 17729->17730 17829 x7_MD <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 17729->17829 17731 x11_15 <= 0.5 gini = 0.428 samples = 148 value = [46, 102] 17730->17731 17826 x1_NC <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 17730->17826 17732 x1_MD <= 0.5 gini = 0.413 samples = 144 value = [42, 102] 17731->17732 17825 gini = 0.0 samples = 4 value = [4, 0] 17731->17825 17733 x1_WI <= 0.5 gini = 0.375 samples = 136 value = [34, 102] 17732->17733 17824 gini = 0.0 samples = 8 value = [8, 0] 17732->17824 17734 x13_1 <= 0.5 gini = 0.369 samples = 135 value = [33, 102] 17733->17734 17823 gini = 0.0 samples = 1 value = [1, 0] 17733->17823 17735 x13_4 <= 0.5 gini = 0.333 samples = 90 value = [19, 71] 17734->17735 17798 x5_Biological <= 0.5 gini = 0.429 samples = 45 value = [14, 31] 17734->17798 17736 x7_FL <= 0.5 gini = 0.357 samples = 56 value = [13, 43] 17735->17736 17779 x11_0 <= 0.5 gini = 0.291 samples = 34 value = [6, 28] 17735->17779 17737 x7_RI <= 0.5 gini = 0.375 samples = 48 value = [12, 36] 17736->17737 17774 x11_30 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 17736->17774 17738 x11_2 <= 0.5 gini = 0.38 samples = 47 value = [12, 35] 17737->17738 17773 gini = 0.0 samples = 1 value = [0, 1] 17737->17773 17739 x14_5 <= 0.5 gini = 0.369 samples = 45 value = [11, 34] 17738->17739 17772 gini = 0.5 samples = 2 value = [1, 1] 17738->17772 17740 x11_0 <= 0.5 gini = 0.361 samples = 38 value = [9, 29] 17739->17740 17769 x11_10 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17739->17769 17741 x13_6 <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 17740->17741 17766 x14_8 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 17740->17766 17742 x7_AL <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 17741->17742 17765 gini = 0.0 samples = 3 value = [0, 3] 17741->17765 17743 x7_WV <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 17742->17743 17764 gini = 0.0 samples = 1 value = [0, 1] 17742->17764 17744 x14_6 <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 17743->17744 17763 gini = 0.0 samples = 1 value = [1, 0] 17743->17763 17745 x14_11 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 17744->17745 17762 gini = 0.0 samples = 7 value = [0, 7] 17744->17762 17746 x15_Other <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 17745->17746 17761 gini = 0.0 samples = 1 value = [1, 0] 17745->17761 17747 gini = 0.0 samples = 1 value = [1, 0] 17746->17747 17748 x7_MI <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 17746->17748 17749 x14_8 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 17748->17749 17760 gini = 0.0 samples = 1 value = [0, 1] 17748->17760 17750 x11_1 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 17749->17750 17759 gini = 0.0 samples = 1 value = [0, 1] 17749->17759 17751 gini = 0.0 samples = 2 value = [2, 0] 17750->17751 17752 x5_Drug <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 17750->17752 17753 gini = 0.0 samples = 1 value = [1, 0] 17752->17753 17754 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17752->17754 17755 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17754->17755 17758 gini = 0.5 samples = 2 value = [1, 1] 17754->17758 17756 gini = 0.375 samples = 4 value = [1, 3] 17755->17756 17757 gini = 0.0 samples = 1 value = [0, 1] 17755->17757 17767 gini = 0.0 samples = 11 value = [0, 11] 17766->17767 17768 gini = 0.0 samples = 1 value = [1, 0] 17766->17768 17770 gini = 0.0 samples = 5 value = [0, 5] 17769->17770 17771 gini = 0.0 samples = 2 value = [2, 0] 17769->17771 17775 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17774->17775 17778 gini = 0.0 samples = 3 value = [0, 3] 17774->17778 17776 gini = 0.0 samples = 2 value = [0, 2] 17775->17776 17777 gini = 0.444 samples = 3 value = [1, 2] 17775->17777 17780 x7_TX <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 17779->17780 17795 x1_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 17779->17795 17781 x15_cns <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 17780->17781 17794 gini = 0.0 samples = 5 value = [0, 5] 17780->17794 17782 x17_janssen <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 17781->17782 17791 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17781->17791 17783 x7_NY <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 17782->17783 17790 gini = 0.0 samples = 1 value = [0, 1] 17782->17790 17784 log_spend <= 4.864 gini = 0.337 samples = 14 value = [3, 11] 17783->17784 17789 gini = 0.0 samples = 2 value = [0, 2] 17783->17789 17785 x17_sanofi <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 17784->17785 17788 gini = 0.0 samples = 1 value = [1, 0] 17784->17788 17786 gini = 0.0 samples = 11 value = [0, 11] 17785->17786 17787 gini = 0.0 samples = 2 value = [2, 0] 17785->17787 17792 gini = 0.375 samples = 4 value = [1, 3] 17791->17792 17793 gini = 0.0 samples = 1 value = [0, 1] 17791->17793 17796 gini = 0.5 samples = 4 value = [2, 2] 17795->17796 17797 gini = 0.0 samples = 3 value = [0, 3] 17795->17797 17799 log_spend <= 3.789 gini = 0.375 samples = 40 value = [10, 30] 17798->17799 17820 log_spend <= 4.198 gini = 0.32 samples = 5 value = [4, 1] 17798->17820 17800 gini = 0.0 samples = 4 value = [4, 0] 17799->17800 17801 x11_10 <= 0.5 gini = 0.278 samples = 36 value = [6, 30] 17799->17801 17802 x11_30 <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 17801->17802 17819 gini = 0.5 samples = 2 value = [1, 1] 17801->17819 17803 x1_VA <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 17802->17803 17818 gini = 0.0 samples = 3 value = [3, 0] 17802->17818 17804 x7_NH <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 17803->17804 17817 gini = 0.0 samples = 4 value = [0, 4] 17803->17817 17805 x14_5 <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 17804->17805 17816 gini = 0.0 samples = 1 value = [1, 0] 17804->17816 17806 x15_Other <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 17805->17806 17815 gini = 0.0 samples = 11 value = [0, 11] 17805->17815 17807 gini = 0.0 samples = 2 value = [0, 2] 17806->17807 17808 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 17806->17808 17809 x17_other <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 17808->17809 17814 gini = 0.0 samples = 2 value = [0, 2] 17808->17814 17810 gini = 0.0 samples = 1 value = [0, 1] 17809->17810 17811 x14_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 17809->17811 17812 gini = 0.375 samples = 4 value = [1, 3] 17811->17812 17813 gini = 0.0 samples = 6 value = [0, 6] 17811->17813 17821 gini = 0.5 samples = 2 value = [1, 1] 17820->17821 17822 gini = 0.0 samples = 3 value = [3, 0] 17820->17822 17827 gini = 0.0 samples = 8 value = [8, 0] 17826->17827 17828 gini = 0.0 samples = 1 value = [0, 1] 17826->17828 17830 x5_Drug <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 17829->17830 17839 gini = 0.0 samples = 1 value = [1, 0] 17829->17839 17831 gini = 0.0 samples = 1 value = [1, 0] 17830->17831 17832 x7_MI <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 17830->17832 17833 x11_15 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 17832->17833 17838 gini = 0.0 samples = 1 value = [1, 0] 17832->17838 17834 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17833->17834 17837 gini = 0.0 samples = 1 value = [1, 0] 17833->17837 17835 gini = 0.0 samples = 2 value = [2, 0] 17834->17835 17836 gini = 0.375 samples = 4 value = [1, 3] 17834->17836 17842 x14_7 <= 0.5 gini = 0.5 samples = 55 value = [28, 27] 17841->17842 17879 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 17841->17879 17843 x11_3 <= 0.5 gini = 0.5 samples = 53 value = [26, 27] 17842->17843 17878 gini = 0.0 samples = 2 value = [2, 0] 17842->17878 17844 x7_AZ <= 0.5 gini = 0.497 samples = 50 value = [23, 27] 17843->17844 17877 gini = 0.0 samples = 3 value = [3, 0] 17843->17877 17845 x7_PA <= 0.5 gini = 0.497 samples = 48 value = [22, 26] 17844->17845 17876 gini = 0.5 samples = 2 value = [1, 1] 17844->17876 17846 x7_NY <= 0.5 gini = 0.498 samples = 45 value = [21, 24] 17845->17846 17875 gini = 0.444 samples = 3 value = [1, 2] 17845->17875 17847 x7_CO <= 0.5 gini = 0.493 samples = 43 value = [19, 24] 17846->17847 17874 gini = 0.0 samples = 2 value = [2, 0] 17846->17874 17848 x11_1 <= 0.5 gini = 0.493 samples = 41 value = [18, 23] 17847->17848 17873 gini = 0.5 samples = 2 value = [1, 1] 17847->17873 17849 x11_15 <= 0.5 gini = 0.47 samples = 37 value = [14, 23] 17848->17849 17872 gini = 0.0 samples = 4 value = [4, 0] 17848->17872 17850 x7_TX <= 0.5 gini = 0.475 samples = 36 value = [14, 22] 17849->17850 17871 gini = 0.0 samples = 1 value = [0, 1] 17849->17871 17851 x5_Biological <= 0.5 gini = 0.464 samples = 30 value = [11, 19] 17850->17851 17866 x11_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17850->17866 17852 x14_5 <= 0.5 gini = 0.417 samples = 27 value = [8, 19] 17851->17852 17865 gini = 0.0 samples = 3 value = [3, 0] 17851->17865 17853 x11_0 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 17852->17853 17864 gini = 0.0 samples = 4 value = [4, 0] 17852->17864 17854 gini = 0.0 samples = 2 value = [2, 0] 17853->17854 17855 x17_sanofi <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 17853->17855 17856 x13_6 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 17855->17856 17863 gini = 0.0 samples = 5 value = [0, 5] 17855->17863 17857 x14_2 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 17856->17857 17862 gini = 0.0 samples = 1 value = [1, 0] 17856->17862 17858 x4_Cash or cash equivalent <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 17857->17858 17861 gini = 0.0 samples = 8 value = [0, 8] 17857->17861 17859 gini = 0.0 samples = 1 value = [1, 0] 17858->17859 17860 gini = 0.0 samples = 6 value = [0, 6] 17858->17860 17867 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 17866->17867 17870 gini = 0.0 samples = 1 value = [1, 0] 17866->17870 17868 gini = 0.444 samples = 3 value = [2, 1] 17867->17868 17869 gini = 0.0 samples = 2 value = [0, 2] 17867->17869 17880 gini = 0.0 samples = 2 value = [2, 0] 17879->17880 17881 gini = 0.0 samples = 4 value = [0, 4] 17879->17881 17883 gini = 0.0 samples = 3 value = [3, 0] 17882->17883 17884 x13_2 <= 0.5 gini = 0.478 samples = 66 value = [40, 26] 17882->17884 17885 x7_NJ <= 0.5 gini = 0.499 samples = 52 value = [27, 25] 17884->17885 17928 x7_IL <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 17884->17928 17886 x11_10 <= 0.5 gini = 0.5 samples = 50 value = [25, 25] 17885->17886 17927 gini = 0.0 samples = 2 value = [2, 0] 17885->17927 17887 x15_cns <= 0.5 gini = 0.498 samples = 45 value = [24, 21] 17886->17887 17924 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17886->17924 17888 x13_6 <= 0.5 gini = 0.489 samples = 40 value = [23, 17] 17887->17888 17921 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 17887->17921 17889 x4_Cash or cash equivalent <= 0.5 gini = 0.491 samples = 37 value = [21, 16] 17888->17889 17920 gini = 0.444 samples = 3 value = [2, 1] 17888->17920 17890 x7_CT <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 17889->17890 17907 x1_PA <= 0.5 gini = 0.401 samples = 18 value = [5, 13] 17889->17907 17891 x7_MO <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 17890->17891 17906 gini = 0.0 samples = 1 value = [1, 0] 17890->17906 17892 log_spend <= 3.686 gini = 0.291 samples = 17 value = [14, 3] 17891->17892 17905 gini = 0.0 samples = 1 value = [1, 0] 17891->17905 17893 gini = 0.5 samples = 2 value = [1, 1] 17892->17893 17894 x7_OH <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 17892->17894 17895 x11_0 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 17894->17895 17904 gini = 0.0 samples = 1 value = [1, 0] 17894->17904 17896 gini = 0.0 samples = 4 value = [4, 0] 17895->17896 17897 x13_1 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 17895->17897 17898 gini = 0.0 samples = 4 value = [4, 0] 17897->17898 17899 x1_MA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 17897->17899 17900 x7_HI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 17899->17900 17903 gini = 0.0 samples = 1 value = [1, 0] 17899->17903 17901 gini = 0.5 samples = 4 value = [2, 2] 17900->17901 17902 gini = 0.0 samples = 1 value = [1, 0] 17900->17902 17908 x1_FL <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 17907->17908 17919 gini = 0.0 samples = 4 value = [0, 4] 17907->17919 17909 x5_Drug <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 17908->17909 17918 gini = 0.0 samples = 1 value = [1, 0] 17908->17918 17910 gini = 0.0 samples = 3 value = [3, 0] 17909->17910 17911 x7_MD <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 17909->17911 17912 x1_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 17911->17912 17917 gini = 0.0 samples = 1 value = [0, 1] 17911->17917 17913 gini = 0.0 samples = 1 value = [0, 1] 17912->17913 17914 x13_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 17912->17914 17915 gini = 0.0 samples = 6 value = [0, 6] 17914->17915 17916 gini = 0.5 samples = 2 value = [1, 1] 17914->17916 17922 gini = 0.375 samples = 4 value = [1, 3] 17921->17922 17923 gini = 0.0 samples = 1 value = [0, 1] 17921->17923 17925 gini = 0.0 samples = 1 value = [1, 0] 17924->17925 17926 gini = 0.0 samples = 4 value = [0, 4] 17924->17926 17929 x11_0 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 17928->17929 17934 gini = 0.0 samples = 1 value = [1, 0] 17928->17934 17930 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17929->17930 17933 gini = 0.0 samples = 8 value = [8, 0] 17929->17933 17931 gini = 0.0 samples = 1 value = [1, 0] 17930->17931 17932 gini = 0.375 samples = 4 value = [3, 1] 17930->17932 17936 x14_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17935->17936 17941 gini = 0.0 samples = 1 value = [1, 0] 17935->17941 17937 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17936->17937 17940 gini = 0.0 samples = 1 value = [1, 0] 17936->17940 17938 gini = 0.375 samples = 4 value = [3, 1] 17937->17938 17939 gini = 0.0 samples = 1 value = [1, 0] 17937->17939 17944 x14_3 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 17943->17944 17957 gini = 0.0 samples = 4 value = [4, 0] 17943->17957 17945 x13_0 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 17944->17945 17954 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17944->17954 17946 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 17945->17946 17953 gini = 0.0 samples = 6 value = [6, 0] 17945->17953 17947 log_spend <= 4.274 gini = 0.142 samples = 13 value = [12, 1] 17946->17947 17952 gini = 0.0 samples = 1 value = [1, 0] 17946->17952 17948 gini = 0.0 samples = 7 value = [7, 0] 17947->17948 17949 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17947->17949 17950 gini = 0.444 samples = 3 value = [2, 1] 17949->17950 17951 gini = 0.0 samples = 3 value = [3, 0] 17949->17951 17955 gini = 0.375 samples = 4 value = [3, 1] 17954->17955 17956 gini = 0.0 samples = 1 value = [1, 0] 17954->17956 17959 x14_5 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 17958->17959 17968 x13_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 17958->17968 17960 x17_other <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 17959->17960 17967 gini = 0.0 samples = 1 value = [1, 0] 17959->17967 17961 gini = 0.0 samples = 1 value = [1, 0] 17960->17961 17962 log_spend <= 4.052 gini = 0.42 samples = 10 value = [7, 3] 17960->17962 17963 gini = 0.5 samples = 4 value = [2, 2] 17962->17963 17964 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 17962->17964 17965 gini = 0.0 samples = 5 value = [5, 0] 17964->17965 17966 gini = 0.0 samples = 1 value = [0, 1] 17964->17966 17969 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 17968->17969 17974 gini = 0.0 samples = 1 value = [0, 1] 17968->17974 17970 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 17969->17970 17973 gini = 0.0 samples = 3 value = [0, 3] 17969->17973 17971 gini = 0.444 samples = 3 value = [1, 2] 17970->17971 17972 gini = 0.444 samples = 3 value = [2, 1] 17970->17972 17976 x7_OR <= 0.5 gini = 0.233 samples = 67 value = [58, 9] 17975->17976 18005 gini = 0.0 samples = 3 value = [3, 0] 17975->18005 17977 x5_Biological <= 0.5 gini = 0.236 samples = 66 value = [57, 9] 17976->17977 18004 gini = 0.0 samples = 1 value = [1, 0] 17976->18004 17978 x7_MD <= 0.5 gini = 0.089 samples = 43 value = [41, 2] 17977->17978 17987 x14_3 <= 0.5 gini = 0.423 samples = 23 value = [16, 7] 17977->17987 17979 x14_4 <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 17978->17979 17986 gini = 0.0 samples = 3 value = [3, 0] 17978->17986 17980 x13_2 <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 17979->17980 17985 gini = 0.0 samples = 5 value = [5, 0] 17979->17985 17981 x4_In-kind items and services <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 17980->17981 17984 gini = 0.0 samples = 11 value = [11, 0] 17980->17984 17982 gini = 0.5 samples = 4 value = [2, 2] 17981->17982 17983 gini = 0.0 samples = 20 value = [20, 0] 17981->17983 17988 x14_11 <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 17987->17988 18003 gini = 0.0 samples = 1 value = [1, 0] 17987->18003 17989 x14_8 <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 17988->17989 18000 x7_OK <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17988->18000 17990 x11_1 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 17989->17990 17999 gini = 0.0 samples = 3 value = [3, 0] 17989->17999 17991 x7_MI <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 17990->17991 17998 gini = 0.375 samples = 4 value = [1, 3] 17990->17998 17992 x13_2 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 17991->17992 17997 gini = 0.0 samples = 1 value = [1, 0] 17991->17997 17993 gini = 0.5 samples = 4 value = [2, 2] 17992->17993 17994 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 17992->17994 17995 gini = 0.375 samples = 4 value = [3, 1] 17994->17995 17996 gini = 0.0 samples = 1 value = [1, 0] 17994->17996 18001 gini = 0.375 samples = 4 value = [3, 1] 18000->18001 18002 gini = 0.0 samples = 1 value = [1, 0] 18000->18002 18007 x14_5 <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 18006->18007 18020 gini = 0.0 samples = 1 value = [1, 0] 18006->18020 18008 x0_Ireland <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 18007->18008 18019 gini = 0.0 samples = 1 value = [1, 0] 18007->18019 18009 x11_30 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18008->18009 18018 gini = 0.0 samples = 16 value = [16, 0] 18008->18018 18010 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 18009->18010 18017 gini = 0.0 samples = 2 value = [2, 0] 18009->18017 18011 x7_IL <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18010->18011 18016 gini = 0.0 samples = 1 value = [0, 1] 18010->18016 18012 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 18011->18012 18015 gini = 0.0 samples = 1 value = [1, 0] 18011->18015 18013 gini = 0.0 samples = 6 value = [6, 0] 18012->18013 18014 gini = 0.0 samples = 1 value = [0, 1] 18012->18014 18022 x1_NJ <= 0.5 gini = 0.219 samples = 48 value = [42, 6] 18021->18022 18029 gini = 0.0 samples = 7 value = [7, 0] 18021->18029 18023 gini = 0.0 samples = 37 value = [37, 0] 18022->18023 18024 x14_8 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 18022->18024 18025 x4_Cash or cash equivalent <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 18024->18025 18028 gini = 0.0 samples = 2 value = [0, 2] 18024->18028 18026 gini = 0.0 samples = 5 value = [5, 0] 18025->18026 18027 gini = 0.0 samples = 4 value = [0, 4] 18025->18027 18032 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 30 value = [18, 12] 18031->18032 18043 x11_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18031->18043 18033 gini = 0.0 samples = 15 value = [15, 0] 18032->18033 18034 log_spend <= 3.962 gini = 0.32 samples = 15 value = [3, 12] 18032->18034 18035 gini = 0.0 samples = 2 value = [2, 0] 18034->18035 18036 x14_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 18034->18036 18037 log_spend <= 4.507 gini = 0.18 samples = 10 value = [1, 9] 18036->18037 18042 gini = 0.0 samples = 3 value = [0, 3] 18036->18042 18038 gini = 0.0 samples = 5 value = [0, 5] 18037->18038 18039 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18037->18039 18040 gini = 0.5 samples = 2 value = [1, 1] 18039->18040 18041 gini = 0.0 samples = 3 value = [0, 3] 18039->18041 18044 gini = 0.0 samples = 4 value = [4, 0] 18043->18044 18045 gini = 0.0 samples = 1 value = [0, 1] 18043->18045 18048 x7_MD <= 0.5 gini = 0.451 samples = 35 value = [12, 23] 18047->18048 18081 gini = 0.375 samples = 4 value = [3, 1] 18047->18081 18049 x7_TN <= 0.5 gini = 0.463 samples = 33 value = [12, 21] 18048->18049 18080 gini = 0.0 samples = 2 value = [0, 2] 18048->18080 18050 x14_9 <= 0.5 gini = 0.451 samples = 32 value = [11, 21] 18049->18050 18079 gini = 0.0 samples = 1 value = [1, 0] 18049->18079 18051 x7_SC <= 0.5 gini = 0.437 samples = 31 value = [10, 21] 18050->18051 18078 gini = 0.0 samples = 1 value = [1, 0] 18050->18078 18052 x5_Biological <= 0.5 gini = 0.42 samples = 30 value = [9, 21] 18051->18052 18077 gini = 0.0 samples = 1 value = [1, 0] 18051->18077 18053 x14_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 18052->18053 18058 x7_GA <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 18052->18058 18054 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18053->18054 18057 gini = 0.0 samples = 2 value = [2, 0] 18053->18057 18055 gini = 0.375 samples = 4 value = [1, 3] 18054->18055 18056 gini = 0.0 samples = 2 value = [0, 2] 18054->18056 18059 x14_1 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 18058->18059 18076 gini = 0.5 samples = 2 value = [1, 1] 18058->18076 18060 x14_5 <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 18059->18060 18075 gini = 0.0 samples = 1 value = [1, 0] 18059->18075 18061 gini = 0.0 samples = 2 value = [2, 0] 18060->18061 18062 x7_FL <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 18060->18062 18063 x7_IL <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 18062->18063 18074 gini = 0.0 samples = 7 value = [0, 7] 18062->18074 18064 x7_TX <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 18063->18064 18073 gini = 0.0 samples = 1 value = [0, 1] 18063->18073 18065 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 18064->18065 18072 gini = 0.5 samples = 2 value = [1, 1] 18064->18072 18066 x7_IN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18065->18066 18071 gini = 0.0 samples = 1 value = [0, 1] 18065->18071 18067 x7_UT <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18066->18067 18070 gini = 0.0 samples = 1 value = [0, 1] 18066->18070 18068 gini = 0.375 samples = 4 value = [1, 3] 18067->18068 18069 gini = 0.0 samples = 1 value = [0, 1] 18067->18069 18083 x7_NJ <= 0.5 gini = 0.377 samples = 163 value = [41, 122] 18082->18083 18142 gini = 0.0 samples = 1 value = [1, 0] 18082->18142 18084 x7_PA <= 0.5 gini = 0.36 samples = 157 value = [37, 120] 18083->18084 18139 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 18083->18139 18085 x13_2 <= 0.5 gini = 0.338 samples = 153 value = [33, 120] 18084->18085 18138 gini = 0.0 samples = 4 value = [4, 0] 18084->18138 18086 x4_Cash or cash equivalent <= 0.5 gini = 0.26 samples = 137 value = [21, 116] 18085->18086 18119 x7_AL <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 18085->18119 18087 x1_NJ <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 18086->18087 18094 x13_1 <= 0.5 gini = 0.098 samples = 116 value = [6, 110] 18086->18094 18088 x1_MA <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 18087->18088 18093 gini = 0.0 samples = 1 value = [1, 0] 18087->18093 18089 gini = 0.0 samples = 10 value = [10, 0] 18088->18089 18090 x17_other <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 18088->18090 18091 gini = 0.0 samples = 6 value = [0, 6] 18090->18091 18092 gini = 0.0 samples = 4 value = [4, 0] 18090->18092 18095 x7_AZ <= 0.5 gini = 0.083 samples = 115 value = [5, 110] 18094->18095 18118 gini = 0.0 samples = 1 value = [1, 0] 18094->18118 18096 x7_TN <= 0.5 gini = 0.085 samples = 113 value = [5, 108] 18095->18096 18117 gini = 0.0 samples = 2 value = [0, 2] 18095->18117 18097 x7_MO <= 0.5 gini = 0.069 samples = 112 value = [4, 108] 18096->18097 18116 gini = 0.0 samples = 1 value = [1, 0] 18096->18116 18098 x13_6 <= 0.5 gini = 0.07 samples = 110 value = [4, 106] 18097->18098 18115 gini = 0.0 samples = 2 value = [0, 2] 18097->18115 18099 x5_Drug <= 0.5 gini = 0.072 samples = 107 value = [4, 103] 18098->18099 18114 gini = 0.0 samples = 3 value = [0, 3] 18098->18114 18100 gini = 0.0 samples = 1 value = [1, 0] 18099->18100 18101 x7_IL <= 0.5 gini = 0.055 samples = 106 value = [3, 103] 18099->18101 18102 x11_1 <= 0.5 gini = 0.056 samples = 105 value = [3, 102] 18101->18102 18113 gini = 0.0 samples = 1 value = [0, 1] 18101->18113 18103 x7_NY <= 0.5 gini = 0.038 samples = 104 value = [2, 102] 18102->18103 18112 gini = 0.0 samples = 1 value = [1, 0] 18102->18112 18104 x10_580 <= 0.5 gini = 0.024 samples = 83 value = [1, 82] 18103->18104 18109 x1_MA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 18103->18109 18105 x11_30 <= 0.5 gini = 0.027 samples = 74 value = [1, 73] 18104->18105 18108 gini = 0.0 samples = 9 value = [0, 9] 18104->18108 18106 gini = 0.5 samples = 2 value = [1, 1] 18105->18106 18107 gini = 0.0 samples = 72 value = [0, 72] 18105->18107 18110 gini = 0.0 samples = 1 value = [1, 0] 18109->18110 18111 gini = 0.0 samples = 20 value = [0, 20] 18109->18111 18120 x7_CO <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 18119->18120 18137 gini = 0.5 samples = 2 value = [1, 1] 18119->18137 18121 x7_MD <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 18120->18121 18136 gini = 0.0 samples = 1 value = [1, 0] 18120->18136 18122 x1_PA <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 18121->18122 18135 gini = 0.0 samples = 1 value = [1, 0] 18121->18135 18123 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 18122->18123 18134 gini = 0.444 samples = 3 value = [1, 2] 18122->18134 18124 x1_NC <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18123->18124 18133 gini = 0.0 samples = 1 value = [1, 0] 18123->18133 18125 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 18124->18125 18132 gini = 0.0 samples = 1 value = [1, 0] 18124->18132 18126 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18125->18126 18131 gini = 0.0 samples = 1 value = [1, 0] 18125->18131 18127 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18126->18127 18130 gini = 0.0 samples = 1 value = [1, 0] 18126->18130 18128 gini = 0.0 samples = 4 value = [4, 0] 18127->18128 18129 gini = 0.0 samples = 1 value = [0, 1] 18127->18129 18140 gini = 0.0 samples = 2 value = [0, 2] 18139->18140 18141 gini = 0.0 samples = 4 value = [4, 0] 18139->18141 18144 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18143->18144 18147 gini = 0.0 samples = 1 value = [0, 1] 18143->18147 18145 gini = 0.0 samples = 1 value = [1, 0] 18144->18145 18146 gini = 0.0 samples = 5 value = [0, 5] 18144->18146 18149 x7_TX <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 18148->18149 18168 x5_Drug <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 18148->18168 18150 x7_AZ <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 18149->18150 18167 gini = 0.0 samples = 1 value = [1, 0] 18149->18167 18151 x7_MA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 18150->18151 18166 gini = 0.5 samples = 2 value = [1, 1] 18150->18166 18152 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 18151->18152 18165 gini = 0.0 samples = 1 value = [1, 0] 18151->18165 18153 x14_5 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 18152->18153 18164 gini = 0.0 samples = 4 value = [4, 0] 18152->18164 18154 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18153->18154 18163 gini = 0.0 samples = 1 value = [1, 0] 18153->18163 18155 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 18154->18155 18162 gini = 0.0 samples = 1 value = [1, 0] 18154->18162 18156 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18155->18156 18161 gini = 0.0 samples = 1 value = [1, 0] 18155->18161 18157 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18156->18157 18160 gini = 0.0 samples = 1 value = [1, 0] 18156->18160 18158 gini = 0.0 samples = 3 value = [3, 0] 18157->18158 18159 gini = 0.5 samples = 2 value = [1, 1] 18157->18159 18169 gini = 0.0 samples = 1 value = [1, 0] 18168->18169 18170 x14_12 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 18168->18170 18171 gini = 0.0 samples = 9 value = [9, 0] 18170->18171 18172 gini = 0.0 samples = 1 value = [0, 1] 18170->18172 18174 x0_France <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 18173->18174 18177 x15_Other <= 0.5 gini = 0.224 samples = 78 value = [68, 10] 18173->18177 18175 gini = 0.375 samples = 4 value = [3, 1] 18174->18175 18176 gini = 0.0 samples = 1 value = [0, 1] 18174->18176 18178 x11_0 <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 18177->18178 18191 x4_Cash or cash equivalent <= 0.5 gini = 0.124 samples = 60 value = [56, 4] 18177->18191 18179 x1_CA <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 18178->18179 18190 gini = 0.375 samples = 4 value = [3, 1] 18178->18190 18180 x15_ophthalmology <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 18179->18180 18189 gini = 0.0 samples = 2 value = [2, 0] 18179->18189 18181 x15_cns <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 18180->18181 18188 gini = 0.0 samples = 2 value = [0, 2] 18180->18188 18182 gini = 0.0 samples = 2 value = [2, 0] 18181->18182 18183 x7_FL <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 18181->18183 18184 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 18183->18184 18187 gini = 0.0 samples = 1 value = [0, 1] 18183->18187 18185 gini = 0.0 samples = 4 value = [4, 0] 18184->18185 18186 gini = 0.444 samples = 3 value = [1, 2] 18184->18186 18192 x11_10 <= 0.5 gini = 0.111 samples = 51 value = [48, 3] 18191->18192 18217 x1_MD <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 18191->18217 18193 x7_TN <= 0.5 gini = 0.113 samples = 50 value = [47, 3] 18192->18193 18216 gini = 0.0 samples = 1 value = [1, 0] 18192->18216 18194 x13_1 <= 0.5 gini = 0.08 samples = 48 value = [46, 2] 18193->18194 18215 gini = 0.5 samples = 2 value = [1, 1] 18193->18215 18195 x1_IN <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 18194->18195 18214 gini = 0.0 samples = 13 value = [13, 0] 18194->18214 18196 x11_2 <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 18195->18196 18213 gini = 0.0 samples = 1 value = [1, 0] 18195->18213 18197 log_spend <= 4.393 gini = 0.114 samples = 33 value = [31, 2] 18196->18197 18212 gini = 0.0 samples = 1 value = [1, 0] 18196->18212 18198 x7_AZ <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 18197->18198 18211 gini = 0.0 samples = 20 value = [20, 0] 18197->18211 18199 x1_MA <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 18198->18199 18210 gini = 0.0 samples = 1 value = [1, 0] 18198->18210 18200 x11_20 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 18199->18200 18209 gini = 0.0 samples = 4 value = [4, 0] 18199->18209 18201 x7_CT <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 18200->18201 18208 gini = 0.0 samples = 1 value = [1, 0] 18200->18208 18202 x5_Biological <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18201->18202 18207 gini = 0.0 samples = 1 value = [0, 1] 18201->18207 18203 log_spend <= 4.348 gini = 0.32 samples = 5 value = [4, 1] 18202->18203 18206 gini = 0.0 samples = 1 value = [1, 0] 18202->18206 18204 gini = 0.0 samples = 4 value = [4, 0] 18203->18204 18205 gini = 0.0 samples = 1 value = [0, 1] 18203->18205 18218 x5_Biological <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 18217->18218 18221 gini = 0.0 samples = 2 value = [2, 0] 18217->18221 18219 gini = 0.0 samples = 6 value = [6, 0] 18218->18219 18220 gini = 0.0 samples = 1 value = [0, 1] 18218->18220 18224 x1_CT <= 0.5 gini = 0.299 samples = 459 value = [375, 84] 18223->18224 18441 x7_MA <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 18223->18441 18225 x1_MA <= 0.5 gini = 0.301 samples = 455 value = [371, 84] 18224->18225 18440 gini = 0.0 samples = 4 value = [4, 0] 18224->18440 18226 x17_pfizer <= 0.5 gini = 0.315 samples = 317 value = [255, 62] 18225->18226 18355 x7_CT <= 0.5 gini = 0.268 samples = 138 value = [116, 22] 18225->18355 18227 x1_VA <= 0.5 gini = 0.315 samples = 316 value = [254, 62] 18226->18227 18354 gini = 0.0 samples = 1 value = [1, 0] 18226->18354 18228 x7_IN <= 0.5 gini = 0.318 samples = 312 value = [250, 62] 18227->18228 18353 gini = 0.0 samples = 4 value = [4, 0] 18227->18353 18229 x7_WI <= 0.5 gini = 0.323 samples = 306 value = [244, 62] 18228->18229 18352 gini = 0.0 samples = 6 value = [6, 0] 18228->18352 18230 x7_ME <= 0.5 gini = 0.301 samples = 298 value = [243, 55] 18229->18230 18349 x11_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 18229->18349 18231 x1_TX <= 0.5 gini = 0.303 samples = 296 value = [241, 55] 18230->18231 18348 gini = 0.0 samples = 2 value = [2, 0] 18230->18348 18232 x14_6 <= 0.5 gini = 0.311 samples = 286 value = [231, 55] 18231->18232 18347 gini = 0.0 samples = 10 value = [10, 0] 18231->18347 18233 x5_Medical Supply <= 0.5 gini = 0.319 samples = 251 value = [201, 50] 18232->18233 18334 x7_IL <= 0.5 gini = 0.245 samples = 35 value = [30, 5] 18232->18334 18234 x7_RI <= 0.5 gini = 0.322 samples = 248 value = [198, 50] 18233->18234 18333 gini = 0.0 samples = 3 value = [3, 0] 18233->18333 18235 x7_AZ <= 0.5 gini = 0.319 samples = 246 value = [197, 49] 18234->18235 18332 gini = 0.5 samples = 2 value = [1, 1] 18234->18332 18236 x11_1 <= 0.5 gini = 0.325 samples = 240 value = [191, 49] 18235->18236 18331 gini = 0.0 samples = 6 value = [6, 0] 18235->18331 18237 x4_In-kind items and services <= 0.5 gini = 0.371 samples = 195 value = [147, 48] 18236->18237 18328 x7_MD <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 18236->18328 18238 x11_60 <= 0.5 gini = 0.397 samples = 55 value = [15, 40] 18237->18238 18277 x7_GA <= 0.5 gini = 0.108 samples = 140 value = [132, 8] 18237->18277 18239 x14_8 <= 0.5 gini = 0.467 samples = 35 value = [13, 22] 18238->18239 18268 x7_TN <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 18238->18268 18240 x5_Drug <= 0.5 gini = 0.452 samples = 29 value = [10, 19] 18239->18240 18265 x1_NJ <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 18239->18265 18241 gini = 0.0 samples = 7 value = [0, 7] 18240->18241 18242 x17_janssen <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 18240->18242 18243 x7_NC <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 18242->18243 18264 gini = 0.0 samples = 1 value = [1, 0] 18242->18264 18244 x7_NM <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 18243->18244 18263 gini = 0.0 samples = 1 value = [0, 1] 18243->18263 18245 x14_4 <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 18244->18245 18262 gini = 0.0 samples = 3 value = [0, 3] 18244->18262 18246 x10_580 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 18245->18246 18261 gini = 0.0 samples = 1 value = [0, 1] 18245->18261 18247 x14_12 <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 18246->18247 18260 gini = 0.0 samples = 1 value = [1, 0] 18246->18260 18248 x7_FL <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 18247->18248 18259 gini = 0.0 samples = 1 value = [1, 0] 18247->18259 18249 x15_Other <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 18248->18249 18258 gini = 0.0 samples = 1 value = [0, 1] 18248->18258 18250 gini = 0.0 samples = 1 value = [1, 0] 18249->18250 18251 x1_NJ <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 18249->18251 18252 x11_0 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 18251->18252 18255 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18251->18255 18253 gini = 0.444 samples = 3 value = [2, 1] 18252->18253 18254 gini = 0.375 samples = 4 value = [3, 1] 18252->18254 18256 gini = 0.375 samples = 4 value = [1, 3] 18255->18256 18257 gini = 0.0 samples = 1 value = [0, 1] 18255->18257 18266 gini = 0.5 samples = 4 value = [2, 2] 18265->18266 18267 gini = 0.5 samples = 2 value = [1, 1] 18265->18267 18269 x14_11 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 18268->18269 18276 gini = 0.0 samples = 1 value = [0, 1] 18268->18276 18270 x7_KS <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 18269->18270 18275 gini = 0.444 samples = 3 value = [1, 2] 18269->18275 18271 x7_FL <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 18270->18271 18274 gini = 0.0 samples = 1 value = [0, 1] 18270->18274 18272 gini = 0.0 samples = 12 value = [0, 12] 18271->18272 18273 gini = 0.444 samples = 3 value = [1, 2] 18271->18273 18278 x7_PA <= 0.5 gini = 0.098 samples = 136 value = [129, 7] 18277->18278 18327 gini = 0.375 samples = 4 value = [3, 1] 18277->18327 18279 x1_WA <= 0.5 gini = 0.101 samples = 131 value = [124, 7] 18278->18279 18326 gini = 0.0 samples = 5 value = [5, 0] 18278->18326 18280 log_spend <= 4.589 gini = 0.102 samples = 130 value = [123, 7] 18279->18280 18325 gini = 0.0 samples = 1 value = [1, 0] 18279->18325 18281 x7_NC <= 0.5 gini = 0.195 samples = 64 value = [57, 7] 18280->18281 18324 gini = 0.0 samples = 66 value = [66, 0] 18280->18324 18282 x1_NY <= 0.5 gini = 0.203 samples = 61 value = [54, 7] 18281->18282 18323 gini = 0.0 samples = 3 value = [3, 0] 18281->18323 18283 x17_other <= 0.5 gini = 0.18 samples = 60 value = [54, 6] 18282->18283 18322 gini = 0.0 samples = 1 value = [0, 1] 18282->18322 18284 x7_KS <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18283->18284 18287 x5_Biological <= 0.5 gini = 0.07 samples = 55 value = [53, 2] 18283->18287 18285 gini = 0.375 samples = 4 value = [1, 3] 18284->18285 18286 gini = 0.0 samples = 1 value = [0, 1] 18284->18286 18288 x1_MD <= 0.5 gini = 0.078 samples = 49 value = [47, 2] 18287->18288 18321 gini = 0.0 samples = 6 value = [6, 0] 18287->18321 18289 x7_AA <= 0.5 gini = 0.093 samples = 41 value = [39, 2] 18288->18289 18320 gini = 0.0 samples = 8 value = [8, 0] 18288->18320 18290 x7_TN <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 18289->18290 18319 gini = 0.0 samples = 1 value = [1, 0] 18289->18319 18291 x1_PA <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 18290->18291 18318 gini = 0.0 samples = 3 value = [3, 0] 18290->18318 18292 x14_1 <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 18291->18292 18317 gini = 0.0 samples = 2 value = [2, 0] 18291->18317 18293 x15_ophthalmology <= 0.5 gini = 0.111 samples = 34 value = [32, 2] 18292->18293 18316 gini = 0.0 samples = 1 value = [1, 0] 18292->18316 18294 x7_MN <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 18293->18294 18315 gini = 0.0 samples = 5 value = [5, 0] 18293->18315 18295 x7_VA <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 18294->18295 18314 gini = 0.5 samples = 2 value = [1, 1] 18294->18314 18296 x11_3 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 18295->18296 18313 gini = 0.0 samples = 2 value = [2, 0] 18295->18313 18297 x11_20 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 18296->18297 18312 gini = 0.0 samples = 1 value = [1, 0] 18296->18312 18298 x7_MS <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 18297->18298 18311 gini = 0.0 samples = 2 value = [2, 0] 18297->18311 18299 x11_0 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 18298->18299 18310 gini = 0.0 samples = 1 value = [1, 0] 18298->18310 18300 gini = 0.0 samples = 7 value = [7, 0] 18299->18300 18301 x7_HI <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 18299->18301 18302 x7_MD <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 18301->18302 18309 gini = 0.0 samples = 1 value = [1, 0] 18301->18309 18303 x7_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 18302->18303 18308 gini = 0.0 samples = 1 value = [1, 0] 18302->18308 18304 x7_MA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 18303->18304 18307 gini = 0.0 samples = 2 value = [2, 0] 18303->18307 18305 gini = 0.0 samples = 9 value = [9, 0] 18304->18305 18306 gini = 0.0 samples = 1 value = [0, 1] 18304->18306 18329 gini = 0.0 samples = 43 value = [43, 0] 18328->18329 18330 gini = 0.5 samples = 2 value = [1, 1] 18328->18330 18335 x1_CA <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 18334->18335 18346 gini = 0.0 samples = 2 value = [2, 0] 18334->18346 18336 x1_NC <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 18335->18336 18345 gini = 0.0 samples = 5 value = [5, 0] 18335->18345 18337 x4_In-kind items and services <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 18336->18337 18344 gini = 0.0 samples = 2 value = [2, 0] 18336->18344 18338 gini = 0.5 samples = 4 value = [2, 2] 18337->18338 18339 x7_NY <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 18337->18339 18340 x1_NY <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 18339->18340 18343 gini = 0.0 samples = 1 value = [1, 0] 18339->18343 18341 gini = 0.0 samples = 18 value = [18, 0] 18340->18341 18342 gini = 0.0 samples = 3 value = [0, 3] 18340->18342 18350 gini = 0.0 samples = 7 value = [0, 7] 18349->18350 18351 gini = 0.0 samples = 1 value = [1, 0] 18349->18351 18356 x7_MN <= 0.5 gini = 0.274 samples = 134 value = [112, 22] 18355->18356 18439 gini = 0.0 samples = 4 value = [4, 0] 18355->18439 18357 x7_FL <= 0.5 gini = 0.257 samples = 132 value = [112, 20] 18356->18357 18438 gini = 0.0 samples = 2 value = [0, 2] 18356->18438 18358 x11_10 <= 0.5 gini = 0.259 samples = 111 value = [94, 17] 18357->18358 18427 x14_10 <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 18357->18427 18359 x11_1 <= 0.5 gini = 0.233 samples = 104 value = [90, 14] 18358->18359 18420 x14_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 18358->18420 18360 x15_cns <= 0.5 gini = 0.175 samples = 62 value = [56, 6] 18359->18360 18393 x7_LA <= 0.5 gini = 0.308 samples = 42 value = [34, 8] 18359->18393 18361 log_spend <= 4.625 gini = 0.105 samples = 36 value = [34, 2] 18360->18361 18370 x7_MO <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 18360->18370 18362 x14_2 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 18361->18362 18369 gini = 0.0 samples = 18 value = [18, 0] 18361->18369 18363 x7_OR <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 18362->18363 18368 gini = 0.0 samples = 1 value = [0, 1] 18362->18368 18364 x7_MI <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 18363->18364 18367 gini = 0.0 samples = 1 value = [1, 0] 18363->18367 18365 gini = 0.0 samples = 15 value = [15, 0] 18364->18365 18366 gini = 0.0 samples = 1 value = [0, 1] 18364->18366 18371 x14_9 <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 18370->18371 18392 gini = 0.0 samples = 1 value = [1, 0] 18370->18392 18372 x7_LA <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 18371->18372 18391 gini = 0.0 samples = 4 value = [4, 0] 18371->18391 18373 x7_PA <= 0.5 gini = 0.32 samples = 20 value = [16, 4] 18372->18373 18390 gini = 0.0 samples = 1 value = [1, 0] 18372->18390 18374 x14_8 <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 18373->18374 18389 gini = 0.0 samples = 2 value = [2, 0] 18373->18389 18375 x14_2 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18374->18375 18388 gini = 0.444 samples = 3 value = [1, 2] 18374->18388 18376 x14_1 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 18375->18376 18387 gini = 0.0 samples = 2 value = [2, 0] 18375->18387 18377 x7_AZ <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 18376->18377 18386 gini = 0.0 samples = 1 value = [1, 0] 18376->18386 18378 x14_10 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18377->18378 18385 gini = 0.0 samples = 1 value = [1, 0] 18377->18385 18379 x4_Cash or cash equivalent <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 18378->18379 18384 gini = 0.0 samples = 2 value = [2, 0] 18378->18384 18380 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18379->18380 18383 gini = 0.0 samples = 1 value = [0, 1] 18379->18383 18381 gini = 0.0 samples = 6 value = [6, 0] 18380->18381 18382 gini = 0.5 samples = 2 value = [1, 1] 18380->18382 18394 x7_MA <= 0.5 gini = 0.32 samples = 40 value = [32, 8] 18393->18394 18419 gini = 0.0 samples = 2 value = [2, 0] 18393->18419 18395 x7_OH <= 0.5 gini = 0.332 samples = 38 value = [30, 8] 18394->18395 18418 gini = 0.0 samples = 2 value = [2, 0] 18394->18418 18396 x7_MT <= 0.5 gini = 0.346 samples = 36 value = [28, 8] 18395->18396 18417 gini = 0.0 samples = 2 value = [2, 0] 18395->18417 18397 x7_NJ <= 0.5 gini = 0.353 samples = 35 value = [27, 8] 18396->18397 18416 gini = 0.0 samples = 1 value = [1, 0] 18396->18416 18398 x14_4 <= 0.5 gini = 0.367 samples = 33 value = [25, 8] 18397->18398 18415 gini = 0.0 samples = 2 value = [2, 0] 18397->18415 18399 x14_3 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 18398->18399 18412 log_spend <= 4.621 gini = 0.219 samples = 8 value = [1, 7] 18398->18412 18400 x14_10 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 18399->18400 18411 gini = 0.0 samples = 1 value = [1, 0] 18399->18411 18401 x7_OR <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 18400->18401 18410 gini = 0.0 samples = 6 value = [6, 0] 18400->18410 18402 x5_Drug <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 18401->18402 18409 gini = 0.0 samples = 1 value = [1, 0] 18401->18409 18403 gini = 0.0 samples = 2 value = [2, 0] 18402->18403 18404 log_spend <= 4.4 gini = 0.124 samples = 15 value = [14, 1] 18402->18404 18405 log_spend <= 4.309 gini = 0.32 samples = 5 value = [4, 1] 18404->18405 18408 gini = 0.0 samples = 10 value = [10, 0] 18404->18408 18406 gini = 0.0 samples = 4 value = [4, 0] 18405->18406 18407 gini = 0.0 samples = 1 value = [0, 1] 18405->18407 18413 gini = 0.444 samples = 3 value = [1, 2] 18412->18413 18414 gini = 0.0 samples = 5 value = [0, 5] 18412->18414 18421 x14_1 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 18420->18421 18426 gini = 0.0 samples = 1 value = [1, 0] 18420->18426 18422 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 18421->18422 18425 gini = 0.0 samples = 1 value = [1, 0] 18421->18425 18423 gini = 0.444 samples = 3 value = [2, 1] 18422->18423 18424 gini = 0.0 samples = 2 value = [0, 2] 18422->18424 18428 x11_30 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 18427->18428 18437 gini = 0.0 samples = 2 value = [2, 0] 18427->18437 18429 gini = 0.0 samples = 11 value = [11, 0] 18428->18429 18430 x14_3 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 18428->18430 18431 x14_6 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 18430->18431 18436 gini = 0.0 samples = 1 value = [1, 0] 18430->18436 18432 x14_7 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 18431->18432 18435 gini = 0.5 samples = 2 value = [1, 1] 18431->18435 18433 gini = 0.5 samples = 4 value = [2, 2] 18432->18433 18434 gini = 0.0 samples = 1 value = [1, 0] 18432->18434 18442 x7_NY <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 18441->18442 18451 gini = 0.0 samples = 1 value = [1, 0] 18441->18451 18443 x7_OH <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 18442->18443 18450 gini = 0.0 samples = 2 value = [2, 0] 18442->18450 18444 x11_0 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 18443->18444 18449 gini = 0.0 samples = 3 value = [3, 0] 18443->18449 18445 gini = 0.444 samples = 3 value = [2, 1] 18444->18445 18446 log_spend <= 4.616 gini = 0.48 samples = 5 value = [2, 3] 18444->18446 18447 gini = 0.0 samples = 3 value = [0, 3] 18446->18447 18448 gini = 0.0 samples = 2 value = [2, 0] 18446->18448 18453 x7_KS <= 0.5 gini = 0.492 samples = 130 value = [73, 57] 18452->18453 18538 gini = 0.0 samples = 1 value = [1, 0] 18452->18538 18454 x5_Biological <= 0.5 gini = 0.491 samples = 129 value = [73, 56] 18453->18454 18537 gini = 0.0 samples = 1 value = [0, 1] 18453->18537 18455 x14_5 <= 0.5 gini = 0.45 samples = 82 value = [54, 28] 18454->18455 18510 x7_OH <= 0.5 gini = 0.482 samples = 47 value = [19, 28] 18454->18510 18456 x7_GA <= 0.5 gini = 0.455 samples = 77 value = [50, 27] 18455->18456 18507 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18455->18507 18457 x15_Other <= 0.5 gini = 0.461 samples = 75 value = [48, 27] 18456->18457 18506 gini = 0.0 samples = 2 value = [2, 0] 18456->18506 18458 gini = 0.0 samples = 11 value = [11, 0] 18457->18458 18459 x4_In-kind items and services <= 0.5 gini = 0.488 samples = 64 value = [37, 27] 18457->18459 18460 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 18459->18460 18473 x13_4 <= 0.5 gini = 0.298 samples = 44 value = [36, 8] 18459->18473 18461 x7_NY <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 18460->18461 18472 gini = 0.0 samples = 2 value = [0, 2] 18460->18472 18462 x7_NC <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 18461->18462 18471 gini = 0.0 samples = 2 value = [0, 2] 18461->18471 18463 log_spend <= 4.323 gini = 0.124 samples = 15 value = [1, 14] 18462->18463 18470 gini = 0.0 samples = 1 value = [0, 1] 18462->18470 18464 gini = 0.0 samples = 9 value = [0, 9] 18463->18464 18465 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18463->18465 18466 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18465->18466 18469 gini = 0.0 samples = 1 value = [0, 1] 18465->18469 18467 gini = 0.375 samples = 4 value = [1, 3] 18466->18467 18468 gini = 0.0 samples = 1 value = [0, 1] 18466->18468 18474 x7_MI <= 0.5 gini = 0.224 samples = 39 value = [34, 5] 18473->18474 18503 x11_30 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 18473->18503 18475 x7_FL <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 18474->18475 18502 gini = 0.0 samples = 3 value = [3, 0] 18474->18502 18476 x7_MS <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 18475->18476 18501 gini = 0.0 samples = 3 value = [3, 0] 18475->18501 18477 x14_10 <= 0.5 gini = 0.264 samples = 32 value = [27, 5] 18476->18477 18500 gini = 0.0 samples = 1 value = [1, 0] 18476->18500 18478 x7_UT <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 18477->18478 18499 gini = 0.5 samples = 2 value = [1, 1] 18477->18499 18479 x7_ME <= 0.5 gini = 0.252 samples = 27 value = [23, 4] 18478->18479 18498 gini = 0.0 samples = 3 value = [3, 0] 18478->18498 18480 x14_6 <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 18479->18480 18497 gini = 0.0 samples = 1 value = [1, 0] 18479->18497 18481 x14_9 <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 18480->18481 18496 gini = 0.0 samples = 4 value = [4, 0] 18480->18496 18482 x13_2 <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 18481->18482 18495 gini = 0.0 samples = 1 value = [1, 0] 18481->18495 18483 x14_8 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18482->18483 18492 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 18482->18492 18484 x7_TX <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 18483->18484 18491 gini = 0.0 samples = 2 value = [2, 0] 18483->18491 18485 x13_6 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18484->18485 18490 gini = 0.0 samples = 2 value = [2, 0] 18484->18490 18486 x13_0 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 18485->18486 18489 gini = 0.0 samples = 1 value = [1, 0] 18485->18489 18487 gini = 0.0 samples = 6 value = [6, 0] 18486->18487 18488 gini = 0.5 samples = 4 value = [2, 2] 18486->18488 18493 gini = 0.5 samples = 4 value = [2, 2] 18492->18493 18494 gini = 0.0 samples = 2 value = [2, 0] 18492->18494 18504 gini = 0.0 samples = 1 value = [1, 0] 18503->18504 18505 gini = 0.375 samples = 4 value = [1, 3] 18503->18505 18508 gini = 0.375 samples = 4 value = [3, 1] 18507->18508 18509 gini = 0.0 samples = 1 value = [1, 0] 18507->18509 18511 x7_MD <= 0.5 gini = 0.485 samples = 46 value = [19, 27] 18510->18511 18536 gini = 0.0 samples = 1 value = [0, 1] 18510->18536 18512 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 45 value = [18, 27] 18511->18512 18535 gini = 0.0 samples = 1 value = [1, 0] 18511->18535 18513 x14_1 <= 0.5 gini = 0.492 samples = 32 value = [18, 14] 18512->18513 18534 gini = 0.0 samples = 13 value = [0, 13] 18512->18534 18514 x7_NY <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 18513->18514 18533 gini = 0.0 samples = 6 value = [0, 6] 18513->18533 18515 x7_FL <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 18514->18515 18528 x14_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 18514->18528 18516 x7_MT <= 0.5 gini = 0.432 samples = 19 value = [13, 6] 18515->18516 18527 gini = 0.0 samples = 1 value = [1, 0] 18515->18527 18517 x14_9 <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 18516->18517 18526 gini = 0.0 samples = 1 value = [1, 0] 18516->18526 18518 x7_CT <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 18517->18518 18525 gini = 0.444 samples = 3 value = [1, 2] 18517->18525 18519 x13_4 <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 18518->18519 18524 gini = 0.0 samples = 1 value = [1, 0] 18518->18524 18520 x14_4 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 18519->18520 18523 gini = 0.0 samples = 4 value = [4, 0] 18519->18523 18521 gini = 0.0 samples = 6 value = [6, 0] 18520->18521 18522 gini = 0.0 samples = 4 value = [0, 4] 18520->18522 18529 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 18528->18529 18532 gini = 0.0 samples = 1 value = [1, 0] 18528->18532 18530 gini = 0.444 samples = 3 value = [2, 1] 18529->18530 18531 gini = 0.5 samples = 2 value = [1, 1] 18529->18531 18542 x11_30 <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 18541->18542 18555 x11_15 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 18541->18555 18543 x13_1 <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 18542->18543 18552 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 18542->18552 18544 x11_2 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 18543->18544 18549 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18543->18549 18545 x5_Drug <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 18544->18545 18548 gini = 0.0 samples = 3 value = [3, 0] 18544->18548 18546 gini = 0.444 samples = 3 value = [2, 1] 18545->18546 18547 gini = 0.0 samples = 14 value = [14, 0] 18545->18547 18550 gini = 0.375 samples = 4 value = [3, 1] 18549->18550 18551 gini = 0.0 samples = 1 value = [1, 0] 18549->18551 18553 gini = 0.375 samples = 4 value = [3, 1] 18552->18553 18554 gini = 0.0 samples = 1 value = [0, 1] 18552->18554 18556 x15_cns <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 18555->18556 18561 gini = 0.0 samples = 1 value = [1, 0] 18555->18561 18557 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18556->18557 18560 gini = 0.0 samples = 1 value = [0, 1] 18556->18560 18558 gini = 0.0 samples = 3 value = [3, 0] 18557->18558 18559 gini = 0.5 samples = 2 value = [1, 1] 18557->18559 18563 x13_6 <= 0.5 gini = 0.498 samples = 53 value = [25, 28] 18562->18563 18596 gini = 0.0 samples = 2 value = [0, 2] 18562->18596 18564 x14_1 <= 0.5 gini = 0.499 samples = 52 value = [25, 27] 18563->18564 18595 gini = 0.0 samples = 1 value = [0, 1] 18563->18595 18565 x15_neurology <= 0.5 gini = 0.498 samples = 51 value = [24, 27] 18564->18565 18594 gini = 0.0 samples = 1 value = [1, 0] 18564->18594 18566 x17_pfizer <= 0.5 gini = 0.456 samples = 37 value = [24, 13] 18565->18566 18593 gini = 0.0 samples = 14 value = [0, 14] 18565->18593 18567 x15_ophthalmology <= 0.5 gini = 0.397 samples = 33 value = [24, 9] 18566->18567 18592 gini = 0.0 samples = 4 value = [0, 4] 18566->18592 18568 x13_2 <= 0.5 gini = 0.404 samples = 32 value = [23, 9] 18567->18568 18591 gini = 0.0 samples = 1 value = [1, 0] 18567->18591 18569 x15_Other <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 18568->18569 18584 x14_6 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18568->18584 18570 x11_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18569->18570 18575 x13_1 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18569->18575 18571 x15_cns <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18570->18571 18574 gini = 0.0 samples = 1 value = [0, 1] 18570->18574 18572 gini = 0.444 samples = 3 value = [1, 2] 18571->18572 18573 gini = 0.0 samples = 2 value = [0, 2] 18571->18573 18576 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 18575->18576 18583 gini = 0.375 samples = 4 value = [3, 1] 18575->18583 18577 x12_100000000108 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 18576->18577 18582 gini = 0.0 samples = 1 value = [1, 0] 18576->18582 18578 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 18577->18578 18581 gini = 0.0 samples = 1 value = [1, 0] 18577->18581 18579 gini = 0.5 samples = 2 value = [1, 1] 18578->18579 18580 gini = 0.0 samples = 7 value = [7, 0] 18578->18580 18585 x1_MA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 18584->18585 18590 gini = 0.5 samples = 2 value = [1, 1] 18584->18590 18586 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18585->18586 18589 gini = 0.0 samples = 4 value = [4, 0] 18585->18589 18587 gini = 0.0 samples = 1 value = [0, 1] 18586->18587 18588 gini = 0.0 samples = 4 value = [4, 0] 18586->18588 18599 x1_NC <= 0.5 gini = 0.158 samples = 185 value = [169, 16] 18598->18599 18642 gini = 0.0 samples = 7 value = [7, 0] 18598->18642 18600 x14_2 <= 0.5 gini = 0.166 samples = 175 value = [159, 16] 18599->18600 18641 gini = 0.0 samples = 10 value = [10, 0] 18599->18641 18601 x12_100000000286 <= 0.5 gini = 0.154 samples = 167 value = [153, 14] 18600->18601 18636 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 18600->18636 18602 x7_TN <= 0.5 gini = 0.182 samples = 99 value = [89, 10] 18601->18602 18629 x14_10 <= 0.5 gini = 0.111 samples = 68 value = [64, 4] 18601->18629 18603 x1_NY <= 0.5 gini = 0.185 samples = 97 value = [87, 10] 18602->18603 18628 gini = 0.0 samples = 2 value = [2, 0] 18602->18628 18604 x9_78 <= 0.5 gini = 0.104 samples = 91 value = [86, 5] 18603->18604 18625 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18603->18625 18605 x4_In-kind items and services <= 0.5 gini = 0.105 samples = 90 value = [85, 5] 18604->18605 18624 gini = 0.0 samples = 1 value = [1, 0] 18604->18624 18606 x13_2 <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 18605->18606 18623 gini = 0.0 samples = 67 value = [67, 0] 18605->18623 18607 x1_MA <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 18606->18607 18622 gini = 0.0 samples = 3 value = [3, 0] 18606->18622 18608 x14_12 <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 18607->18608 18621 gini = 0.0 samples = 2 value = [2, 0] 18607->18621 18609 x1_PA <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 18608->18609 18620 gini = 0.375 samples = 4 value = [3, 1] 18608->18620 18610 x11_0 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 18609->18610 18619 gini = 0.0 samples = 6 value = [6, 0] 18609->18619 18611 gini = 0.0 samples = 1 value = [0, 1] 18610->18611 18612 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 18610->18612 18613 x7_KY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 18612->18613 18618 gini = 0.0 samples = 1 value = [1, 0] 18612->18618 18614 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 18613->18614 18617 gini = 0.0 samples = 1 value = [1, 0] 18613->18617 18615 gini = 0.375 samples = 4 value = [1, 3] 18614->18615 18616 gini = 0.0 samples = 1 value = [1, 0] 18614->18616 18626 gini = 0.0 samples = 5 value = [0, 5] 18625->18626 18627 gini = 0.0 samples = 1 value = [1, 0] 18625->18627 18630 x14_12 <= 0.5 gini = 0.135 samples = 55 value = [51, 4] 18629->18630 18635 gini = 0.0 samples = 13 value = [13, 0] 18629->18635 18631 gini = 0.0 samples = 50 value = [50, 0] 18630->18631 18632 x7_CO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18630->18632 18633 gini = 0.444 samples = 3 value = [1, 2] 18632->18633 18634 gini = 0.0 samples = 2 value = [0, 2] 18632->18634 18637 x1_NJ <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 18636->18637 18640 gini = 0.0 samples = 3 value = [3, 0] 18636->18640 18638 gini = 0.0 samples = 1 value = [0, 1] 18637->18638 18639 gini = 0.375 samples = 4 value = [3, 1] 18637->18639 18644 x7_AR <= 0.5 gini = 0.326 samples = 293 value = [60, 233] 18643->18644 18775 x14_6 <= 0.5 gini = 0.192 samples = 65 value = [58, 7] 18643->18775 18645 x13_2 <= 0.5 gini = 0.327 samples = 292 value = [60, 232] 18644->18645 18774 gini = 0.0 samples = 1 value = [0, 1] 18644->18774 18646 x11_90 <= 0.5 gini = 0.305 samples = 229 value = [43, 186] 18645->18646 18745 x11_1 <= 0.5 gini = 0.394 samples = 63 value = [17, 46] 18645->18745 18647 x12_100000000053 <= 0.5 gini = 0.277 samples = 223 value = [37, 186] 18646->18647 18744 gini = 0.0 samples = 6 value = [6, 0] 18646->18744 18648 x7_TX <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 18647->18648 18661 x7_OK <= 0.5 gini = 0.17 samples = 203 value = [19, 184] 18647->18661 18649 x7_MO <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 18648->18649 18660 gini = 0.0 samples = 4 value = [4, 0] 18648->18660 18650 x14_11 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18649->18650 18659 gini = 0.0 samples = 1 value = [1, 0] 18649->18659 18651 x7_MD <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 18650->18651 18658 gini = 0.0 samples = 2 value = [2, 0] 18650->18658 18652 x7_AL <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 18651->18652 18657 gini = 0.0 samples = 1 value = [1, 0] 18651->18657 18653 x4_Cash or cash equivalent <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 18652->18653 18656 gini = 0.0 samples = 1 value = [0, 1] 18652->18656 18654 gini = 0.0 samples = 10 value = [10, 0] 18653->18654 18655 gini = 0.0 samples = 1 value = [0, 1] 18653->18655 18662 x14_2 <= 0.5 gini = 0.17 samples = 202 value = [19, 183] 18661->18662 18743 gini = 0.0 samples = 1 value = [0, 1] 18661->18743 18663 x7_SD <= 0.5 gini = 0.178 samples = 172 value = [17, 155] 18662->18663 18728 x13_4 <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 18662->18728 18664 x7_ND <= 0.5 gini = 0.179 samples = 171 value = [17, 154] 18663->18664 18727 gini = 0.0 samples = 1 value = [0, 1] 18663->18727 18665 x7_NE <= 0.5 gini = 0.186 samples = 164 value = [17, 147] 18664->18665 18726 gini = 0.0 samples = 7 value = [0, 7] 18664->18726 18666 x14_3 <= 0.5 gini = 0.177 samples = 163 value = [16, 147] 18665->18666 18725 gini = 0.0 samples = 1 value = [1, 0] 18665->18725 18667 x13_4 <= 0.5 gini = 0.199 samples = 143 value = [16, 127] 18666->18667 18724 gini = 0.0 samples = 20 value = [0, 20] 18666->18724 18668 x4_Cash or cash equivalent <= 0.5 gini = 0.229 samples = 114 value = [15, 99] 18667->18668 18713 x14_7 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 18667->18713 18669 x13_3 <= 0.5 gini = 0.227 samples = 107 value = [14, 93] 18668->18669 18708 x7_KY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 18668->18708 18670 log_spend <= 4.274 gini = 0.163 samples = 67 value = [6, 61] 18669->18670 18685 x7_OR <= 0.5 gini = 0.32 samples = 40 value = [8, 32] 18669->18685 18671 gini = 0.0 samples = 54 value = [0, 54] 18670->18671 18672 log_spend <= 4.845 gini = 0.497 samples = 13 value = [6, 7] 18670->18672 18673 x7_CT <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 18672->18673 18684 gini = 0.0 samples = 2 value = [0, 2] 18672->18684 18674 x7_FL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 18673->18674 18683 gini = 0.0 samples = 1 value = [1, 0] 18673->18683 18675 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 18674->18675 18682 gini = 0.444 samples = 3 value = [2, 1] 18674->18682 18676 x7_PR <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 18675->18676 18681 gini = 0.0 samples = 1 value = [1, 0] 18675->18681 18677 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 18676->18677 18680 gini = 0.0 samples = 1 value = [0, 1] 18676->18680 18678 gini = 0.0 samples = 2 value = [2, 0] 18677->18678 18679 gini = 0.0 samples = 3 value = [0, 3] 18677->18679 18686 x14_8 <= 0.5 gini = 0.332 samples = 38 value = [8, 30] 18685->18686 18707 gini = 0.0 samples = 2 value = [0, 2] 18685->18707 18687 log_spend <= 4.523 gini = 0.366 samples = 29 value = [7, 22] 18686->18687 18700 x7_FL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 18686->18700 18688 x7_FL <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 18687->18688 18697 log_spend <= 4.734 gini = 0.375 samples = 8 value = [6, 2] 18687->18697 18689 x7_PR <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 18688->18689 18696 gini = 0.0 samples = 2 value = [0, 2] 18688->18696 18690 x7_ME <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 18689->18690 18695 gini = 0.0 samples = 1 value = [0, 1] 18689->18695 18691 log_spend <= 4.203 gini = 0.111 samples = 17 value = [1, 16] 18690->18691 18694 gini = 0.0 samples = 1 value = [0, 1] 18690->18694 18692 gini = 0.0 samples = 13 value = [0, 13] 18691->18692 18693 gini = 0.375 samples = 4 value = [1, 3] 18691->18693 18698 gini = 0.0 samples = 4 value = [4, 0] 18697->18698 18699 gini = 0.5 samples = 4 value = [2, 2] 18697->18699 18701 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18700->18701 18706 gini = 0.0 samples = 3 value = [0, 3] 18700->18706 18702 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18701->18702 18705 gini = 0.0 samples = 1 value = [0, 1] 18701->18705 18703 gini = 0.5 samples = 2 value = [1, 1] 18702->18703 18704 gini = 0.0 samples = 3 value = [0, 3] 18702->18704 18709 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18708->18709 18712 gini = 0.0 samples = 1 value = [0, 1] 18708->18712 18710 gini = 0.0 samples = 2 value = [0, 2] 18709->18710 18711 gini = 0.375 samples = 4 value = [1, 3] 18709->18711 18714 x7_OH <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 18713->18714 18723 gini = 0.0 samples = 6 value = [0, 6] 18713->18723 18715 log_spend <= 3.997 gini = 0.087 samples = 22 value = [1, 21] 18714->18715 18722 gini = 0.0 samples = 1 value = [0, 1] 18714->18722 18716 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 18715->18716 18721 gini = 0.0 samples = 11 value = [0, 11] 18715->18721 18717 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 18716->18717 18720 gini = 0.0 samples = 2 value = [0, 2] 18716->18720 18718 gini = 0.0 samples = 8 value = [0, 8] 18717->18718 18719 gini = 0.0 samples = 1 value = [1, 0] 18717->18719 18729 x7_TX <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 18728->18729 18742 gini = 0.0 samples = 7 value = [0, 7] 18728->18742 18730 x13_1 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 18729->18730 18741 gini = 0.0 samples = 4 value = [0, 4] 18729->18741 18731 x7_PA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 18730->18731 18738 x7_PR <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18730->18738 18732 x7_NY <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 18731->18732 18737 gini = 0.0 samples = 1 value = [0, 1] 18731->18737 18733 log_spend <= 4.527 gini = 0.153 samples = 12 value = [1, 11] 18732->18733 18736 gini = 0.0 samples = 1 value = [0, 1] 18732->18736 18734 gini = 0.0 samples = 8 value = [0, 8] 18733->18734 18735 gini = 0.375 samples = 4 value = [1, 3] 18733->18735 18739 gini = 0.375 samples = 4 value = [1, 3] 18738->18739 18740 gini = 0.0 samples = 1 value = [0, 1] 18738->18740 18746 x14_10 <= 0.5 gini = 0.344 samples = 59 value = [13, 46] 18745->18746 18773 gini = 0.0 samples = 4 value = [4, 0] 18745->18773 18747 x7_IL <= 0.5 gini = 0.274 samples = 55 value = [9, 46] 18746->18747 18772 gini = 0.0 samples = 4 value = [4, 0] 18746->18772 18748 x7_NJ <= 0.5 gini = 0.252 samples = 54 value = [8, 46] 18747->18748 18771 gini = 0.0 samples = 1 value = [1, 0] 18747->18771 18749 x9_0 <= 0.5 gini = 0.229 samples = 53 value = [7, 46] 18748->18749 18770 gini = 0.0 samples = 1 value = [1, 0] 18748->18770 18750 x7_PR <= 0.5 gini = 0.15 samples = 49 value = [4, 45] 18749->18750 18769 gini = 0.375 samples = 4 value = [3, 1] 18749->18769 18751 x7_TX <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 18750->18751 18764 x14_5 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 18750->18764 18752 x7_FL <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 18751->18752 18763 gini = 0.0 samples = 7 value = [0, 7] 18751->18763 18753 x7_IN <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 18752->18753 18762 gini = 0.0 samples = 8 value = [0, 8] 18752->18762 18754 x7_WI <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 18753->18754 18761 gini = 0.0 samples = 3 value = [0, 3] 18753->18761 18755 x14_3 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 18754->18755 18760 gini = 0.0 samples = 4 value = [0, 4] 18754->18760 18756 x7_MA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 18755->18756 18759 gini = 0.5 samples = 2 value = [1, 1] 18755->18759 18757 gini = 0.0 samples = 9 value = [0, 9] 18756->18757 18758 gini = 0.0 samples = 1 value = [1, 0] 18756->18758 18765 x14_6 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 18764->18765 18768 gini = 0.0 samples = 1 value = [1, 0] 18764->18768 18766 gini = 0.0 samples = 11 value = [0, 11] 18765->18766 18767 gini = 0.444 samples = 3 value = [1, 2] 18765->18767 18776 x13_4 <= 0.5 gini = 0.212 samples = 58 value = [51, 7] 18775->18776 18807 gini = 0.0 samples = 7 value = [7, 0] 18775->18807 18777 x1_CA <= 0.5 gini = 0.191 samples = 56 value = [50, 6] 18776->18777 18806 gini = 0.5 samples = 2 value = [1, 1] 18776->18806 18778 x14_9 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 18777->18778 18791 x14_1 <= 0.5 gini = 0.224 samples = 39 value = [34, 5] 18777->18791 18779 x13_3 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 18778->18779 18790 gini = 0.0 samples = 3 value = [3, 0] 18778->18790 18780 gini = 0.0 samples = 6 value = [6, 0] 18779->18780 18781 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18779->18781 18782 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 18781->18782 18789 gini = 0.0 samples = 1 value = [1, 0] 18781->18789 18783 x11_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18782->18783 18788 gini = 0.0 samples = 1 value = [1, 0] 18782->18788 18784 x5_Biological <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18783->18784 18787 gini = 0.0 samples = 1 value = [1, 0] 18783->18787 18785 gini = 0.444 samples = 3 value = [2, 1] 18784->18785 18786 gini = 0.0 samples = 2 value = [2, 0] 18784->18786 18792 x14_5 <= 0.5 gini = 0.234 samples = 37 value = [32, 5] 18791->18792 18805 gini = 0.0 samples = 2 value = [2, 0] 18791->18805 18793 x13_1 <= 0.5 gini = 0.225 samples = 31 value = [27, 4] 18792->18793 18800 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18792->18800 18794 log_spend <= 3.753 gini = 0.287 samples = 23 value = [19, 4] 18793->18794 18799 gini = 0.0 samples = 8 value = [8, 0] 18793->18799 18795 gini = 0.0 samples = 2 value = [0, 2] 18794->18795 18796 x14_12 <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 18794->18796 18797 gini = 0.0 samples = 19 value = [19, 0] 18796->18797 18798 gini = 0.0 samples = 2 value = [0, 2] 18796->18798 18801 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18800->18801 18804 gini = 0.0 samples = 1 value = [1, 0] 18800->18804 18802 gini = 0.444 samples = 3 value = [2, 1] 18801->18802 18803 gini = 0.0 samples = 2 value = [2, 0] 18801->18803 18809 x9_0 <= 0.5 gini = 0.44 samples = 708 value = [477, 231] 18808->18809 19174 x15_hiv <= 0.5 gini = 0.327 samples = 73 value = [58, 15] 18808->19174 18810 x0_Sweden <= 0.5 gini = 0.479 samples = 126 value = [50, 76] 18809->18810 18891 x1_MD <= 0.5 gini = 0.391 samples = 582 value = [427, 155] 18809->18891 18811 x13_6 <= 0.5 gini = 0.477 samples = 125 value = [49, 76] 18810->18811 18890 gini = 0.0 samples = 1 value = [1, 0] 18810->18890 18812 x15_cardiovascular <= 0.5 gini = 0.481 samples = 122 value = [49, 73] 18811->18812 18889 gini = 0.0 samples = 3 value = [0, 3] 18811->18889 18813 x9_169 <= 0.5 gini = 0.491 samples = 83 value = [47, 36] 18812->18813 18876 x17_sanofi <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 18812->18876 18814 x11_10 <= 0.5 gini = 0.47 samples = 74 value = [46, 28] 18813->18814 18867 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 18813->18867 18815 x14_6 <= 0.5 gini = 0.473 samples = 73 value = [45, 28] 18814->18815 18866 gini = 0.0 samples = 1 value = [1, 0] 18814->18866 18816 x17_sanofi <= 0.5 gini = 0.48 samples = 70 value = [42, 28] 18815->18816 18865 gini = 0.0 samples = 3 value = [3, 0] 18815->18865 18817 x4_Cash or cash equivalent <= 0.5 gini = 0.484 samples = 68 value = [40, 28] 18816->18817 18864 gini = 0.0 samples = 2 value = [2, 0] 18816->18864 18818 x11_90 <= 0.5 gini = 0.467 samples = 62 value = [39, 23] 18817->18818 18861 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18817->18861 18819 x14_7 <= 0.5 gini = 0.47 samples = 61 value = [38, 23] 18818->18819 18860 gini = 0.0 samples = 1 value = [1, 0] 18818->18860 18820 x14_11 <= 0.5 gini = 0.436 samples = 56 value = [38, 18] 18819->18820 18859 gini = 0.0 samples = 5 value = [0, 5] 18819->18859 18821 x5_Biological <= 0.5 gini = 0.422 samples = 53 value = [37, 16] 18820->18821 18858 gini = 0.444 samples = 3 value = [1, 2] 18820->18858 18822 x12_100000000234 <= 0.5 gini = 0.45 samples = 38 value = [25, 13] 18821->18822 18845 x14_5 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 18821->18845 18823 x14_5 <= 0.5 gini = 0.461 samples = 36 value = [23, 13] 18822->18823 18844 gini = 0.0 samples = 2 value = [2, 0] 18822->18844 18824 x13_2 <= 0.5 gini = 0.475 samples = 31 value = [19, 12] 18823->18824 18841 x11_15 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18823->18841 18825 log_spend <= 4.423 gini = 0.5 samples = 20 value = [10, 10] 18824->18825 18836 x14_4 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18824->18836 18826 x11_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 18825->18826 18829 x11_2 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 18825->18829 18827 gini = 0.0 samples = 1 value = [1, 0] 18826->18827 18828 gini = 0.0 samples = 8 value = [0, 8] 18826->18828 18830 x13_3 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 18829->18830 18835 gini = 0.0 samples = 2 value = [2, 0] 18829->18835 18831 x11_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 18830->18831 18834 gini = 0.0 samples = 1 value = [1, 0] 18830->18834 18832 gini = 0.0 samples = 5 value = [5, 0] 18831->18832 18833 gini = 0.444 samples = 3 value = [1, 2] 18831->18833 18837 x15_endocrinology <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 18836->18837 18840 gini = 0.0 samples = 2 value = [2, 0] 18836->18840 18838 gini = 0.0 samples = 7 value = [7, 0] 18837->18838 18839 gini = 0.0 samples = 2 value = [0, 2] 18837->18839 18842 gini = 0.375 samples = 4 value = [3, 1] 18841->18842 18843 gini = 0.0 samples = 1 value = [1, 0] 18841->18843 18846 log_spend <= 3.83 gini = 0.355 samples = 13 value = [10, 3] 18845->18846 18857 gini = 0.0 samples = 2 value = [2, 0] 18845->18857 18847 gini = 0.0 samples = 1 value = [0, 1] 18846->18847 18848 x12_100000000053 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 18846->18848 18849 x16_immun <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 18848->18849 18856 gini = 0.5 samples = 2 value = [1, 1] 18848->18856 18850 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 18849->18850 18855 gini = 0.0 samples = 2 value = [2, 0] 18849->18855 18851 log_spend <= 4.174 gini = 0.278 samples = 6 value = [5, 1] 18850->18851 18854 gini = 0.0 samples = 2 value = [2, 0] 18850->18854 18852 gini = 0.5 samples = 2 value = [1, 1] 18851->18852 18853 gini = 0.0 samples = 4 value = [4, 0] 18851->18853 18862 gini = 0.375 samples = 4 value = [1, 3] 18861->18862 18863 gini = 0.0 samples = 2 value = [0, 2] 18861->18863 18868 gini = 0.0 samples = 2 value = [0, 2] 18867->18868 18869 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 18867->18869 18870 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18869->18870 18875 gini = 0.0 samples = 1 value = [0, 1] 18869->18875 18871 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18870->18871 18874 gini = 0.0 samples = 1 value = [0, 1] 18870->18874 18872 gini = 0.0 samples = 4 value = [0, 4] 18871->18872 18873 gini = 0.0 samples = 1 value = [1, 0] 18871->18873 18877 gini = 0.0 samples = 27 value = [0, 27] 18876->18877 18878 x14_9 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 18876->18878 18879 x14_4 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 18878->18879 18888 gini = 0.0 samples = 1 value = [0, 1] 18878->18888 18880 x14_5 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 18879->18880 18887 gini = 0.0 samples = 2 value = [0, 2] 18879->18887 18881 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 18880->18881 18886 gini = 0.0 samples = 1 value = [1, 0] 18880->18886 18882 x12_100000000067 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18881->18882 18885 gini = 0.0 samples = 3 value = [0, 3] 18881->18885 18883 gini = 0.0 samples = 1 value = [1, 0] 18882->18883 18884 gini = 0.0 samples = 4 value = [0, 4] 18882->18884 18892 x17_other <= 0.5 gini = 0.401 samples = 559 value = [404, 155] 18891->18892 19173 gini = 0.0 samples = 23 value = [23, 0] 18891->19173 18893 x1_NA <= 0.5 gini = 0.492 samples = 108 value = [61, 47] 18892->18893 18936 x10_710 <= 0.5 gini = 0.364 samples = 451 value = [343, 108] 18892->18936 18894 x17_janssen <= 0.5 gini = 0.493 samples = 107 value = [60, 47] 18893->18894 18935 gini = 0.0 samples = 1 value = [1, 0] 18893->18935 18895 x12_100000000053 <= 0.5 gini = 0.499 samples = 98 value = [51, 47] 18894->18895 18934 gini = 0.0 samples = 9 value = [9, 0] 18894->18934 18896 x16_other <= 0.5 gini = 0.455 samples = 77 value = [50, 27] 18895->18896 18931 x13_3 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 18895->18931 18897 x13_1 <= 0.5 gini = 0.413 samples = 24 value = [17, 7] 18896->18897 18906 x14_12 <= 0.5 gini = 0.47 samples = 53 value = [33, 20] 18896->18906 18898 x17_abbvie, <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 18897->18898 18905 gini = 0.375 samples = 4 value = [3, 1] 18897->18905 18899 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18898->18899 18902 x4_In-kind items and services <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 18898->18902 18900 gini = 0.375 samples = 4 value = [3, 1] 18899->18900 18901 gini = 0.0 samples = 2 value = [2, 0] 18899->18901 18903 gini = 0.0 samples = 5 value = [0, 5] 18902->18903 18904 gini = 0.0 samples = 9 value = [9, 0] 18902->18904 18907 x5_Drug <= 0.5 gini = 0.422 samples = 43 value = [30, 13] 18906->18907 18926 x12_100000000286 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 18906->18926 18908 gini = 0.444 samples = 3 value = [2, 1] 18907->18908 18909 x4_In-kind items and services <= 0.5 gini = 0.42 samples = 40 value = [28, 12] 18907->18909 18910 gini = 0.444 samples = 3 value = [1, 2] 18909->18910 18911 x15_dermatology <= 0.5 gini = 0.394 samples = 37 value = [27, 10] 18909->18911 18912 x1_MA <= 0.5 gini = 0.43 samples = 32 value = [22, 10] 18911->18912 18925 gini = 0.0 samples = 5 value = [5, 0] 18911->18925 18913 x1_IL <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 18912->18913 18922 log_spend <= 3.882 gini = 0.245 samples = 7 value = [6, 1] 18912->18922 18914 x13_6 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 18913->18914 18921 gini = 0.0 samples = 14 value = [14, 0] 18913->18921 18915 x14_7 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 18914->18915 18920 gini = 0.0 samples = 2 value = [0, 2] 18914->18920 18916 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 18915->18916 18919 gini = 0.0 samples = 1 value = [1, 0] 18915->18919 18917 gini = 0.375 samples = 4 value = [1, 3] 18916->18917 18918 gini = 0.0 samples = 4 value = [0, 4] 18916->18918 18923 gini = 0.5 samples = 2 value = [1, 1] 18922->18923 18924 gini = 0.0 samples = 5 value = [5, 0] 18922->18924 18927 gini = 0.5 samples = 4 value = [2, 2] 18926->18927 18928 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 18926->18928 18929 gini = 0.0 samples = 4 value = [0, 4] 18928->18929 18930 gini = 0.5 samples = 2 value = [1, 1] 18928->18930 18932 gini = 0.0 samples = 17 value = [0, 17] 18931->18932 18933 gini = 0.375 samples = 4 value = [1, 3] 18931->18933 18937 x1_WA <= 0.5 gini = 0.37 samples = 441 value = [333, 108] 18936->18937 19172 gini = 0.0 samples = 10 value = [10, 0] 18936->19172 18938 x11_0 <= 0.5 gini = 0.363 samples = 433 value = [330, 103] 18937->18938 19165 x14_12 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 18937->19165 18939 x15_Other <= 0.5 gini = 0.386 samples = 276 value = [204, 72] 18938->18939 19090 x4_Cash or cash equivalent <= 0.5 gini = 0.317 samples = 157 value = [126, 31] 18938->19090 18940 x14_11 <= 0.5 gini = 0.415 samples = 136 value = [96, 40] 18939->18940 19001 x13_6 <= 0.5 gini = 0.353 samples = 140 value = [108, 32] 18939->19001 18941 x4_Cash or cash equivalent <= 0.5 gini = 0.395 samples = 122 value = [89, 33] 18940->18941 18992 x5_Biological <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 18940->18992 18942 x13_1 <= 0.5 gini = 0.151 samples = 85 value = [78, 7] 18941->18942 18969 x14_9 <= 0.5 gini = 0.418 samples = 37 value = [11, 26] 18941->18969 18943 x11_1 <= 0.5 gini = 0.059 samples = 66 value = [64, 2] 18942->18943 18958 x15_ophthalmology <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 18942->18958 18944 x16_other <= 0.5 gini = 0.085 samples = 45 value = [43, 2] 18943->18944 18957 gini = 0.0 samples = 21 value = [21, 0] 18943->18957 18945 gini = 0.0 samples = 25 value = [25, 0] 18944->18945 18946 x1_MA <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 18944->18946 18947 x15_dermatology <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18946->18947 18956 gini = 0.0 samples = 5 value = [5, 0] 18946->18956 18948 x1_TX <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 18947->18948 18955 gini = 0.0 samples = 3 value = [3, 0] 18947->18955 18949 x1_NY <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 18948->18949 18954 gini = 0.0 samples = 1 value = [0, 1] 18948->18954 18950 gini = 0.0 samples = 6 value = [6, 0] 18949->18950 18951 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18949->18951 18952 gini = 0.375 samples = 4 value = [3, 1] 18951->18952 18953 gini = 0.0 samples = 1 value = [1, 0] 18951->18953 18959 x14_6 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 18958->18959 18968 gini = 0.0 samples = 3 value = [0, 3] 18958->18968 18960 x5_Biological <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 18959->18960 18967 gini = 0.0 samples = 1 value = [1, 0] 18959->18967 18961 x11_30 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 18960->18961 18966 gini = 0.0 samples = 1 value = [1, 0] 18960->18966 18962 gini = 0.0 samples = 5 value = [5, 0] 18961->18962 18963 x1_NJ <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 18961->18963 18964 gini = 0.5 samples = 4 value = [2, 2] 18963->18964 18965 gini = 0.0 samples = 5 value = [5, 0] 18963->18965 18970 x11_2 <= 0.5 gini = 0.382 samples = 35 value = [9, 26] 18969->18970 18991 gini = 0.0 samples = 2 value = [2, 0] 18969->18991 18971 x13_3 <= 0.5 gini = 0.36 samples = 34 value = [8, 26] 18970->18971 18990 gini = 0.0 samples = 1 value = [1, 0] 18970->18990 18972 x12_0 <= 0.5 gini = 0.334 samples = 33 value = [7, 26] 18971->18972 18989 gini = 0.0 samples = 1 value = [1, 0] 18971->18989 18973 x12_100000000278 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 18972->18973 18982 x11_30 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 18972->18982 18974 x13_1 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 18973->18974 18981 gini = 0.0 samples = 2 value = [0, 2] 18973->18981 18975 x14_6 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 18974->18975 18980 gini = 0.0 samples = 2 value = [0, 2] 18974->18980 18976 x5_Drug <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 18975->18976 18979 gini = 0.444 samples = 3 value = [1, 2] 18975->18979 18977 gini = 0.0 samples = 1 value = [1, 0] 18976->18977 18978 gini = 0.0 samples = 14 value = [0, 14] 18976->18978 18983 x13_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 18982->18983 18988 gini = 0.0 samples = 5 value = [0, 5] 18982->18988 18984 x1_NC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 18983->18984 18987 gini = 0.0 samples = 1 value = [1, 0] 18983->18987 18985 gini = 0.444 samples = 3 value = [2, 1] 18984->18985 18986 gini = 0.0 samples = 2 value = [2, 0] 18984->18986 18993 x12_0 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 18992->18993 18998 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 18992->18998 18994 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 18993->18994 18997 gini = 0.0 samples = 4 value = [4, 0] 18993->18997 18995 gini = 0.0 samples = 3 value = [0, 3] 18994->18995 18996 gini = 0.0 samples = 2 value = [2, 0] 18994->18996 18999 gini = 0.375 samples = 4 value = [1, 3] 18998->18999 19000 gini = 0.0 samples = 1 value = [0, 1] 18998->19000 19002 log_spend <= 4.651 gini = 0.332 samples = 133 value = [105, 28] 19001->19002 19085 x5_Biological <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 19001->19085 19003 x1_TX <= 0.5 gini = 0.441 samples = 73 value = [49, 24] 19002->19003 19062 x16_other <= 0.5 gini = 0.124 samples = 60 value = [56, 4] 19002->19062 19004 x1_FL <= 0.5 gini = 0.444 samples = 72 value = [48, 24] 19003->19004 19061 gini = 0.0 samples = 1 value = [1, 0] 19003->19061 19005 x1_IL <= 0.5 gini = 0.451 samples = 70 value = [46, 24] 19004->19005 19060 gini = 0.0 samples = 2 value = [2, 0] 19004->19060 19006 x11_60 <= 0.5 gini = 0.434 samples = 66 value = [45, 21] 19005->19006 19059 gini = 0.375 samples = 4 value = [1, 3] 19005->19059 19007 x5_Drug <= 0.5 gini = 0.42 samples = 60 value = [42, 18] 19006->19007 19054 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 19006->19054 19008 x13_3 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 19007->19008 19015 log_spend <= 4.641 gini = 0.411 samples = 52 value = [37, 15] 19007->19015 19009 x14_11 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 19008->19009 19014 gini = 0.0 samples = 2 value = [2, 0] 19008->19014 19010 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 19009->19010 19013 gini = 0.0 samples = 1 value = [1, 0] 19009->19013 19011 gini = 0.5 samples = 4 value = [2, 2] 19010->19011 19012 gini = 0.0 samples = 1 value = [0, 1] 19010->19012 19016 x14_8 <= 0.5 gini = 0.37 samples = 49 value = [37, 12] 19015->19016 19053 gini = 0.0 samples = 3 value = [0, 3] 19015->19053 19017 x11_1 <= 0.5 gini = 0.351 samples = 44 value = [34, 10] 19016->19017 19050 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19016->19050 19018 x11_3 <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 19017->19018 19031 x0_United States <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 19017->19031 19019 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 19018->19019 19030 gini = 0.0 samples = 2 value = [2, 0] 19018->19030 19020 x11_30 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 19019->19020 19027 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 19019->19027 19021 x0_Ireland <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 19020->19021 19026 gini = 0.5 samples = 2 value = [1, 1] 19020->19026 19022 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 19021->19022 19025 gini = 0.0 samples = 1 value = [1, 0] 19021->19025 19023 gini = 0.375 samples = 4 value = [1, 3] 19022->19023 19024 gini = 0.5 samples = 2 value = [1, 1] 19022->19024 19028 gini = 0.0 samples = 4 value = [4, 0] 19027->19028 19029 gini = 0.0 samples = 1 value = [0, 1] 19027->19029 19032 gini = 0.0 samples = 3 value = [3, 0] 19031->19032 19033 x14_9 <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 19031->19033 19034 x1_CA <= 0.5 gini = 0.287 samples = 23 value = [19, 4] 19033->19034 19049 gini = 0.0 samples = 2 value = [2, 0] 19033->19049 19035 x13_4 <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 19034->19035 19048 gini = 0.0 samples = 7 value = [7, 0] 19034->19048 19036 x14_7 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 19035->19036 19047 gini = 0.5 samples = 2 value = [1, 1] 19035->19047 19037 x14_5 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 19036->19037 19046 gini = 0.0 samples = 1 value = [0, 1] 19036->19046 19038 x13_0 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 19037->19038 19045 gini = 0.0 samples = 1 value = [1, 0] 19037->19045 19039 x1_MO <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 19038->19039 19044 gini = 0.0 samples = 2 value = [2, 0] 19038->19044 19040 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 19039->19040 19043 gini = 0.0 samples = 4 value = [4, 0] 19039->19043 19041 gini = 0.0 samples = 2 value = [0, 2] 19040->19041 19042 gini = 0.0 samples = 4 value = [4, 0] 19040->19042 19051 gini = 0.0 samples = 3 value = [3, 0] 19050->19051 19052 gini = 0.0 samples = 2 value = [0, 2] 19050->19052 19055 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 19054->19055 19058 gini = 0.0 samples = 1 value = [1, 0] 19054->19058 19056 gini = 0.0 samples = 1 value = [1, 0] 19055->19056 19057 gini = 0.375 samples = 4 value = [1, 3] 19055->19057 19063 x12_0 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 19062->19063 19074 x1_NY <= 0.5 gini = 0.08 samples = 48 value = [46, 2] 19062->19074 19064 x5_Biological <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 19063->19064 19073 gini = 0.444 samples = 3 value = [2, 1] 19063->19073 19065 gini = 0.0 samples = 1 value = [1, 0] 19064->19065 19066 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 19064->19066 19067 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19066->19067 19072 gini = 0.0 samples = 1 value = [1, 0] 19066->19072 19068 x14_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 19067->19068 19071 gini = 0.0 samples = 1 value = [1, 0] 19067->19071 19069 gini = 0.0 samples = 5 value = [5, 0] 19068->19069 19070 gini = 0.0 samples = 1 value = [0, 1] 19068->19070 19075 x11_20 <= 0.5 gini = 0.042 samples = 47 value = [46, 1] 19074->19075 19084 gini = 0.0 samples = 1 value = [0, 1] 19074->19084 19076 x13_3 <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 19075->19076 19083 gini = 0.0 samples = 2 value = [2, 0] 19075->19083 19077 x14_2 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 19076->19077 19082 gini = 0.0 samples = 13 value = [13, 0] 19076->19082 19078 x1_NC <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 19077->19078 19081 gini = 0.0 samples = 2 value = [2, 0] 19077->19081 19079 gini = 0.0 samples = 28 value = [28, 0] 19078->19079 19080 gini = 0.5 samples = 2 value = [1, 1] 19078->19080 19086 x1_CT <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19085->19086 19089 gini = 0.0 samples = 2 value = [0, 2] 19085->19089 19087 gini = 0.5 samples = 4 value = [2, 2] 19086->19087 19088 gini = 0.0 samples = 1 value = [1, 0] 19086->19088 19091 x1_CA <= 0.5 gini = 0.124 samples = 105 value = [98, 7] 19090->19091 19138 x14_11 <= 0.5 gini = 0.497 samples = 52 value = [28, 24] 19090->19138 19092 x15_Other <= 0.5 gini = 0.044 samples = 89 value = [87, 2] 19091->19092 19119 x13_0 <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 19091->19119 19093 x14_6 <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 19092->19093 19108 x12_100000005449 <= 0.5 gini = 0.036 samples = 55 value = [54, 1] 19092->19108 19094 x16_other <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 19093->19094 19107 gini = 0.0 samples = 2 value = [2, 0] 19093->19107 19095 gini = 0.0 samples = 8 value = [8, 0] 19094->19095 19096 x14_5 <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 19094->19096 19097 x1_GA <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 19096->19097 19106 gini = 0.0 samples = 1 value = [1, 0] 19096->19106 19098 x1_NC <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 19097->19098 19105 gini = 0.0 samples = 6 value = [6, 0] 19097->19105 19099 x1_KY <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 19098->19099 19104 gini = 0.0 samples = 1 value = [1, 0] 19098->19104 19100 x13_0 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 19099->19100 19103 gini = 0.0 samples = 1 value = [1, 0] 19099->19103 19101 gini = 0.0 samples = 14 value = [14, 0] 19100->19101 19102 gini = 0.0 samples = 1 value = [0, 1] 19100->19102 19109 x1_PA <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 19108->19109 19118 gini = 0.0 samples = 1 value = [1, 0] 19108->19118 19110 gini = 0.0 samples = 45 value = [45, 0] 19109->19110 19111 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 19109->19111 19112 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 19111->19112 19117 gini = 0.0 samples = 1 value = [1, 0] 19111->19117 19113 x14_6 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19112->19113 19116 gini = 0.0 samples = 1 value = [1, 0] 19112->19116 19114 gini = 0.375 samples = 4 value = [3, 1] 19113->19114 19115 gini = 0.0 samples = 3 value = [3, 0] 19113->19115 19120 x16_cardio <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 19119->19120 19137 gini = 0.0 samples = 1 value = [1, 0] 19119->19137 19121 x14_1 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 19120->19121 19136 gini = 0.0 samples = 1 value = [1, 0] 19120->19136 19122 x14_8 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 19121->19122 19135 gini = 0.0 samples = 2 value = [0, 2] 19121->19135 19123 x14_11 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 19122->19123 19134 gini = 0.0 samples = 2 value = [2, 0] 19122->19134 19124 x16_other <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 19123->19124 19133 gini = 0.0 samples = 1 value = [1, 0] 19123->19133 19125 gini = 0.0 samples = 2 value = [2, 0] 19124->19125 19126 x15_Other <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 19124->19126 19127 gini = 0.0 samples = 1 value = [1, 0] 19126->19127 19128 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 19126->19128 19129 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19128->19129 19132 gini = 0.0 samples = 1 value = [0, 1] 19128->19132 19130 gini = 0.5 samples = 4 value = [2, 2] 19129->19130 19131 gini = 0.0 samples = 1 value = [1, 0] 19129->19131 19139 x13_4 <= 0.5 gini = 0.497 samples = 50 value = [27, 23] 19138->19139 19164 gini = 0.5 samples = 2 value = [1, 1] 19138->19164 19140 x14_4 <= 0.5 gini = 0.495 samples = 42 value = [23, 19] 19139->19140 19159 x1_NJ <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 19139->19159 19141 x14_8 <= 0.5 gini = 0.499 samples = 38 value = [20, 18] 19140->19141 19158 gini = 0.375 samples = 4 value = [3, 1] 19140->19158 19142 x0_Ireland <= 0.5 gini = 0.5 samples = 34 value = [17, 17] 19141->19142 19157 gini = 0.375 samples = 4 value = [3, 1] 19141->19157 19143 x14_12 <= 0.5 gini = 0.5 samples = 33 value = [16, 17] 19142->19143 19156 gini = 0.0 samples = 1 value = [1, 0] 19142->19156 19144 x16_other <= 0.5 gini = 0.498 samples = 32 value = [15, 17] 19143->19144 19155 gini = 0.0 samples = 1 value = [1, 0] 19143->19155 19145 gini = 0.0 samples = 8 value = [8, 0] 19144->19145 19146 x5_Biological <= 0.5 gini = 0.413 samples = 24 value = [7, 17] 19144->19146 19147 x1_NJ <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 19146->19147 19152 x1_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 19146->19152 19148 x13_6 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 19147->19148 19151 gini = 0.0 samples = 4 value = [4, 0] 19147->19151 19149 gini = 0.0 samples = 12 value = [0, 12] 19148->19149 19150 gini = 0.0 samples = 1 value = [1, 0] 19148->19150 19153 gini = 0.444 samples = 3 value = [2, 1] 19152->19153 19154 gini = 0.0 samples = 4 value = [0, 4] 19152->19154 19160 log_spend <= 4.194 gini = 0.444 samples = 6 value = [2, 4] 19159->19160 19163 gini = 0.0 samples = 2 value = [2, 0] 19159->19163 19161 gini = 0.0 samples = 2 value = [0, 2] 19160->19161 19162 gini = 0.5 samples = 4 value = [2, 2] 19160->19162 19166 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 19165->19166 19171 gini = 0.0 samples = 1 value = [1, 0] 19165->19171 19167 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 19166->19167 19170 gini = 0.0 samples = 1 value = [0, 1] 19166->19170 19168 gini = 0.0 samples = 4 value = [0, 4] 19167->19168 19169 gini = 0.0 samples = 2 value = [2, 0] 19167->19169 19175 x1_NY <= 0.5 gini = 0.299 samples = 71 value = [58, 13] 19174->19175 19216 gini = 0.0 samples = 2 value = [0, 2] 19174->19216 19176 x12_100000000203 <= 0.5 gini = 0.252 samples = 61 value = [52, 9] 19175->19176 19207 x16_cardio <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 19175->19207 19177 x15_ophthalmology <= 0.5 gini = 0.27 samples = 56 value = [47, 9] 19176->19177 19206 gini = 0.0 samples = 5 value = [5, 0] 19176->19206 19178 x11_30 <= 0.5 gini = 0.274 samples = 55 value = [46, 9] 19177->19178 19205 gini = 0.0 samples = 1 value = [1, 0] 19177->19205 19179 x12_100000000163 <= 0.5 gini = 0.295 samples = 50 value = [41, 9] 19178->19179 19204 gini = 0.0 samples = 5 value = [5, 0] 19178->19204 19180 x1_MD <= 0.5 gini = 0.249 samples = 48 value = [41, 7] 19179->19180 19203 gini = 0.0 samples = 2 value = [0, 2] 19179->19203 19181 x17_merck <= 0.5 gini = 0.268 samples = 44 value = [37, 7] 19180->19181 19202 gini = 0.0 samples = 4 value = [4, 0] 19180->19202 19182 x5_Biological <= 0.5 gini = 0.142 samples = 39 value = [36, 3] 19181->19182 19199 x15_Other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19181->19199 19183 x15_Other <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 19182->19183 19198 gini = 0.0 samples = 10 value = [10, 0] 19182->19198 19184 x16_resp <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 19183->19184 19189 x17_sanofi <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 19183->19189 19185 x12_100000000067 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 19184->19185 19188 gini = 0.0 samples = 1 value = [0, 1] 19184->19188 19186 gini = 0.0 samples = 7 value = [7, 0] 19185->19186 19187 gini = 0.0 samples = 1 value = [0, 1] 19185->19187 19190 x13_1 <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 19189->19190 19197 gini = 0.0 samples = 1 value = [1, 0] 19189->19197 19191 x11_60 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 19190->19191 19196 gini = 0.0 samples = 2 value = [2, 0] 19190->19196 19192 x4_Cash or cash equivalent <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 19191->19192 19195 gini = 0.0 samples = 1 value = [1, 0] 19191->19195 19193 gini = 0.0 samples = 15 value = [15, 0] 19192->19193 19194 gini = 0.0 samples = 1 value = [0, 1] 19192->19194 19200 gini = 0.0 samples = 1 value = [1, 0] 19199->19200 19201 gini = 0.0 samples = 4 value = [0, 4] 19199->19201 19208 x9_69 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 19207->19208 19215 gini = 0.0 samples = 1 value = [1, 0] 19207->19215 19209 x9_0 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 19208->19209 19214 gini = 0.0 samples = 3 value = [3, 0] 19208->19214 19210 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19209->19210 19213 gini = 0.0 samples = 1 value = [1, 0] 19209->19213 19211 gini = 0.0 samples = 3 value = [0, 3] 19210->19211 19212 gini = 0.5 samples = 2 value = [1, 1] 19210->19212 19218 x7_AL <= 0.5 gini = 0.169 samples = 418 value = [39, 379] 19217->19218 19271 x13_3 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 19217->19271 19219 x7_GA <= 0.5 gini = 0.166 samples = 417 value = [38, 379] 19218->19219 19270 gini = 0.0 samples = 1 value = [1, 0] 19218->19270 19220 x14_5 <= 0.5 gini = 0.162 samples = 416 value = [37, 379] 19219->19220 19269 gini = 0.0 samples = 1 value = [1, 0] 19219->19269 19221 x13_2 <= 0.5 gini = 0.154 samples = 404 value = [34, 370] 19220->19221 19260 log_spend <= 4.731 gini = 0.375 samples = 12 value = [3, 9] 19220->19260 19222 x14_2 <= 0.5 gini = 0.106 samples = 391 value = [22, 369] 19221->19222 19253 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 19221->19253 19223 x4_Cash or cash equivalent <= 0.5 gini = 0.093 samples = 387 value = [19, 368] 19222->19223 19252 gini = 0.375 samples = 4 value = [3, 1] 19222->19252 19224 x7_OR <= 0.5 gini = 0.496 samples = 35 value = [19, 16] 19223->19224 19251 gini = 0.0 samples = 352 value = [0, 352] 19223->19251 19225 x7_NY <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 19224->19225 19250 gini = 0.0 samples = 1 value = [1, 0] 19224->19250 19226 x13_0 <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 19225->19226 19243 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 19225->19243 19227 x13_4 <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 19226->19227 19240 x11_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 19226->19240 19228 log_spend <= 4.514 gini = 0.49 samples = 14 value = [6, 8] 19227->19228 19237 log_spend <= 4.047 gini = 0.32 samples = 5 value = [1, 4] 19227->19237 19229 x7_FL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19228->19229 19234 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 19228->19234 19230 x7_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19229->19230 19233 gini = 0.0 samples = 2 value = [0, 2] 19229->19233 19231 gini = 0.375 samples = 4 value = [1, 3] 19230->19231 19232 gini = 0.0 samples = 2 value = [0, 2] 19230->19232 19235 gini = 0.0 samples = 5 value = [5, 0] 19234->19235 19236 gini = 0.0 samples = 1 value = [0, 1] 19234->19236 19238 gini = 0.0 samples = 1 value = [1, 0] 19237->19238 19239 gini = 0.0 samples = 4 value = [0, 4] 19237->19239 19241 gini = 0.0 samples = 3 value = [0, 3] 19240->19241 19242 gini = 0.0 samples = 3 value = [3, 0] 19240->19242 19244 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19243->19244 19249 gini = 0.0 samples = 2 value = [2, 0] 19243->19249 19245 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 19244->19245 19248 gini = 0.0 samples = 1 value = [1, 0] 19244->19248 19246 gini = 0.375 samples = 4 value = [3, 1] 19245->19246 19247 gini = 0.0 samples = 2 value = [2, 0] 19245->19247 19254 x7_NC <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 19253->19254 19259 gini = 0.0 samples = 2 value = [2, 0] 19253->19259 19255 x11_1 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 19254->19255 19258 gini = 0.0 samples = 1 value = [1, 0] 19254->19258 19256 gini = 0.0 samples = 7 value = [7, 0] 19255->19256 19257 gini = 0.444 samples = 3 value = [2, 1] 19255->19257 19261 x7_OH <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 19260->19261 19268 gini = 0.0 samples = 5 value = [0, 5] 19260->19268 19262 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 19261->19262 19267 gini = 0.0 samples = 1 value = [1, 0] 19261->19267 19263 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19262->19263 19266 gini = 0.0 samples = 1 value = [1, 0] 19262->19266 19264 gini = 0.0 samples = 3 value = [0, 3] 19263->19264 19265 gini = 0.5 samples = 2 value = [1, 1] 19263->19265 19272 x7_NJ <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 19271->19272 19277 gini = 0.0 samples = 3 value = [3, 0] 19271->19277 19273 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 19272->19273 19276 gini = 0.0 samples = 1 value = [0, 1] 19272->19276 19274 gini = 0.375 samples = 4 value = [3, 1] 19273->19274 19275 gini = 0.0 samples = 1 value = [1, 0] 19273->19275 19279 x15_Other <= 0.5 gini = 0.245 samples = 16863 value = [2406, 14457] 19278->19279 26224 x12_100000000108 <= 0.5 gini = 0.035 samples = 5530 value = [98, 5432] 19278->26224 19280 x12_100000000203 <= 0.5 gini = 0.201 samples = 9131 value = [1036, 8095] 19279->19280 22287 x17_merck <= 0.5 gini = 0.292 samples = 7732 value = [1370, 6362] 19279->22287 19281 log_spend <= 6.081 gini = 0.197 samples = 9089 value = [1008, 8081] 19280->19281 22268 x7_GA <= 0.5 gini = 0.444 samples = 42 value = [28, 14] 19280->22268 19282 x4_In-kind items and services <= 0.5 gini = 0.267 samples = 2097 value = [332, 1765] 19281->19282 19985 x4_Cash or cash equivalent <= 0.5 gini = 0.175 samples = 6992 value = [676, 6316] 19281->19985 19283 x11_10 <= 0.5 gini = 0.15 samples = 1469 value = [120, 1349] 19282->19283 19720 x12_100000000278 <= 0.5 gini = 0.447 samples = 628 value = [212, 416] 19282->19720 19284 x1_IN <= 0.5 gini = 0.139 samples = 1451 value = [109, 1342] 19283->19284 19705 x14_5 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 19283->19705 19285 x11_30 <= 0.5 gini = 0.136 samples = 1447 value = [106, 1341] 19284->19285 19704 gini = 0.375 samples = 4 value = [3, 1] 19284->19704 19286 x14_4 <= 0.5 gini = 0.123 samples = 1293 value = [85, 1208] 19285->19286 19633 x7_NJ <= 0.5 gini = 0.236 samples = 154 value = [21, 133] 19285->19633 19287 x1_IL <= 0.5 gini = 0.172 samples = 819 value = [78, 741] 19286->19287 19600 x15_ophthalmology <= 0.5 gini = 0.029 samples = 474 value = [7, 467] 19286->19600 19288 x13_6 <= 0.5 gini = 0.188 samples = 705 value = [74, 631] 19287->19288 19589 x7_CO <= 0.5 gini = 0.068 samples = 114 value = [4, 110] 19287->19589 19289 x5_Medical Supply <= 0.5 gini = 0.191 samples = 693 value = [74, 619] 19288->19289 19588 gini = 0.0 samples = 12 value = [0, 12] 19288->19588 19290 x17_sanofi <= 0.5 gini = 0.187 samples = 691 value = [72, 619] 19289->19290 19587 gini = 0.0 samples = 2 value = [2, 0] 19289->19587 19291 x7_WA <= 0.5 gini = 0.197 samples = 642 value = [71, 571] 19290->19291 19572 x7_MA <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 19290->19572 19292 x17_boehringer <= 0.5 gini = 0.202 samples = 613 value = [70, 543] 19291->19292 19569 x16_resp <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 19291->19569 19293 x15_dermatology <= 0.5 gini = 0.203 samples = 610 value = [70, 540] 19292->19293 19568 gini = 0.0 samples = 3 value = [0, 3] 19292->19568 19294 x11_3 <= 0.5 gini = 0.172 samples = 590 value = [56, 534] 19293->19294 19549 x7_FL <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 19293->19549 19295 x15_respiratory <= 0.5 gini = 0.164 samples = 566 value = [51, 515] 19294->19295 19534 x16_gastro <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 19294->19534 19296 x11_1 <= 0.5 gini = 0.177 samples = 511 value = [50, 461] 19295->19296 19511 x7_TX <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 19295->19511 19297 x1_NA <= 0.5 gini = 0.238 samples = 239 value = [33, 206] 19296->19297 19416 x7_MI <= 0.5 gini = 0.117 samples = 272 value = [17, 255] 19296->19416 19298 x16_gastro <= 0.5 gini = 0.247 samples = 229 value = [33, 196] 19297->19298 19415 gini = 0.0 samples = 10 value = [0, 10] 19297->19415 19299 x7_NJ <= 0.5 gini = 0.221 samples = 205 value = [26, 179] 19298->19299 19400 x14_6 <= 0.5 gini = 0.413 samples = 24 value = [7, 17] 19298->19400 19300 x1_TX <= 0.5 gini = 0.215 samples = 204 value = [25, 179] 19299->19300 19399 gini = 0.0 samples = 1 value = [1, 0] 19299->19399 19301 x10_710 <= 0.5 gini = 0.234 samples = 185 value = [25, 160] 19300->19301 19398 gini = 0.0 samples = 19 value = [0, 19] 19300->19398 19302 x14_5 <= 0.5 gini = 0.235 samples = 184 value = [25, 159] 19301->19302 19397 gini = 0.0 samples = 1 value = [0, 1] 19301->19397 19303 x5_Drug <= 0.5 gini = 0.224 samples = 163 value = [21, 142] 19302->19303 19382 x15_neuroscience <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 19302->19382 19304 gini = 0.0 samples = 42 value = [0, 42] 19303->19304 19305 x16_cardio <= 0.5 gini = 0.287 samples = 121 value = [21, 100] 19303->19305 19306 x7_VA <= 0.5 gini = 0.26 samples = 117 value = [18, 99] 19305->19306 19381 gini = 0.375 samples = 4 value = [3, 1] 19305->19381 19307 x7_UT <= 0.5 gini = 0.278 samples = 108 value = [18, 90] 19306->19307 19380 gini = 0.0 samples = 9 value = [0, 9] 19306->19380 19308 log_spend <= 5.523 gini = 0.273 samples = 104 value = [17, 87] 19307->19308 19379 gini = 0.375 samples = 4 value = [1, 3] 19307->19379 19309 x14_2 <= 0.5 gini = 0.386 samples = 46 value = [12, 34] 19308->19309 19344 x7_TN <= 0.5 gini = 0.158 samples = 58 value = [5, 53] 19308->19344 19310 x7_OH <= 0.5 gini = 0.363 samples = 42 value = [10, 32] 19309->19310 19343 gini = 0.5 samples = 4 value = [2, 2] 19309->19343 19311 x13_2 <= 0.5 gini = 0.388 samples = 38 value = [10, 28] 19310->19311 19342 gini = 0.0 samples = 4 value = [0, 4] 19310->19342 19312 x15_immunology <= 0.5 gini = 0.334 samples = 33 value = [7, 26] 19311->19312 19339 x10_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19311->19339 19313 x10_6 <= 0.5 gini = 0.358 samples = 30 value = [7, 23] 19312->19313 19338 gini = 0.0 samples = 3 value = [0, 3] 19312->19338 19314 x1_GA <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 19313->19314 19327 x14_7 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 19313->19327 19315 x17_other <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 19314->19315 19326 gini = 0.0 samples = 1 value = [1, 0] 19314->19326 19316 x15_endocrinology <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 19315->19316 19325 gini = 0.0 samples = 6 value = [0, 6] 19315->19325 19317 gini = 0.444 samples = 3 value = [1, 2] 19316->19317 19318 x7_KY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19316->19318 19319 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19318->19319 19324 gini = 0.0 samples = 1 value = [0, 1] 19318->19324 19320 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19319->19320 19323 gini = 0.0 samples = 1 value = [0, 1] 19319->19323 19321 gini = 0.0 samples = 4 value = [0, 4] 19320->19321 19322 gini = 0.0 samples = 1 value = [1, 0] 19320->19322 19328 x7_IL <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 19327->19328 19337 gini = 0.0 samples = 1 value = [0, 1] 19327->19337 19329 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 19328->19329 19336 gini = 0.0 samples = 2 value = [0, 2] 19328->19336 19330 x7_MI <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 19329->19330 19335 gini = 0.0 samples = 1 value = [1, 0] 19329->19335 19331 x7_OR <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 19330->19331 19334 gini = 0.0 samples = 1 value = [0, 1] 19330->19334 19332 gini = 0.375 samples = 4 value = [3, 1] 19331->19332 19333 gini = 0.0 samples = 4 value = [0, 4] 19331->19333 19340 gini = 0.0 samples = 2 value = [0, 2] 19339->19340 19341 gini = 0.0 samples = 3 value = [3, 0] 19339->19341 19345 x13_4 <= 0.5 gini = 0.16 samples = 57 value = [5, 52] 19344->19345 19378 gini = 0.0 samples = 1 value = [0, 1] 19344->19378 19346 x11_2 <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 19345->19346 19371 x11_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 19345->19371 19347 log_spend <= 5.736 gini = 0.074 samples = 26 value = [1, 25] 19346->19347 19354 x14_9 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 19346->19354 19348 x14_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19347->19348 19353 gini = 0.0 samples = 17 value = [0, 17] 19347->19353 19349 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19348->19349 19352 gini = 0.0 samples = 2 value = [0, 2] 19348->19352 19350 gini = 0.0 samples = 6 value = [0, 6] 19349->19350 19351 gini = 0.0 samples = 1 value = [1, 0] 19349->19351 19355 x14_3 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 19354->19355 19370 gini = 0.5 samples = 2 value = [1, 1] 19354->19370 19356 x14_8 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 19355->19356 19369 gini = 0.0 samples = 1 value = [0, 1] 19355->19369 19357 x7_CO <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 19356->19357 19368 gini = 0.0 samples = 2 value = [0, 2] 19356->19368 19358 x7_CA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 19357->19358 19367 gini = 0.0 samples = 1 value = [0, 1] 19357->19367 19359 x7_MA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 19358->19359 19366 gini = 0.0 samples = 1 value = [0, 1] 19358->19366 19360 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19359->19360 19365 gini = 0.0 samples = 6 value = [0, 6] 19359->19365 19361 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19360->19361 19364 gini = 0.0 samples = 1 value = [0, 1] 19360->19364 19362 gini = 0.0 samples = 7 value = [0, 7] 19361->19362 19363 gini = 0.0 samples = 1 value = [1, 0] 19361->19363 19372 x17_merck <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 19371->19372 19377 gini = 0.0 samples = 2 value = [0, 2] 19371->19377 19373 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19372->19373 19376 gini = 0.5 samples = 2 value = [1, 1] 19372->19376 19374 gini = 0.375 samples = 4 value = [1, 3] 19373->19374 19375 gini = 0.0 samples = 1 value = [0, 1] 19373->19375 19383 x7_MO <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 19382->19383 19396 gini = 0.0 samples = 1 value = [0, 1] 19382->19396 19384 x15_hiv <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 19383->19384 19395 gini = 0.0 samples = 1 value = [0, 1] 19383->19395 19385 x15_endocrinology <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 19384->19385 19394 gini = 0.0 samples = 1 value = [0, 1] 19384->19394 19386 x1_NY <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 19385->19386 19393 gini = 0.375 samples = 4 value = [1, 3] 19385->19393 19387 x15_cardiovascular <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 19386->19387 19392 gini = 0.0 samples = 6 value = [0, 6] 19386->19392 19388 x10_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19387->19388 19391 gini = 0.0 samples = 2 value = [2, 0] 19387->19391 19389 gini = 0.0 samples = 2 value = [0, 2] 19388->19389 19390 gini = 0.375 samples = 4 value = [1, 3] 19388->19390 19401 x12_100000000278 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 19400->19401 19414 gini = 0.5 samples = 4 value = [2, 2] 19400->19414 19402 x14_8 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 19401->19402 19413 gini = 0.0 samples = 1 value = [0, 1] 19401->19413 19403 x13_3 <= 0.5 gini = 0.401 samples = 18 value = [5, 13] 19402->19403 19412 gini = 0.0 samples = 1 value = [0, 1] 19402->19412 19404 x7_PA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 19403->19404 19411 gini = 0.0 samples = 3 value = [3, 0] 19403->19411 19405 log_spend <= 5.206 gini = 0.245 samples = 14 value = [2, 12] 19404->19405 19410 gini = 0.0 samples = 1 value = [0, 1] 19404->19410 19406 gini = 0.0 samples = 8 value = [0, 8] 19405->19406 19407 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 19405->19407 19408 gini = 0.444 samples = 3 value = [2, 1] 19407->19408 19409 gini = 0.0 samples = 3 value = [0, 3] 19407->19409 19417 x13_3 <= 0.5 gini = 0.112 samples = 268 value = [16, 252] 19416->19417 19510 gini = 0.375 samples = 4 value = [1, 3] 19416->19510 19418 x7_NM <= 0.5 gini = 0.108 samples = 226 value = [13, 213] 19417->19418 19497 x5_Drug <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 19417->19497 19419 x14_10 <= 0.5 gini = 0.111 samples = 220 value = [13, 207] 19418->19419 19496 gini = 0.0 samples = 6 value = [0, 6] 19418->19496 19420 x1_MA <= 0.5 gini = 0.127 samples = 190 value = [13, 177] 19419->19420 19495 gini = 0.0 samples = 30 value = [0, 30] 19419->19495 19421 log_spend <= 5.428 gini = 0.025 samples = 80 value = [1, 79] 19420->19421 19426 x7_PA <= 0.5 gini = 0.194 samples = 110 value = [12, 98] 19420->19426 19422 x15_ophthalmology <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 19421->19422 19425 gini = 0.0 samples = 53 value = [0, 53] 19421->19425 19423 gini = 0.0 samples = 26 value = [0, 26] 19422->19423 19424 gini = 0.0 samples = 1 value = [1, 0] 19422->19424 19427 x16_other <= 0.5 gini = 0.183 samples = 108 value = [11, 97] 19426->19427 19494 gini = 0.5 samples = 2 value = [1, 1] 19426->19494 19428 x5_Drug <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 19427->19428 19439 x7_PR <= 0.5 gini = 0.201 samples = 88 value = [10, 78] 19427->19439 19429 gini = 0.0 samples = 5 value = [0, 5] 19428->19429 19430 x7_MN <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 19428->19430 19431 x14_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 19430->19431 19438 gini = 0.0 samples = 2 value = [0, 2] 19430->19438 19432 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 19431->19432 19437 gini = 0.0 samples = 1 value = [0, 1] 19431->19437 19433 log_spend <= 5.401 gini = 0.165 samples = 11 value = [1, 10] 19432->19433 19436 gini = 0.0 samples = 1 value = [0, 1] 19432->19436 19434 gini = 0.444 samples = 3 value = [1, 2] 19433->19434 19435 gini = 0.0 samples = 8 value = [0, 8] 19433->19435 19440 x7_FL <= 0.5 gini = 0.185 samples = 87 value = [9, 78] 19439->19440 19493 gini = 0.0 samples = 1 value = [1, 0] 19439->19493 19441 x14_6 <= 0.5 gini = 0.202 samples = 79 value = [9, 70] 19440->19441 19492 gini = 0.0 samples = 8 value = [0, 8] 19440->19492 19442 x14_1 <= 0.5 gini = 0.219 samples = 72 value = [9, 63] 19441->19442 19491 gini = 0.0 samples = 7 value = [0, 7] 19441->19491 19443 x7_NJ <= 0.5 gini = 0.221 samples = 71 value = [9, 62] 19442->19443 19490 gini = 0.0 samples = 1 value = [0, 1] 19442->19490 19444 x13_1 <= 0.5 gini = 0.202 samples = 70 value = [8, 62] 19443->19444 19489 gini = 0.0 samples = 1 value = [1, 0] 19443->19489 19445 x14_2 <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 19444->19445 19464 x7_MD <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 19444->19464 19446 x13_2 <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 19445->19446 19463 gini = 0.0 samples = 6 value = [0, 6] 19445->19463 19447 x14_8 <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 19446->19447 19462 gini = 0.0 samples = 4 value = [0, 4] 19446->19462 19448 x7_NY <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 19447->19448 19461 gini = 0.0 samples = 1 value = [1, 0] 19447->19461 19449 x7_MA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 19448->19449 19460 gini = 0.444 samples = 3 value = [2, 1] 19448->19460 19450 x13_0 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 19449->19450 19459 gini = 0.0 samples = 2 value = [0, 2] 19449->19459 19451 log_spend <= 5.163 gini = 0.32 samples = 10 value = [2, 8] 19450->19451 19458 gini = 0.0 samples = 7 value = [0, 7] 19450->19458 19452 gini = 0.0 samples = 1 value = [1, 0] 19451->19452 19453 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19451->19453 19454 x7_MD <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19453->19454 19457 gini = 0.0 samples = 4 value = [0, 4] 19453->19457 19455 gini = 0.444 samples = 3 value = [1, 2] 19454->19455 19456 gini = 0.0 samples = 2 value = [0, 2] 19454->19456 19465 x14_11 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 19464->19465 19488 gini = 0.0 samples = 7 value = [0, 7] 19464->19488 19466 x14_7 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 19465->19466 19487 gini = 0.0 samples = 9 value = [0, 9] 19465->19487 19467 x14_8 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 19466->19467 19486 gini = 0.5 samples = 2 value = [1, 1] 19466->19486 19468 x7_NC <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 19467->19468 19485 gini = 0.0 samples = 3 value = [0, 3] 19467->19485 19469 x14_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 19468->19469 19484 gini = 0.0 samples = 2 value = [0, 2] 19468->19484 19470 x7_KS <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 19469->19470 19483 gini = 0.0 samples = 1 value = [1, 0] 19469->19483 19471 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 19470->19471 19482 gini = 0.0 samples = 2 value = [0, 2] 19470->19482 19472 x7_VA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 19471->19472 19481 gini = 0.0 samples = 1 value = [0, 1] 19471->19481 19473 x7_GA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19472->19473 19480 gini = 0.0 samples = 1 value = [0, 1] 19472->19480 19474 x7_OR <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19473->19474 19479 gini = 0.0 samples = 1 value = [0, 1] 19473->19479 19475 log_spend <= 5.095 gini = 0.245 samples = 7 value = [1, 6] 19474->19475 19478 gini = 0.0 samples = 1 value = [0, 1] 19474->19478 19476 gini = 0.0 samples = 1 value = [1, 0] 19475->19476 19477 gini = 0.0 samples = 6 value = [0, 6] 19475->19477 19498 x14_9 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 19497->19498 19509 gini = 0.0 samples = 13 value = [0, 13] 19497->19509 19499 x7_IA <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 19498->19499 19508 gini = 0.0 samples = 1 value = [0, 1] 19498->19508 19500 x14_7 <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 19499->19500 19507 gini = 0.444 samples = 3 value = [1, 2] 19499->19507 19501 x7_NY <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 19500->19501 19506 gini = 0.5 samples = 2 value = [1, 1] 19500->19506 19502 gini = 0.0 samples = 17 value = [0, 17] 19501->19502 19503 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19501->19503 19504 gini = 0.0 samples = 5 value = [0, 5] 19503->19504 19505 gini = 0.0 samples = 1 value = [1, 0] 19503->19505 19512 x1_NJ <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 19511->19512 19533 gini = 0.0 samples = 5 value = [0, 5] 19511->19533 19513 x14_8 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 19512->19513 19532 gini = 0.0 samples = 8 value = [0, 8] 19512->19532 19514 x7_NC <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 19513->19514 19531 gini = 0.0 samples = 3 value = [0, 3] 19513->19531 19515 x7_MA <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 19514->19515 19530 gini = 0.0 samples = 6 value = [0, 6] 19514->19530 19516 x14_11 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 19515->19516 19529 gini = 0.0 samples = 6 value = [0, 6] 19515->19529 19517 x7_OR <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 19516->19517 19528 gini = 0.0 samples = 3 value = [0, 3] 19516->19528 19518 x12_0 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 19517->19518 19527 gini = 0.0 samples = 1 value = [0, 1] 19517->19527 19519 gini = 0.0 samples = 15 value = [0, 15] 19518->19519 19520 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19518->19520 19521 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19520->19521 19526 gini = 0.0 samples = 1 value = [0, 1] 19520->19526 19522 x1_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19521->19522 19525 gini = 0.0 samples = 1 value = [0, 1] 19521->19525 19523 gini = 0.0 samples = 5 value = [0, 5] 19522->19523 19524 gini = 0.0 samples = 1 value = [1, 0] 19522->19524 19535 x13_4 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 19534->19535 19548 gini = 0.0 samples = 1 value = [1, 0] 19534->19548 19536 x5_Drug <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 19535->19536 19543 x15_cardiovascular <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19535->19543 19537 log_spend <= 5.502 gini = 0.49 samples = 7 value = [3, 4] 19536->19537 19542 gini = 0.0 samples = 10 value = [0, 10] 19536->19542 19538 gini = 0.0 samples = 2 value = [0, 2] 19537->19538 19539 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19537->19539 19540 gini = 0.444 samples = 3 value = [1, 2] 19539->19540 19541 gini = 0.0 samples = 2 value = [2, 0] 19539->19541 19544 x10_4060 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19543->19544 19547 gini = 0.0 samples = 1 value = [0, 1] 19543->19547 19545 gini = 0.0 samples = 1 value = [1, 0] 19544->19545 19546 gini = 0.0 samples = 4 value = [0, 4] 19544->19546 19550 x11_60 <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 19549->19550 19567 gini = 0.0 samples = 2 value = [0, 2] 19549->19567 19551 x11_1 <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 19550->19551 19566 gini = 0.0 samples = 1 value = [1, 0] 19550->19566 19552 x7_NY <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 19551->19552 19565 gini = 0.0 samples = 6 value = [6, 0] 19551->19565 19553 x7_CA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 19552->19553 19564 gini = 0.0 samples = 1 value = [1, 0] 19552->19564 19554 x17_other <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 19553->19554 19563 gini = 0.0 samples = 1 value = [1, 0] 19553->19563 19555 gini = 0.0 samples = 1 value = [0, 1] 19554->19555 19556 x7_MI <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 19554->19556 19557 x1_NY <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 19556->19557 19562 gini = 0.0 samples = 1 value = [1, 0] 19556->19562 19558 x13_4 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 19557->19558 19561 gini = 0.0 samples = 1 value = [0, 1] 19557->19561 19559 gini = 0.0 samples = 4 value = [4, 0] 19558->19559 19560 gini = 0.0 samples = 2 value = [0, 2] 19558->19560 19570 gini = 0.0 samples = 27 value = [0, 27] 19569->19570 19571 gini = 0.5 samples = 2 value = [1, 1] 19569->19571 19573 x14_2 <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 19572->19573 19586 gini = 0.0 samples = 1 value = [0, 1] 19572->19586 19574 x13_0 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 19573->19574 19585 gini = 0.0 samples = 7 value = [0, 7] 19573->19585 19575 x7_LA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 19574->19575 19584 gini = 0.0 samples = 21 value = [0, 21] 19574->19584 19576 x7_NC <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 19575->19576 19583 gini = 0.0 samples = 2 value = [0, 2] 19575->19583 19577 x7_KY <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 19576->19577 19582 gini = 0.0 samples = 2 value = [0, 2] 19576->19582 19578 x15_immunology <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 19577->19578 19581 gini = 0.0 samples = 2 value = [0, 2] 19577->19581 19579 gini = 0.0 samples = 13 value = [0, 13] 19578->19579 19580 gini = 0.0 samples = 1 value = [1, 0] 19578->19580 19590 x5_Biological <= 0.5 gini = 0.068 samples = 113 value = [4, 109] 19589->19590 19599 gini = 0.0 samples = 1 value = [0, 1] 19589->19599 19591 x7_LA <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 19590->19591 19598 gini = 0.0 samples = 82 value = [0, 82] 19590->19598 19592 x11_2 <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 19591->19592 19597 gini = 0.0 samples = 3 value = [0, 3] 19591->19597 19593 x12_0 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 19592->19593 19596 gini = 0.0 samples = 1 value = [1, 0] 19592->19596 19594 gini = 0.0 samples = 24 value = [0, 24] 19593->19594 19595 gini = 0.0 samples = 3 value = [3, 0] 19593->19595 19601 x15_cns <= 0.5 gini = 0.03 samples = 461 value = [7, 454] 19600->19601 19632 gini = 0.0 samples = 13 value = [0, 13] 19600->19632 19602 x7_MA <= 0.5 gini = 0.2 samples = 62 value = [7, 55] 19601->19602 19631 gini = 0.0 samples = 399 value = [0, 399] 19601->19631 19603 x15_cardiovascular and metabolism <= 0.5 gini = 0.209 samples = 59 value = [7, 52] 19602->19603 19630 gini = 0.0 samples = 3 value = [0, 3] 19602->19630 19604 x1_NY <= 0.5 gini = 0.215 samples = 57 value = [7, 50] 19603->19604 19629 gini = 0.0 samples = 2 value = [0, 2] 19603->19629 19605 x7_TX <= 0.5 gini = 0.237 samples = 51 value = [7, 44] 19604->19605 19628 gini = 0.0 samples = 6 value = [0, 6] 19604->19628 19606 x9_6 <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 19605->19606 19627 gini = 0.444 samples = 3 value = [1, 2] 19605->19627 19607 x15_immunology <= 0.5 gini = 0.194 samples = 46 value = [5, 41] 19606->19607 19626 gini = 0.5 samples = 2 value = [1, 1] 19606->19626 19608 x1_NC <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 19607->19608 19623 x17_janssen <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19607->19623 19609 x7_GA <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 19608->19609 19622 gini = 0.0 samples = 1 value = [1, 0] 19608->19622 19610 x11_2 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 19609->19610 19621 gini = 0.0 samples = 1 value = [0, 1] 19609->19621 19611 x7_IN <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 19610->19611 19620 gini = 0.0 samples = 22 value = [0, 22] 19610->19620 19612 x1_MA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 19611->19612 19619 gini = 0.0 samples = 1 value = [1, 0] 19611->19619 19613 x9_0 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 19612->19613 19618 gini = 0.0 samples = 2 value = [0, 2] 19612->19618 19614 gini = 0.0 samples = 2 value = [0, 2] 19613->19614 19615 log_spend <= 5.41 gini = 0.375 samples = 8 value = [2, 6] 19613->19615 19616 gini = 0.0 samples = 2 value = [2, 0] 19615->19616 19617 gini = 0.0 samples = 6 value = [0, 6] 19615->19617 19624 gini = 0.0 samples = 7 value = [0, 7] 19623->19624 19625 gini = 0.5 samples = 2 value = [1, 1] 19623->19625 19634 x1_GA <= 0.5 gini = 0.245 samples = 147 value = [21, 126] 19633->19634 19703 gini = 0.0 samples = 7 value = [0, 7] 19633->19703 19635 x12_100000000136 <= 0.5 gini = 0.248 samples = 145 value = [21, 124] 19634->19635 19702 gini = 0.0 samples = 2 value = [0, 2] 19634->19702 19636 x1_NJ <= 0.5 gini = 0.221 samples = 142 value = [18, 124] 19635->19636 19701 gini = 0.0 samples = 3 value = [3, 0] 19635->19701 19637 x15_neurology <= 0.5 gini = 0.49 samples = 28 value = [12, 16] 19636->19637 19662 x7_MA <= 0.5 gini = 0.1 samples = 114 value = [6, 108] 19636->19662 19638 x7_WA <= 0.5 gini = 0.483 samples = 27 value = [11, 16] 19637->19638 19661 gini = 0.0 samples = 1 value = [1, 0] 19637->19661 19639 x13_6 <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 19638->19639 19660 gini = 0.0 samples = 1 value = [0, 1] 19638->19660 19640 x7_VA <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 19639->19640 19659 gini = 0.0 samples = 1 value = [1, 0] 19639->19659 19641 x7_OH <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 19640->19641 19658 gini = 0.0 samples = 1 value = [0, 1] 19640->19658 19642 log_spend <= 5.925 gini = 0.476 samples = 23 value = [9, 14] 19641->19642 19657 gini = 0.0 samples = 1 value = [1, 0] 19641->19657 19643 x13_2 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 19642->19643 19656 gini = 0.0 samples = 2 value = [0, 2] 19642->19656 19644 x13_0 <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 19643->19644 19655 gini = 0.0 samples = 3 value = [3, 0] 19643->19655 19645 x7_MA <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 19644->19645 19654 gini = 0.0 samples = 1 value = [1, 0] 19644->19654 19646 x13_4 <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 19645->19646 19653 gini = 0.0 samples = 1 value = [0, 1] 19645->19653 19647 log_spend <= 5.199 gini = 0.408 samples = 7 value = [5, 2] 19646->19647 19652 gini = 0.0 samples = 9 value = [0, 9] 19646->19652 19648 gini = 0.0 samples = 2 value = [2, 0] 19647->19648 19649 log_spend <= 5.319 gini = 0.48 samples = 5 value = [3, 2] 19647->19649 19650 gini = 0.0 samples = 1 value = [0, 1] 19649->19650 19651 gini = 0.375 samples = 4 value = [3, 1] 19649->19651 19663 x17_janssen <= 0.5 gini = 0.106 samples = 107 value = [6, 101] 19662->19663 19700 gini = 0.0 samples = 7 value = [0, 7] 19662->19700 19664 x14_7 <= 0.5 gini = 0.245 samples = 42 value = [6, 36] 19663->19664 19699 gini = 0.0 samples = 65 value = [0, 65] 19663->19699 19665 x7_WA <= 0.5 gini = 0.255 samples = 40 value = [6, 34] 19664->19665 19698 gini = 0.0 samples = 2 value = [0, 2] 19664->19698 19666 x16_gastro <= 0.5 gini = 0.26 samples = 39 value = [6, 33] 19665->19666 19697 gini = 0.0 samples = 1 value = [0, 1] 19665->19697 19667 x7_MO <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 19666->19667 19686 x14_11 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 19666->19686 19668 x7_CO <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 19667->19668 19685 gini = 0.0 samples = 1 value = [0, 1] 19667->19685 19669 x7_IL <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 19668->19669 19684 gini = 0.0 samples = 1 value = [1, 0] 19668->19684 19670 x17_other <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 19669->19670 19683 gini = 0.0 samples = 1 value = [0, 1] 19669->19683 19671 gini = 0.444 samples = 3 value = [2, 1] 19670->19671 19672 x7_KY <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 19670->19672 19673 x7_TX <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 19672->19673 19682 gini = 0.0 samples = 1 value = [0, 1] 19672->19682 19674 x14_11 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 19673->19674 19681 gini = 0.0 samples = 1 value = [0, 1] 19673->19681 19675 log_spend <= 5.869 gini = 0.375 samples = 8 value = [2, 6] 19674->19675 19680 gini = 0.0 samples = 1 value = [0, 1] 19674->19680 19676 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19675->19676 19679 gini = 0.0 samples = 1 value = [1, 0] 19675->19679 19677 gini = 0.0 samples = 5 value = [0, 5] 19676->19677 19678 gini = 0.5 samples = 2 value = [1, 1] 19676->19678 19687 x13_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 19686->19687 19696 gini = 0.0 samples = 1 value = [0, 1] 19686->19696 19688 x7_VA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19687->19688 19695 gini = 0.0 samples = 13 value = [0, 13] 19687->19695 19689 x7_NE <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19688->19689 19694 gini = 0.0 samples = 1 value = [0, 1] 19688->19694 19690 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19689->19690 19693 gini = 0.0 samples = 1 value = [0, 1] 19689->19693 19691 gini = 0.0 samples = 5 value = [0, 5] 19690->19691 19692 gini = 0.0 samples = 1 value = [1, 0] 19690->19692 19706 x16_resp <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 19705->19706 19719 gini = 0.0 samples = 3 value = [0, 3] 19705->19719 19707 log_spend <= 5.792 gini = 0.426 samples = 13 value = [9, 4] 19706->19707 19718 gini = 0.0 samples = 2 value = [2, 0] 19706->19718 19708 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 19707->19708 19717 gini = 0.375 samples = 4 value = [1, 3] 19707->19717 19709 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 19708->19709 19716 gini = 0.0 samples = 1 value = [1, 0] 19708->19716 19710 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19709->19710 19715 gini = 0.0 samples = 1 value = [1, 0] 19709->19715 19711 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 19710->19711 19714 gini = 0.0 samples = 2 value = [2, 0] 19710->19714 19712 gini = 0.444 samples = 3 value = [2, 1] 19711->19712 19713 gini = 0.0 samples = 2 value = [2, 0] 19711->19713 19721 x9_24 <= 0.5 gini = 0.41 samples = 584 value = [168, 416] 19720->19721 19984 gini = 0.0 samples = 44 value = [44, 0] 19720->19984 19722 x15_dermatology <= 0.5 gini = 0.447 samples = 475 value = [160, 315] 19721->19722 19965 x16_cardio <= 0.5 gini = 0.136 samples = 109 value = [8, 101] 19721->19965 19723 x13_1 <= 0.5 gini = 0.428 samples = 445 value = [138, 307] 19722->19723 19944 x7_GA <= 0.5 gini = 0.391 samples = 30 value = [22, 8] 19722->19944 19724 x17_merck <= 0.5 gini = 0.446 samples = 346 value = [116, 230] 19723->19724 19889 x1_CA <= 0.5 gini = 0.346 samples = 99 value = [22, 77] 19723->19889 19725 x11_3 <= 0.5 gini = 0.5 samples = 206 value = [102, 104] 19724->19725 19844 x13_6 <= 0.5 gini = 0.18 samples = 140 value = [14, 126] 19724->19844 19726 x5_Drug <= 0.5 gini = 0.496 samples = 180 value = [98, 82] 19725->19726 19831 x16_cardio <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 19725->19831 19727 x1_MA <= 0.5 gini = 0.332 samples = 38 value = [30, 8] 19726->19727 19758 x13_3 <= 0.5 gini = 0.499 samples = 142 value = [68, 74] 19726->19758 19728 x17_other <= 0.5 gini = 0.339 samples = 37 value = [29, 8] 19727->19728 19757 gini = 0.0 samples = 1 value = [1, 0] 19727->19757 19729 x7_MA <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 19728->19729 19742 x7_MI <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 19728->19742 19730 x7_GA <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 19729->19730 19741 gini = 0.0 samples = 1 value = [1, 0] 19729->19741 19731 x14_12 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 19730->19731 19740 gini = 0.0 samples = 1 value = [1, 0] 19730->19740 19732 x17_abbvie, <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 19731->19732 19739 gini = 0.0 samples = 1 value = [1, 0] 19731->19739 19733 gini = 0.0 samples = 1 value = [1, 0] 19732->19733 19734 log_spend <= 5.84 gini = 0.198 samples = 18 value = [16, 2] 19732->19734 19735 x7_MI <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 19734->19735 19738 gini = 0.375 samples = 4 value = [3, 1] 19734->19738 19736 gini = 0.0 samples = 13 value = [13, 0] 19735->19736 19737 gini = 0.0 samples = 1 value = [0, 1] 19735->19737 19743 x13_3 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 19742->19743 19756 gini = 0.0 samples = 1 value = [0, 1] 19742->19756 19744 x7_IL <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 19743->19744 19755 gini = 0.444 samples = 3 value = [1, 2] 19743->19755 19745 x13_0 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 19744->19745 19754 gini = 0.0 samples = 2 value = [2, 0] 19744->19754 19746 x7_TN <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 19745->19746 19753 gini = 0.0 samples = 1 value = [0, 1] 19745->19753 19747 x7_GA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19746->19747 19752 gini = 0.0 samples = 1 value = [0, 1] 19746->19752 19748 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 19747->19748 19751 gini = 0.0 samples = 1 value = [1, 0] 19747->19751 19749 gini = 0.0 samples = 5 value = [5, 0] 19748->19749 19750 gini = 0.0 samples = 1 value = [0, 1] 19748->19750 19759 x15_gastroenterology <= 0.5 gini = 0.488 samples = 102 value = [43, 59] 19758->19759 19804 x15_ophthalmology <= 0.5 gini = 0.469 samples = 40 value = [25, 15] 19758->19804 19760 x11_90 <= 0.5 gini = 0.477 samples = 97 value = [38, 59] 19759->19760 19803 gini = 0.0 samples = 5 value = [5, 0] 19759->19803 19761 x0_Great Britain (Uk) <= 0.5 gini = 0.474 samples = 96 value = [37, 59] 19760->19761 19802 gini = 0.0 samples = 1 value = [1, 0] 19760->19802 19762 x9_0 <= 0.5 gini = 0.479 samples = 93 value = [37, 56] 19761->19762 19801 gini = 0.0 samples = 3 value = [0, 3] 19761->19801 19763 x13_4 <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 19762->19763 19770 x7_NJ <= 0.5 gini = 0.477 samples = 56 value = [34, 22] 19762->19770 19764 gini = 0.0 samples = 18 value = [0, 18] 19763->19764 19765 x17_other <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 19763->19765 19766 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 19765->19766 19769 gini = 0.0 samples = 2 value = [2, 0] 19765->19769 19767 gini = 0.0 samples = 16 value = [0, 16] 19766->19767 19768 gini = 0.0 samples = 1 value = [1, 0] 19766->19768 19771 x11_2 <= 0.5 gini = 0.475 samples = 54 value = [33, 21] 19770->19771 19800 gini = 0.5 samples = 2 value = [1, 1] 19770->19800 19772 x10_710 <= 0.5 gini = 0.473 samples = 52 value = [32, 20] 19771->19772 19799 gini = 0.5 samples = 2 value = [1, 1] 19771->19799 19773 x11_0 <= 0.5 gini = 0.461 samples = 50 value = [32, 18] 19772->19773 19798 gini = 0.0 samples = 2 value = [0, 2] 19772->19798 19774 x14_2 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 19773->19774 19781 x1_MA <= 0.5 gini = 0.5 samples = 33 value = [17, 16] 19773->19781 19775 x15_cns <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 19774->19775 19780 gini = 0.5 samples = 2 value = [1, 1] 19774->19780 19776 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 19775->19776 19779 gini = 0.0 samples = 8 value = [8, 0] 19775->19779 19777 gini = 0.444 samples = 3 value = [2, 1] 19776->19777 19778 gini = 0.0 samples = 4 value = [4, 0] 19776->19778 19782 x17_abbvie, <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 19781->19782 19797 gini = 0.0 samples = 8 value = [8, 0] 19781->19797 19783 x7_PA <= 0.5 gini = 0.444 samples = 24 value = [8, 16] 19782->19783 19796 gini = 0.0 samples = 1 value = [1, 0] 19782->19796 19784 x15_immunology <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 19783->19784 19795 gini = 0.0 samples = 1 value = [0, 1] 19783->19795 19785 x15_neurology <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 19784->19785 19788 x7_WA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 19784->19788 19786 gini = 0.0 samples = 6 value = [6, 0] 19785->19786 19787 gini = 0.5 samples = 2 value = [1, 1] 19785->19787 19789 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 19788->19789 19794 gini = 0.0 samples = 1 value = [0, 1] 19788->19794 19790 x14_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 19789->19790 19793 gini = 0.0 samples = 1 value = [0, 1] 19789->19793 19791 gini = 0.0 samples = 9 value = [0, 9] 19790->19791 19792 gini = 0.375 samples = 4 value = [1, 3] 19790->19792 19805 x15_neuroscience <= 0.5 gini = 0.424 samples = 36 value = [25, 11] 19804->19805 19830 gini = 0.0 samples = 4 value = [0, 4] 19804->19830 19806 x9_597 <= 0.5 gini = 0.444 samples = 33 value = [22, 11] 19805->19806 19829 gini = 0.0 samples = 3 value = [3, 0] 19805->19829 19807 x17_other <= 0.5 gini = 0.337 samples = 28 value = [22, 6] 19806->19807 19828 gini = 0.0 samples = 5 value = [0, 5] 19806->19828 19808 gini = 0.0 samples = 3 value = [3, 0] 19807->19808 19809 x14_4 <= 0.5 gini = 0.365 samples = 25 value = [19, 6] 19807->19809 19810 x7_WA <= 0.5 gini = 0.397 samples = 22 value = [16, 6] 19809->19810 19827 gini = 0.0 samples = 3 value = [3, 0] 19809->19827 19811 x7_CT <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 19810->19811 19826 gini = 0.0 samples = 1 value = [0, 1] 19810->19826 19812 x16_resp <= 0.5 gini = 0.332 samples = 19 value = [15, 4] 19811->19812 19825 gini = 0.5 samples = 2 value = [1, 1] 19811->19825 19813 x7_AZ <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 19812->19813 19824 gini = 0.0 samples = 2 value = [2, 0] 19812->19824 19814 x15_immunology <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 19813->19814 19823 gini = 0.0 samples = 1 value = [0, 1] 19813->19823 19815 x14_3 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 19814->19815 19822 gini = 0.5 samples = 4 value = [2, 2] 19814->19822 19816 log_spend <= 5.383 gini = 0.18 samples = 10 value = [9, 1] 19815->19816 19821 gini = 0.0 samples = 2 value = [2, 0] 19815->19821 19817 gini = 0.0 samples = 5 value = [5, 0] 19816->19817 19818 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 19816->19818 19819 gini = 0.375 samples = 4 value = [3, 1] 19818->19819 19820 gini = 0.0 samples = 1 value = [1, 0] 19818->19820 19832 x15_endocrinology <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 19831->19832 19843 gini = 0.0 samples = 11 value = [0, 11] 19831->19843 19833 x7_TX <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 19832->19833 19842 gini = 0.0 samples = 2 value = [2, 0] 19832->19842 19834 x7_GA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19833->19834 19841 gini = 0.375 samples = 4 value = [1, 3] 19833->19841 19835 x7_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19834->19835 19840 gini = 0.0 samples = 2 value = [0, 2] 19834->19840 19836 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19835->19836 19839 gini = 0.0 samples = 1 value = [0, 1] 19835->19839 19837 gini = 0.0 samples = 2 value = [0, 2] 19836->19837 19838 gini = 0.375 samples = 4 value = [1, 3] 19836->19838 19845 log_spend <= 5.025 gini = 0.187 samples = 134 value = [14, 120] 19844->19845 19888 gini = 0.0 samples = 6 value = [0, 6] 19844->19888 19846 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 19845->19846 19849 x5_Biological <= 0.5 gini = 0.143 samples = 129 value = [10, 119] 19845->19849 19847 gini = 0.375 samples = 4 value = [3, 1] 19846->19847 19848 gini = 0.0 samples = 1 value = [1, 0] 19846->19848 19850 x14_12 <= 0.5 gini = 0.26 samples = 65 value = [10, 55] 19849->19850 19887 gini = 0.0 samples = 64 value = [0, 64] 19849->19887 19851 x7_KS <= 0.5 gini = 0.27 samples = 56 value = [9, 47] 19850->19851 19882 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 19850->19882 19852 x14_6 <= 0.5 gini = 0.249 samples = 55 value = [8, 47] 19851->19852 19881 gini = 0.0 samples = 1 value = [1, 0] 19851->19881 19853 x9_0 <= 0.5 gini = 0.204 samples = 52 value = [6, 46] 19852->19853 19880 gini = 0.444 samples = 3 value = [2, 1] 19852->19880 19854 x7_CA <= 0.5 gini = 0.211 samples = 50 value = [6, 44] 19853->19854 19879 gini = 0.0 samples = 2 value = [0, 2] 19853->19879 19855 x11_15 <= 0.5 gini = 0.25 samples = 41 value = [6, 35] 19854->19855 19878 gini = 0.0 samples = 9 value = [0, 9] 19854->19878 19856 x15_neuroscience <= 0.5 gini = 0.184 samples = 39 value = [4, 35] 19855->19856 19877 gini = 0.0 samples = 2 value = [2, 0] 19855->19877 19857 x13_3 <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 19856->19857 19874 log_spend <= 5.525 gini = 0.245 samples = 7 value = [1, 6] 19856->19874 19858 x7_SC <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 19857->19858 19871 x7_MI <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 19857->19871 19859 x7_NV <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 19858->19859 19870 gini = 0.0 samples = 1 value = [0, 1] 19858->19870 19860 x7_PA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 19859->19860 19869 gini = 0.0 samples = 1 value = [1, 0] 19859->19869 19861 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 19860->19861 19868 gini = 0.0 samples = 4 value = [0, 4] 19860->19868 19862 gini = 0.0 samples = 7 value = [0, 7] 19861->19862 19863 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19861->19863 19864 log_spend <= 5.485 gini = 0.278 samples = 6 value = [1, 5] 19863->19864 19867 gini = 0.0 samples = 1 value = [0, 1] 19863->19867 19865 gini = 0.5 samples = 2 value = [1, 1] 19864->19865 19866 gini = 0.0 samples = 4 value = [0, 4] 19864->19866 19872 gini = 0.0 samples = 11 value = [0, 11] 19871->19872 19873 gini = 0.0 samples = 1 value = [1, 0] 19871->19873 19875 gini = 0.444 samples = 3 value = [1, 2] 19874->19875 19876 gini = 0.0 samples = 4 value = [0, 4] 19874->19876 19883 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 19882->19883 19886 gini = 0.0 samples = 1 value = [0, 1] 19882->19886 19884 gini = 0.0 samples = 5 value = [0, 5] 19883->19884 19885 gini = 0.444 samples = 3 value = [1, 2] 19883->19885 19890 x7_TN <= 0.5 gini = 0.273 samples = 92 value = [15, 77] 19889->19890 19943 gini = 0.0 samples = 7 value = [7, 0] 19889->19943 19891 x1_NA <= 0.5 gini = 0.275 samples = 91 value = [15, 76] 19890->19891 19942 gini = 0.0 samples = 1 value = [0, 1] 19890->19942 19892 x5_Drug <= 0.5 gini = 0.344 samples = 68 value = [15, 53] 19891->19892 19941 gini = 0.0 samples = 23 value = [0, 23] 19891->19941 19893 x7_KY <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 19892->19893 19908 x12_100000000204 <= 0.5 gini = 0.472 samples = 34 value = [13, 21] 19892->19908 19894 x12_100000000204 <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 19893->19894 19907 gini = 0.0 samples = 1 value = [0, 1] 19893->19907 19895 x7_PR <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 19894->19895 19906 gini = 0.0 samples = 1 value = [1, 0] 19894->19906 19896 x7_LA <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 19895->19896 19905 gini = 0.0 samples = 1 value = [0, 1] 19895->19905 19897 x9_6 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 19896->19897 19904 gini = 0.0 samples = 1 value = [0, 1] 19896->19904 19898 x7_MD <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 19897->19898 19903 gini = 0.0 samples = 6 value = [0, 6] 19897->19903 19899 x16_immun <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 19898->19899 19902 gini = 0.0 samples = 4 value = [0, 4] 19898->19902 19900 gini = 0.0 samples = 17 value = [0, 17] 19899->19900 19901 gini = 0.444 samples = 3 value = [1, 2] 19899->19901 19909 x1_PA <= 0.5 gini = 0.463 samples = 33 value = [12, 21] 19908->19909 19940 gini = 0.0 samples = 1 value = [1, 0] 19908->19940 19910 x7_CT <= 0.5 gini = 0.437 samples = 31 value = [10, 21] 19909->19910 19939 gini = 0.0 samples = 2 value = [2, 0] 19909->19939 19911 x16_immun <= 0.5 gini = 0.42 samples = 30 value = [9, 21] 19910->19911 19938 gini = 0.0 samples = 1 value = [1, 0] 19910->19938 19912 x12_0 <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 19911->19912 19931 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19911->19931 19913 x7_OH <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 19912->19913 19928 x11_30 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 19912->19928 19914 x14_6 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 19913->19914 19927 gini = 0.0 samples = 1 value = [1, 0] 19913->19927 19915 x11_15 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 19914->19915 19926 gini = 0.0 samples = 1 value = [0, 1] 19914->19926 19916 x15_neuroscience <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 19915->19916 19925 gini = 0.0 samples = 1 value = [1, 0] 19915->19925 19917 x17_other <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 19916->19917 19924 gini = 0.5 samples = 2 value = [1, 1] 19916->19924 19918 gini = 0.0 samples = 5 value = [0, 5] 19917->19918 19919 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19917->19919 19920 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19919->19920 19923 gini = 0.0 samples = 1 value = [0, 1] 19919->19923 19921 gini = 0.375 samples = 4 value = [1, 3] 19920->19921 19922 gini = 0.0 samples = 2 value = [0, 2] 19920->19922 19929 gini = 0.5 samples = 4 value = [2, 2] 19928->19929 19930 gini = 0.0 samples = 2 value = [2, 0] 19928->19930 19932 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 19931->19932 19937 gini = 0.0 samples = 1 value = [0, 1] 19931->19937 19933 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 19932->19933 19936 gini = 0.0 samples = 1 value = [0, 1] 19932->19936 19934 gini = 0.444 samples = 3 value = [1, 2] 19933->19934 19935 gini = 0.0 samples = 2 value = [0, 2] 19933->19935 19945 x13_3 <= 0.5 gini = 0.346 samples = 27 value = [21, 6] 19944->19945 19964 gini = 0.444 samples = 3 value = [1, 2] 19944->19964 19946 x7_MN <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 19945->19946 19963 gini = 0.0 samples = 10 value = [10, 0] 19945->19963 19947 x7_CT <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 19946->19947 19962 gini = 0.0 samples = 1 value = [1, 0] 19946->19962 19948 x0_Switzerland <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 19947->19948 19961 gini = 0.0 samples = 1 value = [0, 1] 19947->19961 19949 x14_1 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 19948->19949 19960 gini = 0.0 samples = 2 value = [2, 0] 19948->19960 19950 x7_KY <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 19949->19950 19959 gini = 0.5 samples = 2 value = [1, 1] 19949->19959 19951 x1_NY <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 19950->19951 19958 gini = 0.0 samples = 1 value = [1, 0] 19950->19958 19952 x1_NJ <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19951->19952 19955 x7_NH <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 19951->19955 19953 gini = 0.0 samples = 1 value = [1, 0] 19952->19953 19954 gini = 0.5 samples = 4 value = [2, 2] 19952->19954 19956 gini = 0.5 samples = 4 value = [2, 2] 19955->19956 19957 gini = 0.0 samples = 1 value = [1, 0] 19955->19957 19966 x1_MA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 19965->19966 19969 x14_3 <= 0.5 gini = 0.096 samples = 99 value = [5, 94] 19965->19969 19967 gini = 0.0 samples = 7 value = [0, 7] 19966->19967 19968 gini = 0.0 samples = 3 value = [3, 0] 19966->19968 19970 x12_100000000067 <= 0.5 gini = 0.103 samples = 92 value = [5, 87] 19969->19970 19983 gini = 0.0 samples = 7 value = [0, 7] 19969->19983 19971 x14_9 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 19970->19971 19982 gini = 0.0 samples = 80 value = [0, 80] 19970->19982 19972 x7_NY <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 19971->19972 19981 gini = 0.0 samples = 1 value = [1, 0] 19971->19981 19973 x14_4 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 19972->19973 19980 gini = 0.0 samples = 1 value = [0, 1] 19972->19980 19974 x15_cardiovascular <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 19973->19974 19979 gini = 0.0 samples = 2 value = [2, 0] 19973->19979 19975 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 19974->19975 19978 gini = 0.0 samples = 1 value = [1, 0] 19974->19978 19976 gini = 0.0 samples = 6 value = [0, 6] 19975->19976 19977 gini = 0.0 samples = 1 value = [1, 0] 19975->19977 19986 x1_IN <= 0.5 gini = 0.336 samples = 496 value = [106, 390] 19985->19986 20179 x11_3 <= 0.5 gini = 0.16 samples = 6496 value = [570, 5926] 19985->20179 19987 x1_MA <= 0.5 gini = 0.362 samples = 443 value = [105, 338] 19986->19987 20168 x7_AZ <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 19986->20168 19988 x9_24 <= 0.5 gini = 0.307 samples = 396 value = [75, 321] 19987->19988 20127 x14_8 <= 0.5 gini = 0.462 samples = 47 value = [30, 17] 19987->20127 19989 log_spend <= 7.005 gini = 0.343 samples = 337 value = [74, 263] 19988->19989 20120 x13_3 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 19988->20120 19990 x17_merck <= 0.5 gini = 0.439 samples = 197 value = [64, 133] 19989->19990 20087 x0_Germany <= 0.5 gini = 0.133 samples = 140 value = [10, 130] 19989->20087 19991 x13_3 <= 0.5 gini = 0.482 samples = 141 value = [57, 84] 19990->19991 20058 x7_TN <= 0.5 gini = 0.219 samples = 56 value = [7, 49] 19990->20058 19992 x14_5 <= 0.5 gini = 0.429 samples = 109 value = [34, 75] 19991->19992 20045 log_spend <= 6.1 gini = 0.404 samples = 32 value = [23, 9] 19991->20045 19993 x1_PA <= 0.5 gini = 0.433 samples = 101 value = [32, 69] 19992->19993 20038 x7_OR <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 19992->20038 19994 x15_cardiovascular and metabolism <= 0.5 gini = 0.422 samples = 99 value = [30, 69] 19993->19994 20037 gini = 0.0 samples = 2 value = [2, 0] 19993->20037 19995 x7_AL <= 0.5 gini = 0.447 samples = 89 value = [30, 59] 19994->19995 20036 gini = 0.0 samples = 10 value = [0, 10] 19994->20036 19996 x9_597 <= 0.5 gini = 0.442 samples = 88 value = [29, 59] 19995->19996 20035 gini = 0.0 samples = 1 value = [1, 0] 19995->20035 19997 x15_endocrinology <= 0.5 gini = 0.368 samples = 37 value = [28, 9] 19996->19997 20026 x7_MS <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 19996->20026 19998 x11_30 <= 0.5 gini = 0.375 samples = 36 value = [27, 9] 19997->19998 20025 gini = 0.0 samples = 1 value = [1, 0] 19997->20025 19999 x17_other <= 0.5 gini = 0.412 samples = 31 value = [22, 9] 19998->19999 20024 gini = 0.0 samples = 5 value = [5, 0] 19998->20024 20000 x7_WA <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 19999->20000 20009 x16_other <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 19999->20009 20001 x1_NJ <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 20000->20001 20008 gini = 0.444 samples = 3 value = [2, 1] 20000->20008 20002 x12_100000000286 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 20001->20002 20007 gini = 0.0 samples = 2 value = [2, 0] 20001->20007 20003 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 20002->20003 20006 gini = 0.0 samples = 1 value = [1, 0] 20002->20006 20004 gini = 0.375 samples = 4 value = [3, 1] 20003->20004 20005 gini = 0.0 samples = 1 value = [1, 0] 20003->20005 20010 gini = 0.444 samples = 3 value = [2, 1] 20009->20010 20011 x11_1 <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 20009->20011 20012 log_spend <= 6.652 gini = 0.497 samples = 13 value = [7, 6] 20011->20012 20023 gini = 0.0 samples = 4 value = [4, 0] 20011->20023 20013 x11_2 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 20012->20013 20022 gini = 0.0 samples = 2 value = [0, 2] 20012->20022 20014 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 20013->20014 20021 gini = 0.444 samples = 3 value = [1, 2] 20013->20021 20015 x1_NJ <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 20014->20015 20020 gini = 0.0 samples = 1 value = [1, 0] 20014->20020 20016 gini = 0.0 samples = 2 value = [2, 0] 20015->20016 20017 log_spend <= 6.483 gini = 0.48 samples = 5 value = [3, 2] 20015->20017 20018 gini = 0.0 samples = 3 value = [3, 0] 20017->20018 20019 gini = 0.0 samples = 2 value = [0, 2] 20017->20019 20027 x14_7 <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 20026->20027 20034 gini = 0.0 samples = 4 value = [0, 4] 20026->20034 20028 x7_NJ <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 20027->20028 20033 gini = 0.0 samples = 1 value = [0, 1] 20027->20033 20029 x0_Germany <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 20028->20029 20032 gini = 0.0 samples = 2 value = [0, 2] 20028->20032 20030 gini = 0.5 samples = 2 value = [1, 1] 20029->20030 20031 gini = 0.0 samples = 42 value = [0, 42] 20029->20031 20039 x9_0 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 20038->20039 20044 gini = 0.0 samples = 1 value = [0, 1] 20038->20044 20040 gini = 0.0 samples = 2 value = [0, 2] 20039->20040 20041 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20039->20041 20042 gini = 0.5 samples = 4 value = [2, 2] 20041->20042 20043 gini = 0.0 samples = 1 value = [0, 1] 20041->20043 20046 gini = 0.0 samples = 5 value = [0, 5] 20045->20046 20047 x15_dermatology <= 0.5 gini = 0.252 samples = 27 value = [23, 4] 20045->20047 20048 x15_endocrinology <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 20047->20048 20055 log_spend <= 6.529 gini = 0.408 samples = 7 value = [5, 2] 20047->20055 20049 log_spend <= 6.791 gini = 0.188 samples = 19 value = [17, 2] 20048->20049 20054 gini = 0.0 samples = 1 value = [1, 0] 20048->20054 20050 gini = 0.0 samples = 12 value = [12, 0] 20049->20050 20051 x16_cardio <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 20049->20051 20052 gini = 0.0 samples = 5 value = [5, 0] 20051->20052 20053 gini = 0.0 samples = 2 value = [0, 2] 20051->20053 20056 gini = 0.444 samples = 3 value = [1, 2] 20055->20056 20057 gini = 0.0 samples = 4 value = [4, 0] 20055->20057 20059 x5_Biological <= 0.5 gini = 0.194 samples = 55 value = [6, 49] 20058->20059 20086 gini = 0.0 samples = 1 value = [1, 0] 20058->20086 20060 x14_5 <= 0.5 gini = 0.32 samples = 30 value = [6, 24] 20059->20060 20085 gini = 0.0 samples = 25 value = [0, 25] 20059->20085 20061 x14_10 <= 0.5 gini = 0.293 samples = 28 value = [5, 23] 20060->20061 20084 gini = 0.5 samples = 2 value = [1, 1] 20060->20084 20062 x7_MA <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 20061->20062 20083 gini = 0.444 samples = 3 value = [2, 1] 20061->20083 20063 x13_6 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 20062->20063 20082 gini = 0.0 samples = 1 value = [0, 1] 20062->20082 20064 x7_AL <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 20063->20064 20081 gini = 0.0 samples = 2 value = [0, 2] 20063->20081 20065 x14_7 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 20064->20065 20080 gini = 0.0 samples = 1 value = [0, 1] 20064->20080 20066 x11_15 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 20065->20066 20079 gini = 0.0 samples = 1 value = [0, 1] 20065->20079 20067 x16_other <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 20066->20067 20078 gini = 0.0 samples = 2 value = [0, 2] 20066->20078 20068 gini = 0.0 samples = 1 value = [0, 1] 20067->20068 20069 x7_OR <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 20067->20069 20070 x13_4 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 20069->20070 20077 gini = 0.0 samples = 2 value = [0, 2] 20069->20077 20071 x7_TX <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 20070->20071 20076 gini = 0.0 samples = 2 value = [0, 2] 20070->20076 20072 x15_neuroscience <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 20071->20072 20075 gini = 0.0 samples = 4 value = [0, 4] 20071->20075 20073 gini = 0.0 samples = 5 value = [0, 5] 20072->20073 20074 gini = 0.375 samples = 4 value = [3, 1] 20072->20074 20088 x13_0 <= 0.5 gini = 0.199 samples = 89 value = [10, 79] 20087->20088 20119 gini = 0.0 samples = 51 value = [0, 51] 20087->20119 20089 x1_GA <= 0.5 gini = 0.239 samples = 72 value = [10, 62] 20088->20089 20118 gini = 0.0 samples = 17 value = [0, 17] 20088->20118 20090 x11_3 <= 0.5 gini = 0.195 samples = 64 value = [7, 57] 20089->20090 20109 x7_PA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 20089->20109 20091 x7_GA <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 20090->20091 20108 gini = 0.0 samples = 3 value = [3, 0] 20090->20108 20092 x17_astrazeneca <= 0.5 gini = 0.124 samples = 60 value = [4, 56] 20091->20092 20107 gini = 0.0 samples = 1 value = [0, 1] 20091->20107 20093 log_spend <= 7.263 gini = 0.193 samples = 37 value = [4, 33] 20092->20093 20106 gini = 0.0 samples = 23 value = [0, 23] 20092->20106 20094 gini = 0.444 samples = 3 value = [1, 2] 20093->20094 20095 x15_ophthalmology <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 20093->20095 20096 x7_FL <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 20095->20096 20105 gini = 0.0 samples = 2 value = [2, 0] 20095->20105 20097 x12_100000000053 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 20096->20097 20104 gini = 0.0 samples = 3 value = [0, 3] 20096->20104 20098 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20097->20098 20103 gini = 0.0 samples = 22 value = [0, 22] 20097->20103 20099 x0_United States <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20098->20099 20102 gini = 0.0 samples = 1 value = [0, 1] 20098->20102 20100 gini = 0.0 samples = 1 value = [1, 0] 20099->20100 20101 gini = 0.0 samples = 5 value = [0, 5] 20099->20101 20110 x7_AL <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 20109->20110 20117 gini = 0.0 samples = 1 value = [1, 0] 20109->20117 20111 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 20110->20111 20116 gini = 0.0 samples = 1 value = [0, 1] 20110->20116 20112 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20111->20112 20115 gini = 0.0 samples = 1 value = [0, 1] 20111->20115 20113 gini = 0.5 samples = 4 value = [2, 2] 20112->20113 20114 gini = 0.0 samples = 1 value = [0, 1] 20112->20114 20121 x7_IL <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 20120->20121 20126 gini = 0.0 samples = 3 value = [0, 3] 20120->20126 20122 x1_NJ <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 20121->20122 20125 gini = 0.0 samples = 2 value = [0, 2] 20121->20125 20123 gini = 0.444 samples = 3 value = [1, 2] 20122->20123 20124 gini = 0.0 samples = 51 value = [0, 51] 20122->20124 20128 x14_9 <= 0.5 gini = 0.466 samples = 46 value = [29, 17] 20127->20128 20167 gini = 0.0 samples = 1 value = [1, 0] 20127->20167 20129 x7_DC <= 0.5 gini = 0.469 samples = 40 value = [25, 15] 20128->20129 20162 x11_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 20128->20162 20130 x7_FL <= 0.5 gini = 0.473 samples = 39 value = [24, 15] 20129->20130 20161 gini = 0.0 samples = 1 value = [1, 0] 20129->20161 20131 x14_4 <= 0.5 gini = 0.461 samples = 36 value = [23, 13] 20130->20131 20160 gini = 0.444 samples = 3 value = [1, 2] 20130->20160 20132 x11_0 <= 0.5 gini = 0.478 samples = 33 value = [20, 13] 20131->20132 20159 gini = 0.0 samples = 3 value = [3, 0] 20131->20159 20133 x13_3 <= 0.5 gini = 0.497 samples = 28 value = [15, 13] 20132->20133 20158 gini = 0.0 samples = 5 value = [5, 0] 20132->20158 20134 x14_7 <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 20133->20134 20153 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 20133->20153 20135 x7_IL <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 20134->20135 20152 gini = 0.0 samples = 1 value = [1, 0] 20134->20152 20136 x7_GA <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 20135->20136 20151 gini = 0.5 samples = 2 value = [1, 1] 20135->20151 20137 x7_PA <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 20136->20137 20150 gini = 0.5 samples = 2 value = [1, 1] 20136->20150 20138 x7_NJ <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 20137->20138 20149 gini = 0.5 samples = 2 value = [1, 1] 20137->20149 20139 x11_30 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 20138->20139 20148 gini = 0.5 samples = 4 value = [2, 2] 20138->20148 20140 x13_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 20139->20140 20147 gini = 0.0 samples = 1 value = [1, 0] 20139->20147 20141 x14_5 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 20140->20141 20146 gini = 0.0 samples = 2 value = [0, 2] 20140->20146 20142 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20141->20142 20145 gini = 0.0 samples = 2 value = [2, 0] 20141->20145 20143 gini = 0.0 samples = 1 value = [1, 0] 20142->20143 20144 gini = 0.0 samples = 5 value = [0, 5] 20142->20144 20154 x12_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 20153->20154 20157 gini = 0.0 samples = 1 value = [1, 0] 20153->20157 20155 gini = 0.5 samples = 2 value = [1, 1] 20154->20155 20156 gini = 0.0 samples = 3 value = [3, 0] 20154->20156 20163 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 20162->20163 20166 gini = 0.0 samples = 1 value = [1, 0] 20162->20166 20164 gini = 0.444 samples = 3 value = [1, 2] 20163->20164 20165 gini = 0.0 samples = 2 value = [2, 0] 20163->20165 20169 x13_4 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 20168->20169 20178 gini = 0.0 samples = 2 value = [0, 2] 20168->20178 20170 x7_CA <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 20169->20170 20177 gini = 0.0 samples = 26 value = [0, 26] 20169->20177 20171 x13_3 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20170->20171 20176 gini = 0.0 samples = 4 value = [0, 4] 20170->20176 20172 gini = 0.0 samples = 13 value = [0, 13] 20171->20172 20173 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20171->20173 20174 gini = 0.0 samples = 6 value = [0, 6] 20173->20174 20175 gini = 0.5 samples = 2 value = [1, 1] 20173->20175 20180 x15_endocrinology <= 0.5 gini = 0.153 samples = 6296 value = [527, 5769] 20179->20180 22215 x10_4060 <= 0.5 gini = 0.338 samples = 200 value = [43, 157] 20179->22215 20181 x10_6 <= 0.5 gini = 0.15 samples = 6045 value = [494, 5551] 20180->20181 22098 x10_6 <= 0.5 gini = 0.228 samples = 251 value = [33, 218] 20180->22098 20182 x7_MT <= 0.5 gini = 0.159 samples = 5437 value = [474, 4963] 20181->20182 21989 x7_ME <= 0.5 gini = 0.064 samples = 608 value = [20, 588] 20181->21989 20183 x14_12 <= 0.5 gini = 0.159 samples = 5435 value = [473, 4962] 20182->20183 21988 gini = 0.5 samples = 2 value = [1, 1] 20182->21988 20184 x5_Drug <= 0.5 gini = 0.163 samples = 4977 value = [444, 4533] 20183->20184 21833 x9_597 <= 0.5 gini = 0.119 samples = 458 value = [29, 429] 20183->21833 20185 x13_2 <= 0.5 gini = 0.12 samples = 1341 value = [86, 1255] 20184->20185 20708 x1_NJ <= 0.5 gini = 0.178 samples = 3636 value = [358, 3278] 20184->20708 20186 x1_NC <= 0.5 gini = 0.112 samples = 1071 value = [64, 1007] 20185->20186 20567 x7_MA <= 0.5 gini = 0.15 samples = 270 value = [22, 248] 20185->20567 20187 x11_0 <= 0.5 gini = 0.127 samples = 940 value = [64, 876] 20186->20187 20566 gini = 0.0 samples = 131 value = [0, 131] 20186->20566 20188 x1_CA <= 0.5 gini = 0.14 samples = 834 value = [63, 771] 20187->20188 20563 x1_CA <= 0.5 gini = 0.019 samples = 106 value = [1, 105] 20187->20563 20189 x7_WI <= 0.5 gini = 0.128 samples = 828 value = [57, 771] 20188->20189 20562 gini = 0.0 samples = 6 value = [6, 0] 20188->20562 20190 x16_immun <= 0.5 gini = 0.132 samples = 805 value = [57, 748] 20189->20190 20561 gini = 0.0 samples = 23 value = [0, 23] 20189->20561 20191 x12_0 <= 0.5 gini = 0.083 samples = 367 value = [16, 351] 20190->20191 20336 x13_4 <= 0.5 gini = 0.17 samples = 438 value = [41, 397] 20190->20336 20192 x7_OH <= 0.5 gini = 0.076 samples = 305 value = [12, 293] 20191->20192 20321 x7_KS <= 0.5 gini = 0.121 samples = 62 value = [4, 58] 20191->20321 20193 x7_MO <= 0.5 gini = 0.072 samples = 294 value = [11, 283] 20192->20193 20310 x14_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20192->20310 20194 x7_MA <= 0.5 gini = 0.067 samples = 287 value = [10, 277] 20193->20194 20305 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20193->20305 20195 x7_WA <= 0.5 gini = 0.064 samples = 270 value = [9, 261] 20194->20195 20300 x14_1 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 20194->20300 20196 x7_UT <= 0.5 gini = 0.06 samples = 259 value = [8, 251] 20195->20196 20295 log_spend <= 7.189 gini = 0.165 samples = 11 value = [1, 10] 20195->20295 20197 x14_11 <= 0.5 gini = 0.061 samples = 253 value = [8, 245] 20196->20197 20294 gini = 0.0 samples = 6 value = [0, 6] 20196->20294 20198 x7_VA <= 0.5 gini = 0.043 samples = 225 value = [5, 220] 20197->20198 20273 x7_PA <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 20197->20273 20199 x14_10 <= 0.5 gini = 0.036 samples = 220 value = [4, 216] 20198->20199 20270 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20198->20270 20200 x7_LA <= 0.5 gini = 0.038 samples = 207 value = [4, 203] 20199->20200 20269 gini = 0.0 samples = 13 value = [0, 13] 20199->20269 20201 x7_NY <= 0.5 gini = 0.038 samples = 206 value = [4, 202] 20200->20201 20268 gini = 0.0 samples = 1 value = [0, 1] 20200->20268 20202 x7_NH <= 0.5 gini = 0.04 samples = 195 value = [4, 191] 20201->20202 20267 gini = 0.0 samples = 11 value = [0, 11] 20201->20267 20203 x7_CO <= 0.5 gini = 0.041 samples = 193 value = [4, 189] 20202->20203 20266 gini = 0.0 samples = 2 value = [0, 2] 20202->20266 20204 x7_NC <= 0.5 gini = 0.041 samples = 189 value = [4, 185] 20203->20204 20265 gini = 0.0 samples = 4 value = [0, 4] 20203->20265 20205 x7_KY <= 0.5 gini = 0.043 samples = 180 value = [4, 176] 20204->20205 20264 gini = 0.0 samples = 9 value = [0, 9] 20204->20264 20206 x7_OR <= 0.5 gini = 0.044 samples = 177 value = [4, 173] 20205->20206 20263 gini = 0.0 samples = 3 value = [0, 3] 20205->20263 20207 x14_1 <= 0.5 gini = 0.028 samples = 141 value = [2, 139] 20206->20207 20244 x14_8 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 20206->20244 20208 x14_5 <= 0.5 gini = 0.036 samples = 109 value = [2, 107] 20207->20208 20243 gini = 0.0 samples = 32 value = [0, 32] 20207->20243 20209 x7_NJ <= 0.5 gini = 0.044 samples = 89 value = [2, 87] 20208->20209 20242 gini = 0.0 samples = 20 value = [0, 20] 20208->20242 20210 x13_0 <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 20209->20210 20241 gini = 0.0 samples = 1 value = [0, 1] 20209->20241 20211 x7_TN <= 0.5 gini = 0.051 samples = 76 value = [2, 74] 20210->20211 20240 gini = 0.0 samples = 12 value = [0, 12] 20210->20240 20212 x7_MN <= 0.5 gini = 0.053 samples = 74 value = [2, 72] 20211->20212 20239 gini = 0.0 samples = 2 value = [0, 2] 20211->20239 20213 x7_PA <= 0.5 gini = 0.055 samples = 71 value = [2, 69] 20212->20213 20238 gini = 0.0 samples = 3 value = [0, 3] 20212->20238 20214 x7_MD <= 0.5 gini = 0.058 samples = 67 value = [2, 65] 20213->20214 20237 gini = 0.0 samples = 4 value = [0, 4] 20213->20237 20215 x7_AZ <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 20214->20215 20236 gini = 0.0 samples = 14 value = [0, 14] 20214->20236 20216 x13_1 <= 0.5 gini = 0.077 samples = 50 value = [2, 48] 20215->20216 20235 gini = 0.0 samples = 3 value = [0, 3] 20215->20235 20217 x7_SC <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 20216->20217 20228 log_spend <= 7.115 gini = 0.111 samples = 17 value = [1, 16] 20216->20228 20218 x14_8 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 20217->20218 20227 gini = 0.0 samples = 2 value = [0, 2] 20217->20227 20219 x14_7 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 20218->20219 20226 gini = 0.0 samples = 3 value = [0, 3] 20218->20226 20220 x14_4 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 20219->20220 20225 gini = 0.0 samples = 6 value = [0, 6] 20219->20225 20221 x7_CT <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20220->20221 20224 gini = 0.0 samples = 1 value = [0, 1] 20220->20224 20222 gini = 0.0 samples = 20 value = [0, 20] 20221->20222 20223 gini = 0.0 samples = 1 value = [1, 0] 20221->20223 20229 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20228->20229 20234 gini = 0.0 samples = 10 value = [0, 10] 20228->20234 20230 log_spend <= 6.659 gini = 0.32 samples = 5 value = [1, 4] 20229->20230 20233 gini = 0.0 samples = 2 value = [0, 2] 20229->20233 20231 gini = 0.0 samples = 4 value = [0, 4] 20230->20231 20232 gini = 0.0 samples = 1 value = [1, 0] 20230->20232 20245 x14_1 <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 20244->20245 20262 gini = 0.0 samples = 6 value = [0, 6] 20244->20262 20246 log_spend <= 7.717 gini = 0.142 samples = 26 value = [2, 24] 20245->20246 20261 gini = 0.0 samples = 4 value = [0, 4] 20245->20261 20247 x14_2 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 20246->20247 20260 gini = 0.0 samples = 9 value = [0, 9] 20246->20260 20248 x14_9 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 20247->20248 20259 gini = 0.0 samples = 2 value = [0, 2] 20247->20259 20249 x14_7 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 20248->20249 20258 gini = 0.0 samples = 1 value = [0, 1] 20248->20258 20250 x13_1 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 20249->20250 20257 gini = 0.0 samples = 1 value = [0, 1] 20249->20257 20251 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20250->20251 20254 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20250->20254 20252 gini = 0.444 samples = 3 value = [1, 2] 20251->20252 20253 gini = 0.0 samples = 4 value = [0, 4] 20251->20253 20255 gini = 0.0 samples = 1 value = [1, 0] 20254->20255 20256 gini = 0.0 samples = 5 value = [0, 5] 20254->20256 20271 gini = 0.375 samples = 4 value = [1, 3] 20270->20271 20272 gini = 0.0 samples = 1 value = [0, 1] 20270->20272 20274 x7_AZ <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 20273->20274 20293 gini = 0.0 samples = 1 value = [0, 1] 20273->20293 20275 x7_NC <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 20274->20275 20292 gini = 0.0 samples = 1 value = [0, 1] 20274->20292 20276 x13_0 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 20275->20276 20291 gini = 0.0 samples = 2 value = [0, 2] 20275->20291 20277 x7_CT <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 20276->20277 20290 gini = 0.0 samples = 1 value = [0, 1] 20276->20290 20278 x7_NY <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 20277->20278 20289 gini = 0.0 samples = 3 value = [0, 3] 20277->20289 20279 x13_4 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 20278->20279 20288 gini = 0.0 samples = 1 value = [0, 1] 20278->20288 20280 x13_1 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 20279->20280 20287 gini = 0.0 samples = 4 value = [0, 4] 20279->20287 20281 log_spend <= 7.721 gini = 0.444 samples = 6 value = [2, 4] 20280->20281 20284 x7_NH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20280->20284 20282 gini = 0.0 samples = 4 value = [0, 4] 20281->20282 20283 gini = 0.0 samples = 2 value = [2, 0] 20281->20283 20285 gini = 0.0 samples = 8 value = [0, 8] 20284->20285 20286 gini = 0.0 samples = 1 value = [1, 0] 20284->20286 20296 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20295->20296 20299 gini = 0.0 samples = 6 value = [0, 6] 20295->20299 20297 gini = 0.0 samples = 4 value = [0, 4] 20296->20297 20298 gini = 0.0 samples = 1 value = [1, 0] 20296->20298 20301 x14_3 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 20300->20301 20304 gini = 0.0 samples = 2 value = [0, 2] 20300->20304 20302 gini = 0.0 samples = 14 value = [0, 14] 20301->20302 20303 gini = 0.0 samples = 1 value = [1, 0] 20301->20303 20306 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20305->20306 20309 gini = 0.0 samples = 2 value = [0, 2] 20305->20309 20307 gini = 0.375 samples = 4 value = [1, 3] 20306->20307 20308 gini = 0.0 samples = 1 value = [0, 1] 20306->20308 20311 x14_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20310->20311 20320 gini = 0.0 samples = 2 value = [0, 2] 20310->20320 20312 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20311->20312 20319 gini = 0.0 samples = 2 value = [0, 2] 20311->20319 20313 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20312->20313 20318 gini = 0.0 samples = 1 value = [0, 1] 20312->20318 20314 log_spend <= 7.67 gini = 0.32 samples = 5 value = [1, 4] 20313->20314 20317 gini = 0.0 samples = 1 value = [0, 1] 20313->20317 20315 gini = 0.0 samples = 4 value = [0, 4] 20314->20315 20316 gini = 0.0 samples = 1 value = [1, 0] 20314->20316 20322 x7_MI <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 20321->20322 20335 gini = 0.0 samples = 1 value = [0, 1] 20321->20335 20323 x7_NJ <= 0.5 gini = 0.095 samples = 60 value = [3, 57] 20322->20323 20334 gini = 0.0 samples = 1 value = [1, 0] 20322->20334 20324 x11_2 <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 20323->20324 20333 gini = 0.375 samples = 4 value = [1, 3] 20323->20333 20325 x13_1 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 20324->20325 20332 gini = 0.0 samples = 38 value = [0, 38] 20324->20332 20326 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 20325->20326 20331 gini = 0.0 samples = 10 value = [0, 10] 20325->20331 20327 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20326->20327 20330 gini = 0.0 samples = 1 value = [1, 0] 20326->20330 20328 gini = 0.0 samples = 6 value = [0, 6] 20327->20328 20329 gini = 0.0 samples = 1 value = [1, 0] 20327->20329 20337 x7_IN <= 0.5 gini = 0.184 samples = 332 value = [34, 298] 20336->20337 20510 x7_IN <= 0.5 gini = 0.123 samples = 106 value = [7, 99] 20336->20510 20338 x11_2 <= 0.5 gini = 0.187 samples = 325 value = [34, 291] 20337->20338 20509 gini = 0.0 samples = 7 value = [0, 7] 20337->20509 20339 x7_GA <= 0.5 gini = 0.091 samples = 125 value = [6, 119] 20338->20339 20380 x7_CT <= 0.5 gini = 0.241 samples = 200 value = [28, 172] 20338->20380 20340 log_spend <= 6.226 gini = 0.096 samples = 119 value = [6, 113] 20339->20340 20379 gini = 0.0 samples = 6 value = [0, 6] 20339->20379 20341 gini = 0.444 samples = 3 value = [2, 1] 20340->20341 20342 x7_AZ <= 0.5 gini = 0.067 samples = 116 value = [4, 112] 20340->20342 20343 x14_3 <= 0.5 gini = 0.068 samples = 113 value = [4, 109] 20342->20343 20378 gini = 0.0 samples = 3 value = [0, 3] 20342->20378 20344 x14_1 <= 0.5 gini = 0.057 samples = 102 value = [3, 99] 20343->20344 20371 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20343->20371 20345 log_spend <= 7.08 gini = 0.044 samples = 88 value = [2, 86] 20344->20345 20368 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 20344->20368 20346 gini = 0.0 samples = 32 value = [0, 32] 20345->20346 20347 x14_9 <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 20345->20347 20348 x7_ME <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 20347->20348 20367 gini = 0.0 samples = 3 value = [0, 3] 20347->20367 20349 x1_MA <= 0.5 gini = 0.074 samples = 52 value = [2, 50] 20348->20349 20366 gini = 0.0 samples = 1 value = [0, 1] 20348->20366 20350 x7_WA <= 0.5 gini = 0.077 samples = 50 value = [2, 48] 20349->20350 20365 gini = 0.0 samples = 2 value = [0, 2] 20349->20365 20351 x17_other <= 0.5 gini = 0.083 samples = 46 value = [2, 44] 20350->20351 20364 gini = 0.0 samples = 4 value = [0, 4] 20350->20364 20352 log_spend <= 7.24 gini = 0.095 samples = 20 value = [1, 19] 20351->20352 20355 x14_2 <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 20351->20355 20353 gini = 0.0 samples = 1 value = [1, 0] 20352->20353 20354 gini = 0.0 samples = 19 value = [0, 19] 20352->20354 20356 log_spend <= 8.004 gini = 0.08 samples = 24 value = [1, 23] 20355->20356 20363 gini = 0.0 samples = 2 value = [0, 2] 20355->20363 20357 gini = 0.0 samples = 14 value = [0, 14] 20356->20357 20358 x13_0 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20356->20358 20359 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20358->20359 20362 gini = 0.0 samples = 1 value = [0, 1] 20358->20362 20360 gini = 0.0 samples = 8 value = [0, 8] 20359->20360 20361 gini = 0.0 samples = 1 value = [1, 0] 20359->20361 20369 gini = 0.375 samples = 4 value = [1, 3] 20368->20369 20370 gini = 0.0 samples = 10 value = [0, 10] 20368->20370 20372 x11_10 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20371->20372 20377 gini = 0.0 samples = 1 value = [0, 1] 20371->20377 20373 log_spend <= 7.899 gini = 0.198 samples = 9 value = [1, 8] 20372->20373 20376 gini = 0.0 samples = 1 value = [0, 1] 20372->20376 20374 gini = 0.0 samples = 8 value = [0, 8] 20373->20374 20375 gini = 0.0 samples = 1 value = [1, 0] 20373->20375 20381 x7_MO <= 0.5 gini = 0.242 samples = 199 value = [28, 171] 20380->20381 20508 gini = 0.0 samples = 1 value = [0, 1] 20380->20508 20382 x7_ID <= 0.5 gini = 0.243 samples = 198 value = [28, 170] 20381->20382 20507 gini = 0.0 samples = 1 value = [0, 1] 20381->20507 20383 log_spend <= 7.795 gini = 0.244 samples = 197 value = [28, 169] 20382->20383 20506 gini = 0.0 samples = 1 value = [0, 1] 20382->20506 20384 x14_7 <= 0.5 gini = 0.146 samples = 139 value = [11, 128] 20383->20384 20463 x14_8 <= 0.5 gini = 0.414 samples = 58 value = [17, 41] 20383->20463 20385 x7_OH <= 0.5 gini = 0.141 samples = 131 value = [10, 121] 20384->20385 20460 x1_MA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20384->20460 20386 x14_6 <= 0.5 gini = 0.144 samples = 128 value = [10, 118] 20385->20386 20459 gini = 0.0 samples = 3 value = [0, 3] 20385->20459 20387 x14_4 <= 0.5 gini = 0.158 samples = 104 value = [9, 95] 20386->20387 20450 x7_AZ <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 20386->20450 20388 x14_9 <= 0.5 gini = 0.141 samples = 92 value = [7, 85] 20387->20388 20445 x13_3 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 20387->20445 20389 x17_abbvie, <= 0.5 gini = 0.134 samples = 83 value = [6, 77] 20388->20389 20442 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20388->20442 20390 gini = 0.0 samples = 9 value = [0, 9] 20389->20390 20391 x7_PR <= 0.5 gini = 0.149 samples = 74 value = [6, 68] 20389->20391 20392 x7_NC <= 0.5 gini = 0.151 samples = 73 value = [6, 67] 20391->20392 20441 gini = 0.0 samples = 1 value = [0, 1] 20391->20441 20393 x7_MA <= 0.5 gini = 0.161 samples = 68 value = [6, 62] 20392->20393 20440 gini = 0.0 samples = 5 value = [0, 5] 20392->20440 20394 x7_TN <= 0.5 gini = 0.177 samples = 61 value = [6, 55] 20393->20394 20439 gini = 0.0 samples = 7 value = [0, 7] 20393->20439 20395 x7_CA <= 0.5 gini = 0.185 samples = 58 value = [6, 52] 20394->20395 20438 gini = 0.0 samples = 3 value = [0, 3] 20394->20438 20396 x7_WA <= 0.5 gini = 0.187 samples = 48 value = [5, 43] 20395->20396 20431 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20395->20431 20397 x14_11 <= 0.5 gini = 0.19 samples = 47 value = [5, 42] 20396->20397 20430 gini = 0.0 samples = 1 value = [0, 1] 20396->20430 20398 x14_2 <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 20397->20398 20427 x13_3 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 20397->20427 20399 x7_WV <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 20398->20399 20426 gini = 0.0 samples = 4 value = [0, 4] 20398->20426 20400 x7_MD <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 20399->20400 20425 gini = 0.0 samples = 2 value = [0, 2] 20399->20425 20401 x14_1 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 20400->20401 20424 gini = 0.0 samples = 3 value = [0, 3] 20400->20424 20402 x7_PA <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 20401->20402 20423 gini = 0.0 samples = 4 value = [0, 4] 20401->20423 20403 x13_0 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 20402->20403 20422 gini = 0.0 samples = 2 value = [0, 2] 20402->20422 20404 x7_GA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20403->20404 20421 gini = 0.444 samples = 3 value = [2, 1] 20403->20421 20405 x7_AZ <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 20404->20405 20420 gini = 0.0 samples = 1 value = [0, 1] 20404->20420 20406 x14_5 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 20405->20406 20419 gini = 0.0 samples = 1 value = [0, 1] 20405->20419 20407 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 20406->20407 20418 gini = 0.0 samples = 5 value = [0, 5] 20406->20418 20408 x7_NE <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 20407->20408 20417 gini = 0.0 samples = 2 value = [0, 2] 20407->20417 20409 x7_LA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20408->20409 20416 gini = 0.0 samples = 1 value = [0, 1] 20408->20416 20410 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20409->20410 20415 gini = 0.0 samples = 1 value = [0, 1] 20409->20415 20411 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20410->20411 20414 gini = 0.0 samples = 4 value = [0, 4] 20410->20414 20412 gini = 0.0 samples = 3 value = [0, 3] 20411->20412 20413 gini = 0.444 samples = 3 value = [1, 2] 20411->20413 20428 gini = 0.444 samples = 3 value = [2, 1] 20427->20428 20429 gini = 0.0 samples = 5 value = [0, 5] 20427->20429 20432 x14_5 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20431->20432 20437 gini = 0.0 samples = 1 value = [0, 1] 20431->20437 20433 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20432->20433 20436 gini = 0.0 samples = 1 value = [0, 1] 20432->20436 20434 gini = 0.375 samples = 4 value = [1, 3] 20433->20434 20435 gini = 0.0 samples = 4 value = [0, 4] 20433->20435 20443 gini = 0.0 samples = 6 value = [0, 6] 20442->20443 20444 gini = 0.444 samples = 3 value = [1, 2] 20442->20444 20446 log_spend <= 7.553 gini = 0.408 samples = 7 value = [2, 5] 20445->20446 20449 gini = 0.0 samples = 5 value = [0, 5] 20445->20449 20447 gini = 0.0 samples = 4 value = [0, 4] 20446->20447 20448 gini = 0.444 samples = 3 value = [2, 1] 20446->20448 20451 x7_VA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 20450->20451 20458 gini = 0.0 samples = 2 value = [0, 2] 20450->20458 20452 x13_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20451->20452 20457 gini = 0.0 samples = 1 value = [0, 1] 20451->20457 20453 x13_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20452->20453 20456 gini = 0.0 samples = 10 value = [0, 10] 20452->20456 20454 gini = 0.375 samples = 4 value = [1, 3] 20453->20454 20455 gini = 0.0 samples = 7 value = [0, 7] 20453->20455 20461 gini = 0.444 samples = 3 value = [1, 2] 20460->20461 20462 gini = 0.0 samples = 5 value = [0, 5] 20460->20462 20464 x14_9 <= 0.5 gini = 0.43 samples = 48 value = [15, 33] 20463->20464 20501 log_spend <= 8.28 gini = 0.32 samples = 10 value = [2, 8] 20463->20501 20465 log_spend <= 8.002 gini = 0.416 samples = 44 value = [13, 31] 20464->20465 20500 gini = 0.5 samples = 4 value = [2, 2] 20464->20500 20466 log_spend <= 7.81 gini = 0.484 samples = 17 value = [10, 7] 20465->20466 20485 x7_AZ <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 20465->20485 20467 gini = 0.0 samples = 2 value = [2, 0] 20466->20467 20468 x7_PR <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 20466->20468 20469 x14_3 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 20468->20469 20484 gini = 0.0 samples = 1 value = [0, 1] 20468->20484 20470 log_spend <= 7.82 gini = 0.5 samples = 12 value = [6, 6] 20469->20470 20483 gini = 0.0 samples = 2 value = [2, 0] 20469->20483 20471 gini = 0.0 samples = 1 value = [0, 1] 20470->20471 20472 x7_PA <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 20470->20472 20473 x7_NY <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 20472->20473 20482 gini = 0.0 samples = 1 value = [1, 0] 20472->20482 20474 x14_2 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 20473->20474 20481 gini = 0.0 samples = 1 value = [1, 0] 20473->20481 20475 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 20474->20475 20480 gini = 0.5 samples = 2 value = [1, 1] 20474->20480 20476 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20475->20476 20479 gini = 0.5 samples = 2 value = [1, 1] 20475->20479 20477 gini = 0.5 samples = 4 value = [2, 2] 20476->20477 20478 gini = 0.0 samples = 1 value = [0, 1] 20476->20478 20486 x7_MA <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 20485->20486 20499 gini = 0.0 samples = 1 value = [0, 1] 20485->20499 20487 x7_NJ <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 20486->20487 20498 gini = 0.0 samples = 2 value = [0, 2] 20486->20498 20488 x7_PR <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 20487->20488 20497 gini = 0.0 samples = 1 value = [0, 1] 20487->20497 20489 log_spend <= 8.159 gini = 0.236 samples = 22 value = [3, 19] 20488->20489 20496 gini = 0.0 samples = 1 value = [0, 1] 20488->20496 20490 gini = 0.0 samples = 9 value = [0, 9] 20489->20490 20491 x13_3 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 20489->20491 20492 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 20491->20492 20495 gini = 0.0 samples = 7 value = [0, 7] 20491->20495 20493 gini = 0.375 samples = 4 value = [3, 1] 20492->20493 20494 gini = 0.0 samples = 2 value = [0, 2] 20492->20494 20502 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20501->20502 20505 gini = 0.5 samples = 2 value = [1, 1] 20501->20505 20503 gini = 0.375 samples = 4 value = [1, 3] 20502->20503 20504 gini = 0.0 samples = 4 value = [0, 4] 20502->20504 20511 x1_IL <= 0.5 gini = 0.128 samples = 102 value = [7, 95] 20510->20511 20560 gini = 0.0 samples = 4 value = [0, 4] 20510->20560 20512 x14_5 <= 0.5 gini = 0.18 samples = 40 value = [4, 36] 20511->20512 20539 x14_5 <= 0.5 gini = 0.092 samples = 62 value = [3, 59] 20511->20539 20513 x14_3 <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 20512->20513 20538 gini = 0.0 samples = 4 value = [0, 4] 20512->20538 20514 x7_DE <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 20513->20514 20537 gini = 0.5 samples = 2 value = [1, 1] 20513->20537 20515 x17_janssen <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 20514->20515 20536 gini = 0.0 samples = 1 value = [0, 1] 20514->20536 20516 x0_Switzerland <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 20515->20516 20535 gini = 0.0 samples = 12 value = [0, 12] 20515->20535 20517 x14_6 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 20516->20517 20534 gini = 0.0 samples = 3 value = [0, 3] 20516->20534 20518 x7_NC <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 20517->20518 20531 x7_MO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20517->20531 20519 x0_Great Britain (Uk) <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 20518->20519 20530 gini = 0.0 samples = 2 value = [0, 2] 20518->20530 20520 x7_NY <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 20519->20520 20529 gini = 0.0 samples = 3 value = [0, 3] 20519->20529 20521 x7_CO <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 20520->20521 20528 gini = 0.0 samples = 1 value = [0, 1] 20520->20528 20522 x7_MI <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 20521->20522 20527 gini = 0.0 samples = 1 value = [0, 1] 20521->20527 20523 log_spend <= 8.366 gini = 0.32 samples = 5 value = [1, 4] 20522->20523 20526 gini = 0.0 samples = 1 value = [1, 0] 20522->20526 20524 gini = 0.0 samples = 4 value = [0, 4] 20523->20524 20525 gini = 0.0 samples = 1 value = [1, 0] 20523->20525 20532 gini = 0.375 samples = 4 value = [1, 3] 20531->20532 20533 gini = 0.0 samples = 1 value = [0, 1] 20531->20533 20540 x7_MN <= 0.5 gini = 0.097 samples = 59 value = [3, 56] 20539->20540 20559 gini = 0.0 samples = 3 value = [0, 3] 20539->20559 20541 log_spend <= 7.976 gini = 0.098 samples = 58 value = [3, 55] 20540->20541 20558 gini = 0.0 samples = 1 value = [0, 1] 20540->20558 20542 gini = 0.0 samples = 36 value = [0, 36] 20541->20542 20543 x7_NV <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 20541->20543 20544 x7_NY <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 20543->20544 20557 gini = 0.0 samples = 1 value = [1, 0] 20543->20557 20545 x7_PA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 20544->20545 20556 gini = 0.0 samples = 2 value = [0, 2] 20544->20556 20546 x7_MI <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 20545->20546 20555 gini = 0.0 samples = 3 value = [0, 3] 20545->20555 20547 x7_TX <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 20546->20547 20554 gini = 0.0 samples = 1 value = [1, 0] 20546->20554 20548 x7_FL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 20547->20548 20553 gini = 0.0 samples = 2 value = [0, 2] 20547->20553 20549 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 20548->20549 20552 gini = 0.0 samples = 1 value = [0, 1] 20548->20552 20550 gini = 0.0 samples = 8 value = [0, 8] 20549->20550 20551 gini = 0.375 samples = 4 value = [1, 3] 20549->20551 20564 gini = 0.0 samples = 105 value = [0, 105] 20563->20564 20565 gini = 0.0 samples = 1 value = [1, 0] 20563->20565 20568 x7_DC <= 0.5 gini = 0.141 samples = 262 value = [20, 242] 20567->20568 20701 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 20567->20701 20569 x9_0 <= 0.5 gini = 0.142 samples = 260 value = [20, 240] 20568->20569 20700 gini = 0.0 samples = 2 value = [0, 2] 20568->20700 20570 x14_2 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 20569->20570 20585 x7_LA <= 0.5 gini = 0.134 samples = 235 value = [17, 218] 20569->20585 20571 x7_MI <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 20570->20571 20584 gini = 0.0 samples = 1 value = [1, 0] 20570->20584 20572 x7_OH <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 20571->20572 20583 gini = 0.0 samples = 1 value = [1, 0] 20571->20583 20573 x14_10 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20572->20573 20582 gini = 0.0 samples = 2 value = [0, 2] 20572->20582 20574 x7_KS <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 20573->20574 20581 gini = 0.0 samples = 3 value = [0, 3] 20573->20581 20575 x14_5 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 20574->20575 20580 gini = 0.0 samples = 1 value = [0, 1] 20574->20580 20576 gini = 0.0 samples = 11 value = [0, 11] 20575->20576 20577 log_spend <= 7.674 gini = 0.278 samples = 6 value = [1, 5] 20575->20577 20578 gini = 0.0 samples = 5 value = [0, 5] 20577->20578 20579 gini = 0.0 samples = 1 value = [1, 0] 20577->20579 20586 x7_TX <= 0.5 gini = 0.136 samples = 232 value = [17, 215] 20585->20586 20699 gini = 0.0 samples = 3 value = [0, 3] 20585->20699 20587 x0_Switzerland <= 0.5 gini = 0.133 samples = 209 value = [15, 194] 20586->20587 20688 x12_100000000204 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 20586->20688 20588 x0_Great Britain (Uk) <= 0.5 gini = 0.137 samples = 203 value = [15, 188] 20587->20588 20687 gini = 0.0 samples = 6 value = [0, 6] 20587->20687 20589 x1_PA <= 0.5 gini = 0.139 samples = 200 value = [15, 185] 20588->20589 20686 gini = 0.0 samples = 3 value = [0, 3] 20588->20686 20590 x12_0 <= 0.5 gini = 0.131 samples = 199 value = [14, 185] 20589->20590 20685 gini = 0.0 samples = 1 value = [1, 0] 20589->20685 20591 x7_VA <= 0.5 gini = 0.074 samples = 155 value = [6, 149] 20590->20591 20652 x11_1 <= 0.5 gini = 0.298 samples = 44 value = [8, 36] 20590->20652 20592 x7_MN <= 0.5 gini = 0.064 samples = 151 value = [5, 146] 20591->20592 20651 gini = 0.375 samples = 4 value = [1, 3] 20591->20651 20593 x1_NC <= 0.5 gini = 0.066 samples = 147 value = [5, 142] 20592->20593 20650 gini = 0.0 samples = 4 value = [0, 4] 20592->20650 20594 x7_FL <= 0.5 gini = 0.07 samples = 138 value = [5, 133] 20593->20594 20649 gini = 0.0 samples = 9 value = [0, 9] 20593->20649 20595 x14_3 <= 0.5 gini = 0.072 samples = 133 value = [5, 128] 20594->20595 20648 gini = 0.0 samples = 5 value = [0, 5] 20594->20648 20596 x11_0 <= 0.5 gini = 0.108 samples = 87 value = [5, 82] 20595->20596 20647 gini = 0.0 samples = 46 value = [0, 46] 20595->20647 20597 x1_MA <= 0.5 gini = 0.113 samples = 83 value = [5, 78] 20596->20597 20646 gini = 0.0 samples = 4 value = [0, 4] 20596->20646 20598 x7_GA <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 20597->20598 20629 x14_1 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 20597->20629 20599 x14_11 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 20598->20599 20628 gini = 0.5 samples = 2 value = [1, 1] 20598->20628 20600 x7_NE <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 20599->20600 20627 gini = 0.0 samples = 5 value = [0, 5] 20599->20627 20601 x14_9 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 20600->20601 20626 gini = 0.0 samples = 3 value = [0, 3] 20600->20626 20602 x14_2 <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 20601->20602 20625 gini = 0.0 samples = 1 value = [0, 1] 20601->20625 20603 x7_UT <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 20602->20603 20624 gini = 0.0 samples = 1 value = [0, 1] 20602->20624 20604 x7_NC <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 20603->20604 20623 gini = 0.0 samples = 2 value = [0, 2] 20603->20623 20605 x14_4 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 20604->20605 20622 gini = 0.0 samples = 1 value = [0, 1] 20604->20622 20606 x7_KY <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 20605->20606 20621 gini = 0.0 samples = 3 value = [0, 3] 20605->20621 20607 x7_NY <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 20606->20607 20620 gini = 0.0 samples = 1 value = [1, 0] 20606->20620 20608 x7_IN <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 20607->20608 20619 gini = 0.0 samples = 3 value = [0, 3] 20607->20619 20609 x14_7 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 20608->20609 20618 gini = 0.0 samples = 1 value = [0, 1] 20608->20618 20610 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 20609->20610 20615 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20609->20615 20611 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20610->20611 20614 gini = 0.0 samples = 3 value = [0, 3] 20610->20614 20612 gini = 0.375 samples = 4 value = [1, 3] 20611->20612 20613 gini = 0.0 samples = 2 value = [0, 2] 20611->20613 20616 gini = 0.0 samples = 3 value = [0, 3] 20615->20616 20617 gini = 0.5 samples = 2 value = [1, 1] 20615->20617 20630 x7_OK <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 20629->20630 20645 gini = 0.0 samples = 1 value = [0, 1] 20629->20645 20631 x7_NC <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 20630->20631 20644 gini = 0.0 samples = 1 value = [0, 1] 20630->20644 20632 x14_10 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 20631->20632 20643 gini = 0.0 samples = 2 value = [0, 2] 20631->20643 20633 gini = 0.0 samples = 15 value = [0, 15] 20632->20633 20634 x7_AL <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 20632->20634 20635 x7_IL <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 20634->20635 20642 gini = 0.0 samples = 2 value = [0, 2] 20634->20642 20636 log_spend <= 7.451 gini = 0.08 samples = 24 value = [1, 23] 20635->20636 20641 gini = 0.0 samples = 1 value = [0, 1] 20635->20641 20637 gini = 0.0 samples = 19 value = [0, 19] 20636->20637 20638 log_spend <= 7.811 gini = 0.32 samples = 5 value = [1, 4] 20636->20638 20639 gini = 0.0 samples = 1 value = [1, 0] 20638->20639 20640 gini = 0.0 samples = 4 value = [0, 4] 20638->20640 20653 x14_9 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20652->20653 20668 x7_FL <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 20652->20668 20654 x7_NY <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 20653->20654 20667 gini = 0.0 samples = 2 value = [0, 2] 20653->20667 20655 x7_ID <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20654->20655 20666 gini = 0.0 samples = 8 value = [0, 8] 20654->20666 20656 x7_PA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20655->20656 20665 gini = 0.0 samples = 1 value = [0, 1] 20655->20665 20657 x15_ophthalmology <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20656->20657 20664 gini = 0.0 samples = 2 value = [0, 2] 20656->20664 20658 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20657->20658 20663 gini = 0.0 samples = 2 value = [0, 2] 20657->20663 20659 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20658->20659 20662 gini = 0.0 samples = 1 value = [0, 1] 20658->20662 20660 gini = 0.375 samples = 4 value = [1, 3] 20659->20660 20661 gini = 0.0 samples = 1 value = [0, 1] 20659->20661 20669 x16_other <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 20668->20669 20684 gini = 0.0 samples = 3 value = [0, 3] 20668->20684 20670 x1_MA <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 20669->20670 20683 gini = 0.0 samples = 2 value = [0, 2] 20669->20683 20671 x14_5 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 20670->20671 20676 x7_IN <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 20670->20676 20672 x1_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 20671->20672 20675 gini = 0.0 samples = 2 value = [2, 0] 20671->20675 20673 gini = 0.0 samples = 7 value = [0, 7] 20672->20673 20674 gini = 0.0 samples = 2 value = [2, 0] 20672->20674 20677 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 20676->20677 20682 gini = 0.0 samples = 1 value = [0, 1] 20676->20682 20678 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20677->20678 20681 gini = 0.0 samples = 1 value = [1, 0] 20677->20681 20679 gini = 0.5 samples = 2 value = [1, 1] 20678->20679 20680 gini = 0.444 samples = 3 value = [1, 2] 20678->20680 20689 x17_janssen <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20688->20689 20694 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 20688->20694 20690 x15_immunology <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20689->20690 20693 gini = 0.0 samples = 2 value = [0, 2] 20689->20693 20691 gini = 0.0 samples = 4 value = [0, 4] 20690->20691 20692 gini = 0.375 samples = 4 value = [1, 3] 20690->20692 20695 log_spend <= 7.511 gini = 0.153 samples = 12 value = [1, 11] 20694->20695 20698 gini = 0.0 samples = 1 value = [0, 1] 20694->20698 20696 gini = 0.0 samples = 9 value = [0, 9] 20695->20696 20697 gini = 0.444 samples = 3 value = [1, 2] 20695->20697 20702 x17_abbvie, <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 20701->20702 20707 gini = 0.0 samples = 1 value = [0, 1] 20701->20707 20703 x11_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20702->20703 20706 gini = 0.0 samples = 1 value = [1, 0] 20702->20706 20704 gini = 0.0 samples = 2 value = [0, 2] 20703->20704 20705 gini = 0.375 samples = 4 value = [1, 3] 20703->20705 20709 x7_LA <= 0.5 gini = 0.134 samples = 2460 value = [177, 2283] 20708->20709 21316 x7_WI <= 0.5 gini = 0.26 samples = 1176 value = [181, 995] 20708->21316 20710 x7_PR <= 0.5 gini = 0.13 samples = 2442 value = [171, 2271] 20709->20710 21303 x15_gastroenterology <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 20709->21303 20711 x11_10 <= 0.5 gini = 0.132 samples = 2413 value = [171, 2242] 20710->20711 21302 gini = 0.0 samples = 29 value = [0, 29] 20710->21302 20712 x11_1 <= 0.5 gini = 0.128 samples = 2400 value = [165, 2235] 20711->20712 21299 x17_other <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 20711->21299 20713 x15_dermatology <= 0.5 gini = 0.218 samples = 957 value = [119, 838] 20712->20713 21064 x0_France <= 0.5 gini = 0.062 samples = 1443 value = [46, 1397] 20712->21064 20714 x13_4 <= 0.5 gini = 0.201 samples = 918 value = [104, 814] 20713->20714 21053 x7_MI <= 0.5 gini = 0.473 samples = 39 value = [15, 24] 20713->21053 20715 x1_IL <= 0.5 gini = 0.218 samples = 747 value = [93, 654] 20714->20715 20976 x11_0 <= 0.5 gini = 0.12 samples = 171 value = [11, 160] 20714->20976 20716 x1_NC <= 0.5 gini = 0.202 samples = 729 value = [83, 646] 20715->20716 20959 x7_AZ <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 20715->20959 20717 x11_20 <= 0.5 gini = 0.222 samples = 638 value = [81, 557] 20716->20717 20948 x13_1 <= 0.5 gini = 0.043 samples = 91 value = [2, 89] 20716->20948 20718 x1_MA <= 0.5 gini = 0.216 samples = 633 value = [78, 555] 20717->20718 20945 x9_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 20717->20945 20719 x1_CT <= 0.5 gini = 0.148 samples = 510 value = [41, 469] 20718->20719 20864 x14_9 <= 0.5 gini = 0.421 samples = 123 value = [37, 86] 20718->20864 20720 x14_7 <= 0.5 gini = 0.134 samples = 485 value = [35, 450] 20719->20720 20847 x7_AZ <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 20719->20847 20721 x1_GA <= 0.5 gini = 0.143 samples = 425 value = [33, 392] 20720->20721 20832 x16_other <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 20720->20832 20722 log_spend <= 6.887 gini = 0.099 samples = 400 value = [21, 379] 20721->20722 20811 x16_other <= 0.5 gini = 0.499 samples = 25 value = [12, 13] 20721->20811 20723 gini = 0.0 samples = 148 value = [0, 148] 20722->20723 20724 x1_MD <= 0.5 gini = 0.153 samples = 252 value = [21, 231] 20722->20724 20725 x0_United States <= 0.5 gini = 0.176 samples = 215 value = [21, 194] 20724->20725 20810 gini = 0.0 samples = 37 value = [0, 37] 20724->20810 20726 x7_NC <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 20725->20726 20741 x15_ophthalmology <= 0.5 gini = 0.185 samples = 175 value = [18, 157] 20725->20741 20727 x7_DC <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 20726->20727 20740 gini = 0.0 samples = 1 value = [0, 1] 20726->20740 20728 x7_PA <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 20727->20728 20739 gini = 0.0 samples = 2 value = [0, 2] 20727->20739 20729 x16_cardio <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 20728->20729 20738 gini = 0.0 samples = 1 value = [0, 1] 20728->20738 20730 x16_other <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 20729->20730 20737 gini = 0.0 samples = 23 value = [0, 23] 20729->20737 20731 gini = 0.5 samples = 2 value = [1, 1] 20730->20731 20732 x0_Canada <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 20730->20732 20733 gini = 0.0 samples = 6 value = [0, 6] 20732->20733 20734 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20732->20734 20735 gini = 0.444 samples = 3 value = [1, 2] 20734->20735 20736 gini = 0.5 samples = 2 value = [1, 1] 20734->20736 20742 x11_0 <= 0.5 gini = 0.192 samples = 167 value = [18, 149] 20741->20742 20809 gini = 0.0 samples = 8 value = [0, 8] 20741->20809 20743 x13_1 <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 20742->20743 20752 x7_MO <= 0.5 gini = 0.187 samples = 144 value = [15, 129] 20742->20752 20744 x7_NY <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 20743->20744 20751 gini = 0.0 samples = 2 value = [2, 0] 20743->20751 20745 x15_neuroscience <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 20744->20745 20750 gini = 0.0 samples = 1 value = [0, 1] 20744->20750 20746 x1_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 20745->20746 20749 gini = 0.0 samples = 9 value = [0, 9] 20745->20749 20747 gini = 0.0 samples = 10 value = [0, 10] 20746->20747 20748 gini = 0.0 samples = 1 value = [1, 0] 20746->20748 20753 x14_9 <= 0.5 gini = 0.188 samples = 143 value = [15, 128] 20752->20753 20808 gini = 0.0 samples = 1 value = [0, 1] 20752->20808 20754 x7_SC <= 0.5 gini = 0.207 samples = 128 value = [15, 113] 20753->20754 20807 gini = 0.0 samples = 15 value = [0, 15] 20753->20807 20755 x7_VA <= 0.5 gini = 0.208 samples = 127 value = [15, 112] 20754->20755 20806 gini = 0.0 samples = 1 value = [0, 1] 20754->20806 20756 x15_gastroenterology <= 0.5 gini = 0.214 samples = 123 value = [15, 108] 20755->20756 20805 gini = 0.0 samples = 4 value = [0, 4] 20755->20805 20757 x7_MA <= 0.5 gini = 0.17 samples = 117 value = [11, 106] 20756->20757 20802 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 20756->20802 20758 x7_KS <= 0.5 gini = 0.153 samples = 108 value = [9, 99] 20757->20758 20797 x13_3 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 20757->20797 20759 log_spend <= 6.892 gini = 0.154 samples = 107 value = [9, 98] 20758->20759 20796 gini = 0.0 samples = 1 value = [0, 1] 20758->20796 20760 gini = 0.0 samples = 1 value = [1, 0] 20759->20760 20761 x16_resp <= 0.5 gini = 0.14 samples = 106 value = [8, 98] 20759->20761 20762 log_spend <= 7.928 gini = 0.233 samples = 52 value = [7, 45] 20761->20762 20785 x7_WA <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 20761->20785 20763 x14_8 <= 0.5 gini = 0.307 samples = 37 value = [7, 30] 20762->20763 20784 gini = 0.0 samples = 15 value = [0, 15] 20762->20784 20764 x15_cardiovascular <= 0.5 gini = 0.313 samples = 36 value = [7, 29] 20763->20764 20783 gini = 0.0 samples = 1 value = [0, 1] 20763->20783 20765 x7_IL <= 0.5 gini = 0.284 samples = 35 value = [6, 29] 20764->20765 20782 gini = 0.0 samples = 1 value = [1, 0] 20764->20782 20766 x7_CO <= 0.5 gini = 0.305 samples = 32 value = [6, 26] 20765->20766 20781 gini = 0.0 samples = 3 value = [0, 3] 20765->20781 20767 x12_0 <= 0.5 gini = 0.32 samples = 30 value = [6, 24] 20766->20767 20780 gini = 0.0 samples = 2 value = [0, 2] 20766->20780 20768 gini = 0.0 samples = 8 value = [0, 8] 20767->20768 20769 x7_TX <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 20767->20769 20770 x16_immun <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 20769->20770 20779 gini = 0.0 samples = 1 value = [1, 0] 20769->20779 20771 log_spend <= 7.762 gini = 0.142 samples = 13 value = [1, 12] 20770->20771 20774 x14_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 20770->20774 20772 gini = 0.0 samples = 10 value = [0, 10] 20771->20772 20773 gini = 0.444 samples = 3 value = [1, 2] 20771->20773 20775 gini = 0.444 samples = 3 value = [2, 1] 20774->20775 20776 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20774->20776 20777 gini = 0.5 samples = 4 value = [2, 2] 20776->20777 20778 gini = 0.0 samples = 1 value = [0, 1] 20776->20778 20786 x7_OK <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 20785->20786 20795 gini = 0.0 samples = 2 value = [0, 2] 20785->20795 20787 log_spend <= 7.252 gini = 0.044 samples = 44 value = [1, 43] 20786->20787 20794 gini = 0.0 samples = 8 value = [0, 8] 20786->20794 20788 x7_RI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20787->20788 20793 gini = 0.0 samples = 37 value = [0, 37] 20787->20793 20789 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20788->20789 20792 gini = 0.0 samples = 1 value = [0, 1] 20788->20792 20790 gini = 0.444 samples = 3 value = [1, 2] 20789->20790 20791 gini = 0.0 samples = 3 value = [0, 3] 20789->20791 20798 x1_KY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20797->20798 20801 gini = 0.0 samples = 1 value = [1, 0] 20797->20801 20799 gini = 0.0 samples = 7 value = [0, 7] 20798->20799 20800 gini = 0.0 samples = 1 value = [1, 0] 20798->20800 20803 gini = 0.0 samples = 4 value = [4, 0] 20802->20803 20804 gini = 0.0 samples = 2 value = [0, 2] 20802->20804 20812 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20811->20812 20815 x11_0 <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 20811->20815 20813 gini = 0.0 samples = 7 value = [0, 7] 20812->20813 20814 gini = 0.444 samples = 3 value = [1, 2] 20812->20814 20816 gini = 0.0 samples = 1 value = [1, 0] 20815->20816 20817 x7_TX <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 20815->20817 20818 log_spend <= 8.249 gini = 0.426 samples = 13 value = [9, 4] 20817->20818 20831 gini = 0.0 samples = 1 value = [1, 0] 20817->20831 20819 x7_KY <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 20818->20819 20830 gini = 0.0 samples = 1 value = [0, 1] 20818->20830 20820 x14_2 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 20819->20820 20829 gini = 0.0 samples = 1 value = [0, 1] 20819->20829 20821 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 20820->20821 20828 gini = 0.0 samples = 2 value = [2, 0] 20820->20828 20822 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 20821->20822 20827 gini = 0.0 samples = 1 value = [0, 1] 20821->20827 20823 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 20822->20823 20826 gini = 0.0 samples = 3 value = [3, 0] 20822->20826 20824 gini = 0.375 samples = 4 value = [3, 1] 20823->20824 20825 gini = 0.0 samples = 1 value = [1, 0] 20823->20825 20833 x15_respiratory <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 20832->20833 20846 gini = 0.0 samples = 18 value = [0, 18] 20832->20846 20834 x15_cardiovascular <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 20833->20834 20845 gini = 0.0 samples = 14 value = [0, 14] 20833->20845 20835 x15_immunology <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 20834->20835 20844 gini = 0.444 samples = 3 value = [1, 2] 20834->20844 20836 x9_31 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 20835->20836 20843 gini = 0.0 samples = 1 value = [0, 1] 20835->20843 20837 x16_cardio <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 20836->20837 20842 gini = 0.0 samples = 4 value = [0, 4] 20836->20842 20838 x13_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 20837->20838 20841 gini = 0.0 samples = 10 value = [0, 10] 20837->20841 20839 gini = 0.0 samples = 9 value = [0, 9] 20838->20839 20840 gini = 0.0 samples = 1 value = [1, 0] 20838->20840 20848 x7_GA <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 20847->20848 20863 gini = 0.5 samples = 2 value = [1, 1] 20847->20863 20849 x14_1 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 20848->20849 20862 gini = 0.5 samples = 2 value = [1, 1] 20848->20862 20850 x14_7 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 20849->20850 20861 gini = 0.0 samples = 8 value = [0, 8] 20849->20861 20851 x13_1 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 20850->20851 20860 gini = 0.0 samples = 1 value = [0, 1] 20850->20860 20852 x13_2 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 20851->20852 20859 gini = 0.444 samples = 3 value = [1, 2] 20851->20859 20853 x14_3 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 20852->20853 20858 gini = 0.0 samples = 1 value = [0, 1] 20852->20858 20854 x16_cardio <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 20853->20854 20857 gini = 0.0 samples = 1 value = [0, 1] 20853->20857 20855 gini = 0.0 samples = 3 value = [3, 0] 20854->20855 20856 gini = 0.0 samples = 4 value = [0, 4] 20854->20856 20865 x11_30 <= 0.5 gini = 0.406 samples = 113 value = [32, 81] 20864->20865 20938 x16_resp <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 20864->20938 20866 x15_respiratory <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 20865->20866 20871 x7_WV <= 0.5 gini = 0.37 samples = 98 value = [24, 74] 20865->20871 20867 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 20866->20867 20870 gini = 0.0 samples = 7 value = [7, 0] 20866->20870 20868 gini = 0.444 samples = 3 value = [1, 2] 20867->20868 20869 gini = 0.0 samples = 5 value = [0, 5] 20867->20869 20872 x7_NV <= 0.5 gini = 0.362 samples = 97 value = [23, 74] 20871->20872 20937 gini = 0.0 samples = 1 value = [1, 0] 20871->20937 20873 x7_NY <= 0.5 gini = 0.364 samples = 96 value = [23, 73] 20872->20873 20936 gini = 0.0 samples = 1 value = [0, 1] 20872->20936 20874 x14_1 <= 0.5 gini = 0.4 samples = 76 value = [21, 55] 20873->20874 20927 x14_4 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 20873->20927 20875 x14_8 <= 0.5 gini = 0.408 samples = 70 value = [20, 50] 20874->20875 20924 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20874->20924 20876 x13_3 <= 0.5 gini = 0.419 samples = 67 value = [20, 47] 20875->20876 20923 gini = 0.0 samples = 3 value = [0, 3] 20875->20923 20877 x14_10 <= 0.5 gini = 0.364 samples = 46 value = [11, 35] 20876->20877 20904 x7_MA <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 20876->20904 20878 x7_MS <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 20877->20878 20893 x7_IN <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 20877->20893 20879 x7_TN <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 20878->20879 20892 gini = 0.0 samples = 1 value = [1, 0] 20878->20892 20880 x7_PA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 20879->20880 20891 gini = 0.0 samples = 1 value = [1, 0] 20879->20891 20881 x14_6 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 20880->20881 20890 gini = 0.0 samples = 1 value = [1, 0] 20880->20890 20882 x7_CO <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 20881->20882 20889 gini = 0.0 samples = 1 value = [1, 0] 20881->20889 20883 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 20882->20883 20888 gini = 0.0 samples = 1 value = [1, 0] 20882->20888 20884 x7_OH <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 20883->20884 20887 gini = 0.5 samples = 2 value = [1, 1] 20883->20887 20885 gini = 0.5 samples = 4 value = [2, 2] 20884->20885 20886 gini = 0.0 samples = 1 value = [0, 1] 20884->20886 20894 x13_2 <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 20893->20894 20903 gini = 0.0 samples = 1 value = [1, 0] 20893->20903 20895 gini = 0.0 samples = 1 value = [1, 0] 20894->20895 20896 x7_OH <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 20894->20896 20897 x7_OK <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 20896->20897 20902 gini = 0.0 samples = 2 value = [0, 2] 20896->20902 20898 x7_TN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 20897->20898 20901 gini = 0.0 samples = 14 value = [0, 14] 20897->20901 20899 gini = 0.0 samples = 15 value = [0, 15] 20898->20899 20900 gini = 0.0 samples = 1 value = [1, 0] 20898->20900 20905 x7_NC <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 20904->20905 20922 gini = 0.0 samples = 1 value = [0, 1] 20904->20922 20906 x7_CA <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 20905->20906 20921 gini = 0.0 samples = 1 value = [1, 0] 20905->20921 20907 x7_MD <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 20906->20907 20920 gini = 0.5 samples = 4 value = [2, 2] 20906->20920 20908 log_spend <= 7.228 gini = 0.486 samples = 12 value = [5, 7] 20907->20908 20919 gini = 0.444 samples = 3 value = [1, 2] 20907->20919 20909 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20908->20909 20914 x7_GA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 20908->20914 20910 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20909->20910 20913 gini = 0.0 samples = 1 value = [0, 1] 20909->20913 20911 gini = 0.375 samples = 4 value = [1, 3] 20910->20911 20912 gini = 0.0 samples = 1 value = [0, 1] 20910->20912 20915 log_spend <= 7.511 gini = 0.32 samples = 5 value = [4, 1] 20914->20915 20918 gini = 0.0 samples = 1 value = [0, 1] 20914->20918 20916 gini = 0.0 samples = 2 value = [2, 0] 20915->20916 20917 gini = 0.444 samples = 3 value = [2, 1] 20915->20917 20925 gini = 0.0 samples = 5 value = [0, 5] 20924->20925 20926 gini = 0.0 samples = 1 value = [1, 0] 20924->20926 20928 x13_1 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 20927->20928 20935 gini = 0.0 samples = 7 value = [0, 7] 20927->20935 20929 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 20928->20929 20934 gini = 0.0 samples = 4 value = [0, 4] 20928->20934 20930 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20929->20930 20933 gini = 0.375 samples = 4 value = [1, 3] 20929->20933 20931 gini = 0.444 samples = 3 value = [1, 2] 20930->20931 20932 gini = 0.0 samples = 2 value = [0, 2] 20930->20932 20939 x13_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 20938->20939 20944 gini = 0.0 samples = 1 value = [1, 0] 20938->20944 20940 gini = 0.444 samples = 3 value = [2, 1] 20939->20940 20941 x7_GA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 20939->20941 20942 gini = 0.444 samples = 3 value = [1, 2] 20941->20942 20943 gini = 0.444 samples = 3 value = [1, 2] 20941->20943 20946 gini = 0.0 samples = 2 value = [0, 2] 20945->20946 20947 gini = 0.0 samples = 3 value = [3, 0] 20945->20947 20949 x15_hiv <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 20948->20949 20958 gini = 0.0 samples = 42 value = [0, 42] 20948->20958 20950 gini = 0.0 samples = 40 value = [0, 40] 20949->20950 20951 x13_3 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 20949->20951 20952 x14_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 20951->20952 20957 gini = 0.5 samples = 2 value = [1, 1] 20951->20957 20953 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20952->20953 20956 gini = 0.0 samples = 2 value = [0, 2] 20952->20956 20954 gini = 0.0 samples = 1 value = [1, 0] 20953->20954 20955 gini = 0.0 samples = 4 value = [0, 4] 20953->20955 20960 x7_CO <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 20959->20960 20975 gini = 0.0 samples = 1 value = [1, 0] 20959->20975 20961 x13_3 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 20960->20961 20974 gini = 0.0 samples = 1 value = [1, 0] 20960->20974 20962 x14_4 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 20961->20962 20973 gini = 0.5 samples = 2 value = [1, 1] 20961->20973 20963 x7_FL <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 20962->20963 20972 gini = 0.0 samples = 2 value = [0, 2] 20962->20972 20964 x14_10 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 20963->20964 20971 gini = 0.0 samples = 1 value = [0, 1] 20963->20971 20965 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 20964->20965 20970 gini = 0.0 samples = 2 value = [0, 2] 20964->20970 20966 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 20965->20966 20969 gini = 0.0 samples = 3 value = [3, 0] 20965->20969 20967 gini = 0.375 samples = 4 value = [3, 1] 20966->20967 20968 gini = 0.5 samples = 2 value = [1, 1] 20966->20968 20977 x14_9 <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 20976->20977 20996 x7_OH <= 0.5 gini = 0.081 samples = 142 value = [6, 136] 20976->20996 20978 x0_Switzerland <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 20977->20978 20995 gini = 0.0 samples = 3 value = [0, 3] 20977->20995 20979 x14_10 <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 20978->20979 20994 gini = 0.0 samples = 1 value = [0, 1] 20978->20994 20980 x15_cardiology/vascular diseases <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 20979->20980 20993 gini = 0.5 samples = 4 value = [2, 2] 20979->20993 20981 x0_United States <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 20980->20981 20992 gini = 0.0 samples = 1 value = [0, 1] 20980->20992 20982 gini = 0.444 samples = 3 value = [2, 1] 20981->20982 20983 x7_OH <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 20981->20983 20984 x7_FL <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 20983->20984 20991 gini = 0.0 samples = 2 value = [0, 2] 20983->20991 20985 x14_3 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 20984->20985 20990 gini = 0.0 samples = 1 value = [0, 1] 20984->20990 20986 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20985->20986 20989 gini = 0.0 samples = 9 value = [0, 9] 20985->20989 20987 gini = 0.375 samples = 4 value = [1, 3] 20986->20987 20988 gini = 0.0 samples = 1 value = [0, 1] 20986->20988 20997 x17_other <= 0.5 gini = 0.082 samples = 140 value = [6, 134] 20996->20997 21052 gini = 0.0 samples = 2 value = [0, 2] 20996->21052 20998 x0_Great Britain (Uk) <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 20997->20998 21003 x7_MO <= 0.5 gini = 0.072 samples = 134 value = [5, 129] 20997->21003 20999 x9_597 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 20998->20999 21002 gini = 0.0 samples = 1 value = [0, 1] 20998->21002 21000 gini = 0.0 samples = 2 value = [0, 2] 20999->21000 21001 gini = 0.444 samples = 3 value = [1, 2] 20999->21001 21004 x14_6 <= 0.5 gini = 0.045 samples = 130 value = [3, 127] 21003->21004 21051 gini = 0.5 samples = 4 value = [2, 2] 21003->21051 21005 x16_immun <= 0.5 gini = 0.046 samples = 127 value = [3, 124] 21004->21005 21050 gini = 0.0 samples = 3 value = [0, 3] 21004->21050 21006 x15_gastroenterology <= 0.5 gini = 0.035 samples = 112 value = [2, 110] 21005->21006 21047 x10_0 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 21005->21047 21007 x7_WV <= 0.5 gini = 0.023 samples = 86 value = [1, 85] 21006->21007 21028 x7_TX <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 21006->21028 21008 log_spend <= 7.404 gini = 0.023 samples = 85 value = [1, 84] 21007->21008 21027 gini = 0.0 samples = 1 value = [0, 1] 21007->21027 21009 x7_CA <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 21008->21009 21026 gini = 0.0 samples = 43 value = [0, 43] 21008->21026 21010 x14_3 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 21009->21010 21025 gini = 0.0 samples = 1 value = [0, 1] 21009->21025 21011 x7_TX <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 21010->21011 21024 gini = 0.0 samples = 5 value = [0, 5] 21010->21024 21012 x7_NY <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 21011->21012 21023 gini = 0.0 samples = 4 value = [0, 4] 21011->21023 21013 x14_5 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 21012->21013 21022 gini = 0.0 samples = 1 value = [0, 1] 21012->21022 21014 x1_NA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 21013->21014 21021 gini = 0.0 samples = 2 value = [0, 2] 21013->21021 21015 x14_7 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 21014->21015 21020 gini = 0.0 samples = 1 value = [0, 1] 21014->21020 21016 x14_2 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 21015->21016 21019 gini = 0.0 samples = 5 value = [0, 5] 21015->21019 21017 gini = 0.0 samples = 21 value = [0, 21] 21016->21017 21018 gini = 0.5 samples = 2 value = [1, 1] 21016->21018 21029 x14_11 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 21028->21029 21046 gini = 0.0 samples = 3 value = [0, 3] 21028->21046 21030 x7_MD <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 21029->21030 21045 gini = 0.0 samples = 1 value = [0, 1] 21029->21045 21031 x14_10 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 21030->21031 21044 gini = 0.0 samples = 1 value = [0, 1] 21030->21044 21032 x14_5 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 21031->21032 21043 gini = 0.0 samples = 3 value = [0, 3] 21031->21043 21033 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 21032->21033 21042 gini = 0.0 samples = 2 value = [0, 2] 21032->21042 21034 x7_MS <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21033->21034 21041 gini = 0.0 samples = 6 value = [0, 6] 21033->21041 21035 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21034->21035 21040 gini = 0.0 samples = 1 value = [0, 1] 21034->21040 21036 x7_VA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21035->21036 21039 gini = 0.0 samples = 1 value = [0, 1] 21035->21039 21037 gini = 0.0 samples = 5 value = [0, 5] 21036->21037 21038 gini = 0.444 samples = 3 value = [1, 2] 21036->21038 21048 gini = 0.0 samples = 14 value = [0, 14] 21047->21048 21049 gini = 0.0 samples = 1 value = [1, 0] 21047->21049 21054 x12_100000000286 <= 0.5 gini = 0.465 samples = 38 value = [14, 24] 21053->21054 21063 gini = 0.0 samples = 1 value = [1, 0] 21053->21063 21055 x11_60 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 21054->21055 21062 gini = 0.0 samples = 13 value = [13, 0] 21054->21062 21056 x13_2 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 21055->21056 21061 gini = 0.0 samples = 1 value = [0, 1] 21055->21061 21057 x7_NJ <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 21056->21057 21060 gini = 0.0 samples = 5 value = [0, 5] 21056->21060 21058 gini = 0.0 samples = 18 value = [0, 18] 21057->21058 21059 gini = 0.0 samples = 1 value = [1, 0] 21057->21059 21065 x14_3 <= 0.5 gini = 0.062 samples = 1425 value = [46, 1379] 21064->21065 21298 gini = 0.0 samples = 18 value = [0, 18] 21064->21298 21066 log_spend <= 7.31 gini = 0.064 samples = 1307 value = [43, 1264] 21065->21066 21277 x15_cns <= 0.5 gini = 0.05 samples = 118 value = [3, 115] 21065->21277 21067 x17_other <= 0.5 gini = 0.019 samples = 742 value = [7, 735] 21066->21067 21102 x13_1 <= 0.5 gini = 0.119 samples = 565 value = [36, 529] 21066->21102 21068 gini = 0.0 samples = 1 value = [1, 0] 21067->21068 21069 x7_NY <= 0.5 gini = 0.016 samples = 741 value = [6, 735] 21067->21069 21070 x12_100000000108 <= 0.5 gini = 0.017 samples = 687 value = [6, 681] 21069->21070 21101 gini = 0.0 samples = 54 value = [0, 54] 21069->21101 21071 x7_OH <= 0.5 gini = 0.038 samples = 313 value = [6, 307] 21070->21071 21100 gini = 0.0 samples = 374 value = [0, 374] 21070->21100 21072 x12_0 <= 0.5 gini = 0.033 samples = 302 value = [5, 297] 21071->21072 21095 x16_immun <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 21071->21095 21073 gini = 0.0 samples = 227 value = [0, 227] 21072->21073 21074 x14_2 <= 0.5 gini = 0.124 samples = 75 value = [5, 70] 21072->21074 21075 x7_CA <= 0.5 gini = 0.129 samples = 72 value = [5, 67] 21074->21075 21094 gini = 0.0 samples = 3 value = [0, 3] 21074->21094 21076 x14_8 <= 0.5 gini = 0.092 samples = 62 value = [3, 59] 21075->21076 21089 x14_6 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 21075->21089 21077 x7_AZ <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 21076->21077 21080 x7_AZ <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 21076->21080 21078 gini = 0.0 samples = 52 value = [0, 52] 21077->21078 21079 gini = 0.5 samples = 2 value = [1, 1] 21077->21079 21081 x16_other <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21080->21081 21088 gini = 0.0 samples = 1 value = [0, 1] 21080->21088 21082 x7_UT <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21081->21082 21087 gini = 0.0 samples = 1 value = [0, 1] 21081->21087 21083 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21082->21083 21086 gini = 0.0 samples = 1 value = [0, 1] 21082->21086 21084 gini = 0.0 samples = 3 value = [0, 3] 21083->21084 21085 gini = 0.0 samples = 2 value = [2, 0] 21083->21085 21090 x13_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21089->21090 21093 gini = 0.0 samples = 1 value = [1, 0] 21089->21093 21091 gini = 0.0 samples = 6 value = [0, 6] 21090->21091 21092 gini = 0.444 samples = 3 value = [1, 2] 21090->21092 21096 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21095->21096 21099 gini = 0.0 samples = 6 value = [0, 6] 21095->21099 21097 gini = 0.0 samples = 1 value = [1, 0] 21096->21097 21098 gini = 0.0 samples = 4 value = [0, 4] 21096->21098 21103 x12_100000000108 <= 0.5 gini = 0.118 samples = 508 value = [32, 476] 21102->21103 21256 x12_100000000255 <= 0.5 gini = 0.131 samples = 57 value = [4, 53] 21102->21256 21104 x15_cns <= 0.5 gini = 0.25 samples = 123 value = [18, 105] 21103->21104 21185 x13_2 <= 0.5 gini = 0.07 samples = 385 value = [14, 371] 21103->21185 21105 x7_MS <= 0.5 gini = 0.326 samples = 83 value = [17, 66] 21104->21105 21168 x14_7 <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 21104->21168 21106 x9_24 <= 0.5 gini = 0.314 samples = 82 value = [16, 66] 21105->21106 21167 gini = 0.0 samples = 1 value = [1, 0] 21105->21167 21107 x7_GA <= 0.5 gini = 0.302 samples = 81 value = [15, 66] 21106->21107 21166 gini = 0.0 samples = 1 value = [1, 0] 21106->21166 21108 x14_5 <= 0.5 gini = 0.323 samples = 74 value = [15, 59] 21107->21108 21165 gini = 0.0 samples = 7 value = [0, 7] 21107->21165 21109 x13_2 <= 0.5 gini = 0.302 samples = 70 value = [13, 57] 21108->21109 21164 gini = 0.5 samples = 4 value = [2, 2] 21108->21164 21110 x7_NY <= 0.5 gini = 0.273 samples = 43 value = [7, 36] 21109->21110 21141 x7_MA <= 0.5 gini = 0.346 samples = 27 value = [6, 21] 21109->21141 21111 x14_10 <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 21110->21111 21140 gini = 0.0 samples = 4 value = [0, 4] 21110->21140 21112 x7_MD <= 0.5 gini = 0.298 samples = 33 value = [6, 27] 21111->21112 21135 x7_MN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21111->21135 21113 x14_6 <= 0.5 gini = 0.305 samples = 32 value = [6, 26] 21112->21113 21134 gini = 0.0 samples = 1 value = [0, 1] 21112->21134 21114 x1_CA <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 21113->21114 21133 gini = 0.444 samples = 3 value = [1, 2] 21113->21133 21115 x7_AL <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 21114->21115 21128 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21114->21128 21116 x16_other <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 21115->21116 21127 gini = 0.0 samples = 1 value = [0, 1] 21115->21127 21117 x7_CA <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 21116->21117 21126 gini = 0.5 samples = 4 value = [2, 2] 21116->21126 21118 log_spend <= 7.799 gini = 0.219 samples = 16 value = [2, 14] 21117->21118 21125 gini = 0.0 samples = 1 value = [0, 1] 21117->21125 21119 gini = 0.0 samples = 10 value = [0, 10] 21118->21119 21120 x7_FL <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21118->21120 21121 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21120->21121 21124 gini = 0.0 samples = 1 value = [0, 1] 21120->21124 21122 gini = 0.5 samples = 4 value = [2, 2] 21121->21122 21123 gini = 0.0 samples = 1 value = [0, 1] 21121->21123 21129 log_spend <= 7.971 gini = 0.278 samples = 6 value = [1, 5] 21128->21129 21132 gini = 0.0 samples = 1 value = [0, 1] 21128->21132 21130 gini = 0.444 samples = 3 value = [1, 2] 21129->21130 21131 gini = 0.0 samples = 3 value = [0, 3] 21129->21131 21136 log_spend <= 7.701 gini = 0.32 samples = 5 value = [1, 4] 21135->21136 21139 gini = 0.0 samples = 1 value = [0, 1] 21135->21139 21137 gini = 0.5 samples = 2 value = [1, 1] 21136->21137 21138 gini = 0.0 samples = 3 value = [0, 3] 21136->21138 21142 x7_WI <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 21141->21142 21163 gini = 0.0 samples = 1 value = [0, 1] 21141->21163 21143 x14_1 <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 21142->21143 21162 gini = 0.0 samples = 1 value = [1, 0] 21142->21162 21144 x14_11 <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 21143->21144 21161 gini = 0.0 samples = 2 value = [0, 2] 21143->21161 21145 x14_6 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 21144->21145 21160 gini = 0.0 samples = 2 value = [2, 0] 21144->21160 21146 x16_immun <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 21145->21146 21159 gini = 0.0 samples = 2 value = [0, 2] 21145->21159 21147 gini = 0.5 samples = 2 value = [1, 1] 21146->21147 21148 x7_TX <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 21146->21148 21149 x7_IL <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 21148->21149 21158 gini = 0.0 samples = 1 value = [0, 1] 21148->21158 21150 x14_4 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 21149->21150 21157 gini = 0.0 samples = 3 value = [0, 3] 21149->21157 21151 log_spend <= 7.843 gini = 0.278 samples = 12 value = [2, 10] 21150->21151 21156 gini = 0.0 samples = 1 value = [0, 1] 21150->21156 21152 gini = 0.0 samples = 7 value = [0, 7] 21151->21152 21153 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21151->21153 21154 gini = 0.5 samples = 4 value = [2, 2] 21153->21154 21155 gini = 0.0 samples = 1 value = [0, 1] 21153->21155 21169 x7_FL <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 21168->21169 21184 gini = 0.0 samples = 7 value = [0, 7] 21168->21184 21170 x14_4 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 21169->21170 21183 gini = 0.0 samples = 9 value = [0, 9] 21169->21183 21171 x7_PA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 21170->21171 21182 gini = 0.0 samples = 4 value = [0, 4] 21170->21182 21172 x7_TX <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 21171->21172 21181 gini = 0.0 samples = 1 value = [0, 1] 21171->21181 21173 x14_9 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 21172->21173 21180 gini = 0.0 samples = 1 value = [0, 1] 21172->21180 21174 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21173->21174 21179 gini = 0.0 samples = 9 value = [0, 9] 21173->21179 21175 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21174->21175 21178 gini = 0.0 samples = 4 value = [0, 4] 21174->21178 21176 gini = 0.0 samples = 2 value = [0, 2] 21175->21176 21177 gini = 0.444 samples = 3 value = [1, 2] 21175->21177 21186 x7_CT <= 0.5 gini = 0.078 samples = 297 value = [12, 285] 21185->21186 21239 x7_NY <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 21185->21239 21187 x7_TN <= 0.5 gini = 0.072 samples = 294 value = [11, 283] 21186->21187 21238 gini = 0.444 samples = 3 value = [1, 2] 21186->21238 21188 x7_PA <= 0.5 gini = 0.072 samples = 293 value = [11, 282] 21187->21188 21237 gini = 0.0 samples = 1 value = [0, 1] 21187->21237 21189 x14_9 <= 0.5 gini = 0.074 samples = 287 value = [11, 276] 21188->21189 21236 gini = 0.0 samples = 6 value = [0, 6] 21188->21236 21190 x7_AL <= 0.5 gini = 0.075 samples = 280 value = [11, 269] 21189->21190 21235 gini = 0.0 samples = 7 value = [0, 7] 21189->21235 21191 x13_0 <= 0.5 gini = 0.07 samples = 276 value = [10, 266] 21190->21191 21234 gini = 0.375 samples = 4 value = [1, 3] 21190->21234 21192 x7_TX <= 0.5 gini = 0.185 samples = 58 value = [6, 52] 21191->21192 21209 x7_WI <= 0.5 gini = 0.036 samples = 218 value = [4, 214] 21191->21209 21193 x14_4 <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 21192->21193 21208 gini = 0.0 samples = 10 value = [0, 10] 21192->21208 21194 x7_NY <= 0.5 gini = 0.159 samples = 46 value = [4, 42] 21193->21194 21207 gini = 0.0 samples = 2 value = [2, 0] 21193->21207 21195 x7_NJ <= 0.5 gini = 0.172 samples = 42 value = [4, 38] 21194->21195 21206 gini = 0.0 samples = 4 value = [0, 4] 21194->21206 21196 x14_10 <= 0.5 gini = 0.136 samples = 41 value = [3, 38] 21195->21196 21205 gini = 0.0 samples = 1 value = [1, 0] 21195->21205 21197 x13_3 <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 21196->21197 21204 gini = 0.5 samples = 2 value = [1, 1] 21196->21204 21198 gini = 0.375 samples = 4 value = [1, 3] 21197->21198 21199 x7_CA <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 21197->21199 21200 gini = 0.0 samples = 25 value = [0, 25] 21199->21200 21201 x14_5 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21199->21201 21202 gini = 0.0 samples = 9 value = [0, 9] 21201->21202 21203 gini = 0.0 samples = 1 value = [1, 0] 21201->21203 21210 x7_DC <= 0.5 gini = 0.036 samples = 217 value = [4, 213] 21209->21210 21233 gini = 0.0 samples = 1 value = [0, 1] 21209->21233 21211 x14_7 <= 0.5 gini = 0.037 samples = 210 value = [4, 206] 21210->21211 21232 gini = 0.0 samples = 7 value = [0, 7] 21210->21232 21212 x14_8 <= 0.5 gini = 0.041 samples = 193 value = [4, 189] 21211->21212 21231 gini = 0.0 samples = 17 value = [0, 17] 21211->21231 21213 x7_IL <= 0.5 gini = 0.021 samples = 189 value = [2, 187] 21212->21213 21230 gini = 0.5 samples = 4 value = [2, 2] 21212->21230 21214 log_spend <= 8.002 gini = 0.011 samples = 184 value = [1, 183] 21213->21214 21227 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21213->21227 21215 gini = 0.0 samples = 120 value = [0, 120] 21214->21215 21216 x7_NJ <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 21214->21216 21217 x7_MO <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 21216->21217 21226 gini = 0.0 samples = 1 value = [0, 1] 21216->21226 21218 x14_5 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 21217->21218 21225 gini = 0.0 samples = 4 value = [0, 4] 21217->21225 21219 x14_2 <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 21218->21219 21224 gini = 0.0 samples = 9 value = [0, 9] 21218->21224 21220 gini = 0.0 samples = 37 value = [0, 37] 21219->21220 21221 log_spend <= 8.022 gini = 0.142 samples = 13 value = [1, 12] 21219->21221 21222 gini = 0.0 samples = 1 value = [1, 0] 21221->21222 21223 gini = 0.0 samples = 12 value = [0, 12] 21221->21223 21228 gini = 0.0 samples = 3 value = [0, 3] 21227->21228 21229 gini = 0.5 samples = 2 value = [1, 1] 21227->21229 21240 x7_CA <= 0.5 gini = 0.024 samples = 83 value = [1, 82] 21239->21240 21253 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21239->21253 21241 x7_KY <= 0.5 gini = 0.03 samples = 66 value = [1, 65] 21240->21241 21252 gini = 0.0 samples = 17 value = [0, 17] 21240->21252 21242 x14_2 <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 21241->21242 21251 gini = 0.0 samples = 1 value = [0, 1] 21241->21251 21243 x7_OH <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 21242->21243 21250 gini = 0.0 samples = 1 value = [0, 1] 21242->21250 21244 x14_4 <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 21243->21244 21249 gini = 0.0 samples = 3 value = [0, 3] 21243->21249 21245 x14_11 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 21244->21245 21248 gini = 0.0 samples = 3 value = [0, 3] 21244->21248 21246 gini = 0.0 samples = 56 value = [0, 56] 21245->21246 21247 gini = 0.5 samples = 2 value = [1, 1] 21245->21247 21254 gini = 0.444 samples = 3 value = [1, 2] 21253->21254 21255 gini = 0.0 samples = 2 value = [0, 2] 21253->21255 21257 x14_10 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 21256->21257 21272 x7_NY <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 21256->21272 21258 x1_MA <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 21257->21258 21271 gini = 0.0 samples = 2 value = [0, 2] 21257->21271 21259 x7_NC <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 21258->21259 21266 x7_GA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21258->21266 21260 x7_MI <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 21259->21260 21265 gini = 0.0 samples = 2 value = [0, 2] 21259->21265 21261 x12_0 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 21260->21261 21264 gini = 0.0 samples = 4 value = [0, 4] 21260->21264 21262 gini = 0.0 samples = 26 value = [0, 26] 21261->21262 21263 gini = 0.444 samples = 3 value = [1, 2] 21261->21263 21267 x15_immunology <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21266->21267 21270 gini = 0.0 samples = 1 value = [0, 1] 21266->21270 21268 gini = 0.0 samples = 5 value = [0, 5] 21267->21268 21269 gini = 0.375 samples = 4 value = [1, 3] 21267->21269 21273 x7_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21272->21273 21276 gini = 0.444 samples = 3 value = [1, 2] 21272->21276 21274 gini = 0.0 samples = 6 value = [0, 6] 21273->21274 21275 gini = 0.0 samples = 1 value = [1, 0] 21273->21275 21278 x7_NC <= 0.5 gini = 0.051 samples = 114 value = [3, 111] 21277->21278 21297 gini = 0.0 samples = 4 value = [0, 4] 21277->21297 21279 x13_3 <= 0.5 gini = 0.054 samples = 109 value = [3, 106] 21278->21279 21296 gini = 0.0 samples = 5 value = [0, 5] 21278->21296 21280 x7_TX <= 0.5 gini = 0.038 samples = 102 value = [2, 100] 21279->21280 21289 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21279->21289 21281 x15_hiv <= 0.5 gini = 0.041 samples = 95 value = [2, 93] 21280->21281 21288 gini = 0.0 samples = 7 value = [0, 7] 21280->21288 21282 x13_2 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 21281->21282 21287 gini = 0.0 samples = 84 value = [0, 84] 21281->21287 21283 x7_OR <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21282->21283 21286 gini = 0.0 samples = 6 value = [0, 6] 21282->21286 21284 gini = 0.375 samples = 4 value = [1, 3] 21283->21284 21285 gini = 0.0 samples = 1 value = [1, 0] 21283->21285 21290 x1_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21289->21290 21295 gini = 0.0 samples = 1 value = [0, 1] 21289->21295 21291 gini = 0.0 samples = 1 value = [0, 1] 21290->21291 21292 x12_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21290->21292 21293 gini = 0.375 samples = 4 value = [1, 3] 21292->21293 21294 gini = 0.0 samples = 1 value = [0, 1] 21292->21294 21300 gini = 0.0 samples = 7 value = [0, 7] 21299->21300 21301 gini = 0.0 samples = 6 value = [6, 0] 21299->21301 21304 x1_NC <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 21303->21304 21315 gini = 0.0 samples = 3 value = [0, 3] 21303->21315 21305 x12_0 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 21304->21305 21314 gini = 0.0 samples = 1 value = [0, 1] 21304->21314 21306 gini = 0.0 samples = 5 value = [0, 5] 21305->21306 21307 x11_30 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 21305->21307 21308 x1_IN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 21307->21308 21313 gini = 0.444 samples = 3 value = [1, 2] 21307->21313 21309 x1_GA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 21308->21309 21312 gini = 0.0 samples = 1 value = [1, 0] 21308->21312 21310 gini = 0.375 samples = 4 value = [3, 1] 21309->21310 21311 gini = 0.0 samples = 1 value = [1, 0] 21309->21311 21317 x11_1 <= 0.5 gini = 0.256 samples = 1160 value = [175, 985] 21316->21317 21824 x17_sanofi <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 21316->21824 21318 x7_TX <= 0.5 gini = 0.265 samples = 1113 value = [175, 938] 21317->21318 21823 gini = 0.0 samples = 47 value = [0, 47] 21317->21823 21319 x15_respiratory <= 0.5 gini = 0.281 samples = 980 value = [166, 814] 21318->21319 21778 x14_5 <= 0.5 gini = 0.126 samples = 133 value = [9, 124] 21318->21778 21320 x7_SD <= 0.5 gini = 0.289 samples = 946 value = [166, 780] 21319->21320 21777 gini = 0.0 samples = 34 value = [0, 34] 21319->21777 21321 x14_11 <= 0.5 gini = 0.29 samples = 939 value = [165, 774] 21320->21321 21774 x15_neuroscience <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21320->21774 21322 x11_2 <= 0.5 gini = 0.282 samples = 864 value = [147, 717] 21321->21322 21721 x7_GA <= 0.5 gini = 0.365 samples = 75 value = [18, 57] 21321->21721 21323 x12_100000000278 <= 0.5 gini = 0.288 samples = 809 value = [141, 668] 21322->21323 21700 x7_MD <= 0.5 gini = 0.194 samples = 55 value = [6, 49] 21322->21700 21324 x9_0 <= 0.5 gini = 0.243 samples = 622 value = [88, 534] 21323->21324 21569 x7_OK <= 0.5 gini = 0.406 samples = 187 value = [53, 134] 21323->21569 21325 x7_AR <= 0.5 gini = 0.135 samples = 356 value = [26, 330] 21324->21325 21446 x14_5 <= 0.5 gini = 0.358 samples = 266 value = [62, 204] 21324->21446 21326 x7_KY <= 0.5 gini = 0.137 samples = 351 value = [26, 325] 21325->21326 21445 gini = 0.0 samples = 5 value = [0, 5] 21325->21445 21327 x9_6 <= 0.5 gini = 0.129 samples = 346 value = [24, 322] 21326->21327 21442 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21326->21442 21328 x7_MN <= 0.5 gini = 0.082 samples = 327 value = [14, 313] 21327->21328 21421 x14_2 <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 21327->21421 21329 x7_LA <= 0.5 gini = 0.077 samples = 322 value = [13, 309] 21328->21329 21418 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21328->21418 21330 x13_4 <= 0.5 gini = 0.078 samples = 318 value = [13, 305] 21329->21330 21417 gini = 0.0 samples = 4 value = [0, 4] 21329->21417 21331 x7_GA <= 0.5 gini = 0.075 samples = 308 value = [12, 296] 21330->21331 21414 x15_cardiovascular <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21330->21414 21332 x14_8 <= 0.5 gini = 0.079 samples = 292 value = [12, 280] 21331->21332 21413 gini = 0.0 samples = 16 value = [0, 16] 21331->21413 21333 x11_0 <= 0.5 gini = 0.068 samples = 256 value = [9, 247] 21332->21333 21396 x12_100000000136 <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 21332->21396 21334 x7_WA <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 21333->21334 21349 x13_2 <= 0.5 gini = 0.044 samples = 220 value = [5, 215] 21333->21349 21335 x7_IL <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 21334->21335 21348 gini = 0.0 samples = 12 value = [0, 12] 21334->21348 21336 x7_CA <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 21335->21336 21347 gini = 0.0 samples = 1 value = [0, 1] 21335->21347 21337 log_spend <= 7.694 gini = 0.18 samples = 20 value = [2, 18] 21336->21337 21346 gini = 0.444 samples = 3 value = [2, 1] 21336->21346 21338 gini = 0.0 samples = 11 value = [0, 11] 21337->21338 21339 x7_OH <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 21337->21339 21340 x7_MO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21339->21340 21345 gini = 0.0 samples = 1 value = [1, 0] 21339->21345 21341 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21340->21341 21344 gini = 0.0 samples = 1 value = [0, 1] 21340->21344 21342 gini = 0.0 samples = 5 value = [0, 5] 21341->21342 21343 gini = 0.5 samples = 2 value = [1, 1] 21341->21343 21350 x7_NJ <= 0.5 gini = 0.07 samples = 138 value = [5, 133] 21349->21350 21395 gini = 0.0 samples = 82 value = [0, 82] 21349->21395 21351 x7_VT <= 0.5 gini = 0.074 samples = 130 value = [5, 125] 21350->21351 21394 gini = 0.0 samples = 8 value = [0, 8] 21350->21394 21352 x14_10 <= 0.5 gini = 0.075 samples = 129 value = [5, 124] 21351->21352 21393 gini = 0.0 samples = 1 value = [0, 1] 21351->21393 21353 x7_MI <= 0.5 gini = 0.061 samples = 126 value = [4, 122] 21352->21353 21392 gini = 0.444 samples = 3 value = [1, 2] 21352->21392 21354 x7_VA <= 0.5 gini = 0.066 samples = 117 value = [4, 113] 21353->21354 21391 gini = 0.0 samples = 9 value = [0, 9] 21353->21391 21355 x13_0 <= 0.5 gini = 0.072 samples = 107 value = [4, 103] 21354->21355 21390 gini = 0.0 samples = 10 value = [0, 10] 21354->21390 21356 x14_2 <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 21355->21356 21377 x7_FL <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 21355->21377 21357 x9_24 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 21356->21357 21376 gini = 0.0 samples = 2 value = [0, 2] 21356->21376 21358 gini = 0.0 samples = 1 value = [0, 1] 21357->21358 21359 x14_1 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 21357->21359 21360 x12_0 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 21359->21360 21375 gini = 0.0 samples = 3 value = [0, 3] 21359->21375 21361 gini = 0.0 samples = 2 value = [0, 2] 21360->21361 21362 x13_1 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 21360->21362 21363 gini = 0.0 samples = 1 value = [1, 0] 21362->21363 21364 x7_IN <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 21362->21364 21365 x7_OH <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 21364->21365 21374 gini = 0.0 samples = 1 value = [0, 1] 21364->21374 21366 x14_5 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 21365->21366 21373 gini = 0.0 samples = 1 value = [0, 1] 21365->21373 21367 x7_TN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21366->21367 21372 gini = 0.5 samples = 2 value = [1, 1] 21366->21372 21368 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21367->21368 21371 gini = 0.0 samples = 1 value = [0, 1] 21367->21371 21369 gini = 0.375 samples = 4 value = [1, 3] 21368->21369 21370 gini = 0.0 samples = 5 value = [0, 5] 21368->21370 21378 x7_IN <= 0.5 gini = 0.027 samples = 73 value = [1, 72] 21377->21378 21389 gini = 0.0 samples = 11 value = [0, 11] 21377->21389 21379 x14_6 <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 21378->21379 21388 gini = 0.0 samples = 5 value = [0, 5] 21378->21388 21380 x7_NY <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 21379->21380 21387 gini = 0.0 samples = 15 value = [0, 15] 21379->21387 21381 x7_AL <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 21380->21381 21386 gini = 0.0 samples = 5 value = [0, 5] 21380->21386 21382 x14_5 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 21381->21382 21385 gini = 0.0 samples = 2 value = [0, 2] 21381->21385 21383 gini = 0.0 samples = 45 value = [0, 45] 21382->21383 21384 gini = 0.0 samples = 1 value = [1, 0] 21382->21384 21397 x7_NC <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 21396->21397 21410 x13_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 21396->21410 21398 x7_MO <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 21397->21398 21409 gini = 0.0 samples = 1 value = [0, 1] 21397->21409 21399 x7_VA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 21398->21399 21408 gini = 0.5 samples = 2 value = [1, 1] 21398->21408 21400 x7_SC <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 21399->21400 21407 gini = 0.0 samples = 1 value = [0, 1] 21399->21407 21401 x7_IL <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 21400->21401 21406 gini = 0.0 samples = 1 value = [0, 1] 21400->21406 21402 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 21401->21402 21405 gini = 0.0 samples = 2 value = [0, 2] 21401->21405 21403 gini = 0.0 samples = 14 value = [0, 14] 21402->21403 21404 gini = 0.375 samples = 4 value = [1, 3] 21402->21404 21411 gini = 0.0 samples = 1 value = [1, 0] 21410->21411 21412 gini = 0.0 samples = 10 value = [0, 10] 21410->21412 21415 gini = 0.444 samples = 3 value = [1, 2] 21414->21415 21416 gini = 0.0 samples = 7 value = [0, 7] 21414->21416 21419 gini = 0.375 samples = 4 value = [1, 3] 21418->21419 21420 gini = 0.0 samples = 1 value = [0, 1] 21418->21420 21422 x7_CA <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 21421->21422 21439 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 21421->21439 21423 x7_PA <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 21422->21423 21438 gini = 0.0 samples = 1 value = [0, 1] 21422->21438 21424 x14_7 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 21423->21424 21437 gini = 0.0 samples = 1 value = [0, 1] 21423->21437 21425 x7_MO <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 21424->21425 21436 gini = 0.0 samples = 2 value = [0, 2] 21424->21436 21426 x7_WA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 21425->21426 21435 gini = 0.0 samples = 1 value = [1, 0] 21425->21435 21427 x14_6 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 21426->21427 21434 gini = 0.0 samples = 1 value = [1, 0] 21426->21434 21428 x7_TN <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 21427->21428 21433 gini = 0.0 samples = 1 value = [1, 0] 21427->21433 21429 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21428->21429 21432 gini = 0.0 samples = 1 value = [1, 0] 21428->21432 21430 gini = 0.444 samples = 3 value = [1, 2] 21429->21430 21431 gini = 0.444 samples = 3 value = [1, 2] 21429->21431 21440 gini = 0.375 samples = 4 value = [3, 1] 21439->21440 21441 gini = 0.0 samples = 1 value = [1, 0] 21439->21441 21443 gini = 0.0 samples = 1 value = [1, 0] 21442->21443 21444 gini = 0.375 samples = 4 value = [1, 3] 21442->21444 21447 x7_NV <= 0.5 gini = 0.376 samples = 231 value = [58, 173] 21446->21447 21556 x15_dermatology <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 21446->21556 21448 x7_RI <= 0.5 gini = 0.366 samples = 228 value = [55, 173] 21447->21448 21555 gini = 0.0 samples = 3 value = [3, 0] 21447->21555 21449 x7_MA <= 0.5 gini = 0.368 samples = 226 value = [55, 171] 21448->21449 21554 gini = 0.0 samples = 2 value = [0, 2] 21448->21554 21450 x15_ophthalmology <= 0.5 gini = 0.362 samples = 223 value = [53, 170] 21449->21450 21553 gini = 0.444 samples = 3 value = [2, 1] 21449->21553 21451 x13_1 <= 0.5 gini = 0.334 samples = 203 value = [43, 160] 21450->21451 21534 x14_10 <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 21450->21534 21452 x7_WV <= 0.5 gini = 0.298 samples = 181 value = [33, 148] 21451->21452 21519 x7_MN <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 21451->21519 21453 x14_7 <= 0.5 gini = 0.302 samples = 178 value = [33, 145] 21452->21453 21518 gini = 0.0 samples = 3 value = [0, 3] 21452->21518 21454 x7_PA <= 0.5 gini = 0.293 samples = 168 value = [30, 138] 21453->21454 21507 x13_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 21453->21507 21455 x13_4 <= 0.5 gini = 0.311 samples = 156 value = [30, 126] 21454->21455 21506 gini = 0.0 samples = 12 value = [0, 12] 21454->21506 21456 x11_0 <= 0.5 gini = 0.364 samples = 96 value = [23, 73] 21455->21456 21493 x15_cardiovascular <= 0.5 gini = 0.206 samples = 60 value = [7, 53] 21455->21493 21457 x17_janssen <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 21456->21457 21460 x7_MO <= 0.5 gini = 0.43 samples = 32 value = [22, 10] 21456->21460 21458 gini = 0.0 samples = 1 value = [1, 0] 21457->21458 21459 gini = 0.0 samples = 63 value = [0, 63] 21457->21459 21461 x7_NY <= 0.5 gini = 0.412 samples = 31 value = [22, 9] 21460->21461 21492 gini = 0.0 samples = 1 value = [0, 1] 21460->21492 21462 x7_MN <= 0.5 gini = 0.42 samples = 30 value = [21, 9] 21461->21462 21491 gini = 0.0 samples = 1 value = [1, 0] 21461->21491 21463 x7_LA <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 21462->21463 21490 gini = 0.5 samples = 2 value = [1, 1] 21462->21490 21464 x14_2 <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 21463->21464 21489 gini = 0.0 samples = 1 value = [1, 0] 21463->21489 21465 x7_MI <= 0.5 gini = 0.413 samples = 24 value = [17, 7] 21464->21465 21488 gini = 0.444 samples = 3 value = [2, 1] 21464->21488 21466 x7_SC <= 0.5 gini = 0.386 samples = 23 value = [17, 6] 21465->21466 21487 gini = 0.0 samples = 1 value = [0, 1] 21465->21487 21467 x14_9 <= 0.5 gini = 0.397 samples = 22 value = [16, 6] 21466->21467 21486 gini = 0.0 samples = 1 value = [1, 0] 21466->21486 21468 x13_3 <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 21467->21468 21485 gini = 0.0 samples = 1 value = [1, 0] 21467->21485 21469 log_spend <= 7.814 gini = 0.32 samples = 10 value = [8, 2] 21468->21469 21476 x14_1 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 21468->21476 21470 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 21469->21470 21475 gini = 0.0 samples = 3 value = [3, 0] 21469->21475 21471 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21470->21471 21474 gini = 0.0 samples = 2 value = [2, 0] 21470->21474 21472 gini = 0.375 samples = 4 value = [3, 1] 21471->21472 21473 gini = 0.0 samples = 1 value = [0, 1] 21471->21473 21477 x7_MS <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 21476->21477 21484 gini = 0.0 samples = 1 value = [1, 0] 21476->21484 21478 x15_cardiovascular <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 21477->21478 21483 gini = 0.0 samples = 1 value = [1, 0] 21477->21483 21479 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 21478->21479 21482 gini = 0.375 samples = 4 value = [1, 3] 21478->21482 21480 gini = 0.375 samples = 4 value = [3, 1] 21479->21480 21481 gini = 0.0 samples = 1 value = [1, 0] 21479->21481 21494 x11_0 <= 0.5 gini = 0.135 samples = 55 value = [4, 51] 21493->21494 21503 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21493->21503 21495 gini = 0.0 samples = 48 value = [0, 48] 21494->21495 21496 x7_WA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 21494->21496 21497 x7_MI <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 21496->21497 21502 gini = 0.0 samples = 1 value = [0, 1] 21496->21502 21498 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21497->21498 21501 gini = 0.0 samples = 1 value = [1, 0] 21497->21501 21499 gini = 0.444 samples = 3 value = [2, 1] 21498->21499 21500 gini = 0.5 samples = 2 value = [1, 1] 21498->21500 21504 gini = 0.375 samples = 4 value = [3, 1] 21503->21504 21505 gini = 0.0 samples = 1 value = [0, 1] 21503->21505 21508 x7_TN <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 21507->21508 21517 gini = 0.0 samples = 1 value = [0, 1] 21507->21517 21509 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 21508->21509 21516 gini = 0.0 samples = 1 value = [0, 1] 21508->21516 21510 x7_MO <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21509->21510 21515 gini = 0.0 samples = 1 value = [1, 0] 21509->21515 21511 x17_janssen <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21510->21511 21514 gini = 0.0 samples = 1 value = [0, 1] 21510->21514 21512 gini = 0.0 samples = 2 value = [2, 0] 21511->21512 21513 gini = 0.0 samples = 4 value = [0, 4] 21511->21513 21520 x7_IL <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 21519->21520 21533 gini = 0.5 samples = 2 value = [1, 1] 21519->21533 21521 x16_other <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 21520->21521 21532 gini = 0.0 samples = 1 value = [1, 0] 21520->21532 21522 x15_cardiovascular & metabolism <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 21521->21522 21525 x14_2 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 21521->21525 21523 gini = 0.375 samples = 4 value = [3, 1] 21522->21523 21524 gini = 0.0 samples = 4 value = [0, 4] 21522->21524 21526 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 21525->21526 21531 gini = 0.0 samples = 3 value = [0, 3] 21525->21531 21527 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21526->21527 21530 gini = 0.0 samples = 3 value = [3, 0] 21526->21530 21528 gini = 0.5 samples = 4 value = [2, 2] 21527->21528 21529 gini = 0.0 samples = 1 value = [0, 1] 21527->21529 21535 x7_NC <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 21534->21535 21552 gini = 0.0 samples = 1 value = [1, 0] 21534->21552 21536 x7_PA <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 21535->21536 21551 gini = 0.0 samples = 2 value = [2, 0] 21535->21551 21537 x13_1 <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 21536->21537 21550 gini = 0.0 samples = 1 value = [1, 0] 21536->21550 21538 x14_4 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 21537->21538 21545 x7_NY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 21537->21545 21539 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21538->21539 21544 gini = 0.444 samples = 3 value = [1, 2] 21538->21544 21540 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21539->21540 21543 gini = 0.0 samples = 1 value = [1, 0] 21539->21543 21541 gini = 0.5 samples = 2 value = [1, 1] 21540->21541 21542 gini = 0.0 samples = 4 value = [0, 4] 21540->21542 21546 x7_MN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 21545->21546 21549 gini = 0.0 samples = 1 value = [1, 0] 21545->21549 21547 gini = 0.5 samples = 4 value = [2, 2] 21546->21547 21548 gini = 0.0 samples = 1 value = [0, 1] 21546->21548 21557 x7_VA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 21556->21557 21564 x13_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 21556->21564 21558 x7_GA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 21557->21558 21563 gini = 0.0 samples = 1 value = [0, 1] 21557->21563 21559 x17_janssen <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 21558->21559 21562 gini = 0.0 samples = 1 value = [0, 1] 21558->21562 21560 gini = 0.0 samples = 1 value = [1, 0] 21559->21560 21561 gini = 0.0 samples = 26 value = [0, 26] 21559->21561 21565 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21564->21565 21568 gini = 0.0 samples = 1 value = [0, 1] 21564->21568 21566 gini = 0.5 samples = 2 value = [1, 1] 21565->21566 21567 gini = 0.444 samples = 3 value = [2, 1] 21565->21567 21570 x14_3 <= 0.5 gini = 0.413 samples = 182 value = [53, 129] 21569->21570 21699 gini = 0.0 samples = 5 value = [0, 5] 21569->21699 21571 x16_gastro <= 0.5 gini = 0.415 samples = 160 value = [47, 113] 21570->21571 21684 x13_2 <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 21570->21684 21572 x7_CT <= 0.5 gini = 0.481 samples = 67 value = [27, 40] 21571->21572 21623 x7_KS <= 0.5 gini = 0.338 samples = 93 value = [20, 73] 21571->21623 21573 x14_1 <= 0.5 gini = 0.483 samples = 66 value = [27, 39] 21572->21573 21622 gini = 0.0 samples = 1 value = [0, 1] 21572->21622 21574 x7_NE <= 0.5 gini = 0.491 samples = 60 value = [26, 34] 21573->21574 21619 x7_PR <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21573->21619 21575 x7_MO <= 0.5 gini = 0.493 samples = 59 value = [26, 33] 21574->21575 21618 gini = 0.0 samples = 1 value = [0, 1] 21574->21618 21576 x7_MI <= 0.5 gini = 0.492 samples = 55 value = [24, 31] 21575->21576 21617 gini = 0.5 samples = 4 value = [2, 2] 21575->21617 21577 log_spend <= 7.805 gini = 0.489 samples = 54 value = [23, 31] 21576->21577 21616 gini = 0.0 samples = 1 value = [1, 0] 21576->21616 21578 x15_dermatology <= 0.5 gini = 0.475 samples = 36 value = [22, 14] 21577->21578 21607 x7_CA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 21577->21607 21579 x7_LA <= 0.5 gini = 0.451 samples = 32 value = [21, 11] 21578->21579 21606 gini = 0.375 samples = 4 value = [1, 3] 21578->21606 21580 x7_MN <= 0.5 gini = 0.458 samples = 31 value = [20, 11] 21579->21580 21605 gini = 0.0 samples = 1 value = [1, 0] 21579->21605 21581 x14_4 <= 0.5 gini = 0.464 samples = 30 value = [19, 11] 21580->21581 21604 gini = 0.0 samples = 1 value = [1, 0] 21580->21604 21582 x14_10 <= 0.5 gini = 0.397 samples = 22 value = [16, 6] 21581->21582 21599 log_spend <= 6.892 gini = 0.469 samples = 8 value = [3, 5] 21581->21599 21583 x7_NC <= 0.5 gini = 0.32 samples = 20 value = [16, 4] 21582->21583 21598 gini = 0.0 samples = 2 value = [0, 2] 21582->21598 21584 x13_0 <= 0.5 gini = 0.332 samples = 19 value = [15, 4] 21583->21584 21597 gini = 0.0 samples = 1 value = [1, 0] 21583->21597 21585 x14_7 <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 21584->21585 21596 gini = 0.0 samples = 3 value = [3, 0] 21584->21596 21586 x7_IN <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 21585->21586 21595 gini = 0.0 samples = 1 value = [1, 0] 21585->21595 21587 x14_5 <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 21586->21587 21594 gini = 0.0 samples = 1 value = [1, 0] 21586->21594 21588 x13_3 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 21587->21588 21593 gini = 0.0 samples = 4 value = [4, 0] 21587->21593 21589 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 21588->21589 21592 gini = 0.444 samples = 3 value = [1, 2] 21588->21592 21590 gini = 0.0 samples = 4 value = [4, 0] 21589->21590 21591 gini = 0.444 samples = 3 value = [1, 2] 21589->21591 21600 gini = 0.0 samples = 3 value = [0, 3] 21599->21600 21601 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21599->21601 21602 gini = 0.0 samples = 3 value = [3, 0] 21601->21602 21603 gini = 0.0 samples = 2 value = [0, 2] 21601->21603 21608 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 21607->21608 21615 gini = 0.0 samples = 4 value = [0, 4] 21607->21615 21609 x14_10 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 21608->21609 21614 gini = 0.0 samples = 2 value = [0, 2] 21608->21614 21610 x14_5 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 21609->21610 21613 gini = 0.0 samples = 1 value = [0, 1] 21609->21613 21611 gini = 0.0 samples = 10 value = [0, 10] 21610->21611 21612 gini = 0.0 samples = 1 value = [1, 0] 21610->21612 21620 gini = 0.375 samples = 4 value = [1, 3] 21619->21620 21621 gini = 0.0 samples = 2 value = [0, 2] 21619->21621 21624 x13_3 <= 0.5 gini = 0.323 samples = 89 value = [18, 71] 21623->21624 21683 gini = 0.5 samples = 4 value = [2, 2] 21623->21683 21625 x13_2 <= 0.5 gini = 0.362 samples = 59 value = [14, 45] 21624->21625 21658 x14_8 <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 21624->21658 21626 x7_CT <= 0.5 gini = 0.316 samples = 56 value = [11, 45] 21625->21626 21657 gini = 0.0 samples = 3 value = [3, 0] 21625->21657 21627 x7_NY <= 0.5 gini = 0.32 samples = 55 value = [11, 44] 21626->21627 21656 gini = 0.0 samples = 1 value = [0, 1] 21626->21656 21628 x7_TN <= 0.5 gini = 0.324 samples = 54 value = [11, 43] 21627->21628 21655 gini = 0.0 samples = 1 value = [0, 1] 21627->21655 21629 x14_2 <= 0.5 gini = 0.329 samples = 53 value = [11, 42] 21628->21629 21654 gini = 0.0 samples = 1 value = [0, 1] 21628->21654 21630 x11_60 <= 0.5 gini = 0.335 samples = 47 value = [10, 37] 21629->21630 21651 x11_30 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21629->21651 21631 x14_4 <= 0.5 gini = 0.466 samples = 27 value = [10, 17] 21630->21631 21650 gini = 0.0 samples = 20 value = [0, 20] 21630->21650 21632 x7_IN <= 0.5 gini = 0.42 samples = 20 value = [6, 14] 21631->21632 21645 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 21631->21645 21633 x14_5 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 21632->21633 21644 gini = 0.0 samples = 1 value = [1, 0] 21632->21644 21634 log_spend <= 7.199 gini = 0.291 samples = 17 value = [3, 14] 21633->21634 21643 gini = 0.0 samples = 2 value = [2, 0] 21633->21643 21635 gini = 0.0 samples = 6 value = [0, 6] 21634->21635 21636 x7_KY <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 21634->21636 21637 x7_AL <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 21636->21637 21642 gini = 0.0 samples = 1 value = [0, 1] 21636->21642 21638 x14_10 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 21637->21638 21641 gini = 0.0 samples = 1 value = [0, 1] 21637->21641 21639 gini = 0.0 samples = 3 value = [3, 0] 21638->21639 21640 gini = 0.0 samples = 6 value = [0, 6] 21638->21640 21646 x7_CA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 21645->21646 21649 gini = 0.0 samples = 1 value = [1, 0] 21645->21649 21647 gini = 0.5 samples = 4 value = [2, 2] 21646->21647 21648 gini = 0.5 samples = 2 value = [1, 1] 21646->21648 21652 gini = 0.0 samples = 3 value = [0, 3] 21651->21652 21653 gini = 0.444 samples = 3 value = [1, 2] 21651->21653 21659 x7_SC <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 21658->21659 21682 gini = 0.0 samples = 5 value = [0, 5] 21658->21682 21660 x7_NE <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 21659->21660 21681 gini = 0.0 samples = 1 value = [0, 1] 21659->21681 21661 x7_GA <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 21660->21661 21680 gini = 0.0 samples = 1 value = [0, 1] 21660->21680 21662 x14_7 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 21661->21662 21679 gini = 0.5 samples = 2 value = [1, 1] 21661->21679 21663 x7_NV <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 21662->21663 21678 gini = 0.0 samples = 3 value = [0, 3] 21662->21678 21664 x7_NC <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 21663->21664 21677 gini = 0.0 samples = 1 value = [0, 1] 21663->21677 21665 x14_5 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 21664->21665 21676 gini = 0.0 samples = 2 value = [0, 2] 21664->21676 21666 x14_10 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 21665->21666 21675 gini = 0.0 samples = 1 value = [1, 0] 21665->21675 21667 x11_30 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 21666->21667 21674 gini = 0.0 samples = 3 value = [0, 3] 21666->21674 21668 gini = 0.0 samples = 2 value = [0, 2] 21667->21668 21669 x14_9 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 21667->21669 21670 log_spend <= 7.457 gini = 0.375 samples = 8 value = [2, 6] 21669->21670 21673 gini = 0.0 samples = 1 value = [0, 1] 21669->21673 21671 gini = 0.444 samples = 3 value = [2, 1] 21670->21671 21672 gini = 0.0 samples = 5 value = [0, 5] 21670->21672 21685 x15_gastroenterology <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 21684->21685 21698 gini = 0.0 samples = 4 value = [4, 0] 21684->21698 21686 gini = 0.375 samples = 4 value = [1, 3] 21685->21686 21687 x11_30 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 21685->21687 21688 gini = 0.0 samples = 4 value = [0, 4] 21687->21688 21689 x7_IL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 21687->21689 21690 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21689->21690 21697 gini = 0.0 samples = 1 value = [0, 1] 21689->21697 21691 x7_KS <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21690->21691 21696 gini = 0.0 samples = 1 value = [0, 1] 21690->21696 21692 log_spend <= 7.311 gini = 0.32 samples = 5 value = [1, 4] 21691->21692 21695 gini = 0.0 samples = 3 value = [0, 3] 21691->21695 21693 gini = 0.0 samples = 1 value = [1, 0] 21692->21693 21694 gini = 0.0 samples = 4 value = [0, 4] 21692->21694 21701 x14_5 <= 0.5 gini = 0.168 samples = 54 value = [5, 49] 21700->21701 21720 gini = 0.0 samples = 1 value = [1, 0] 21700->21720 21702 x7_SC <= 0.5 gini = 0.174 samples = 52 value = [5, 47] 21701->21702 21719 gini = 0.0 samples = 2 value = [0, 2] 21701->21719 21703 x7_IL <= 0.5 gini = 0.187 samples = 48 value = [5, 43] 21702->21703 21718 gini = 0.0 samples = 4 value = [0, 4] 21702->21718 21704 x14_1 <= 0.5 gini = 0.156 samples = 47 value = [4, 43] 21703->21704 21717 gini = 0.0 samples = 1 value = [1, 0] 21703->21717 21705 x14_4 <= 0.5 gini = 0.169 samples = 43 value = [4, 39] 21704->21705 21716 gini = 0.0 samples = 4 value = [0, 4] 21704->21716 21706 x13_2 <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 21705->21706 21715 gini = 0.0 samples = 6 value = [0, 6] 21705->21715 21707 x13_0 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 21706->21707 21714 gini = 0.0 samples = 23 value = [0, 23] 21706->21714 21708 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 21707->21708 21713 gini = 0.0 samples = 8 value = [0, 8] 21707->21713 21709 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 21708->21709 21712 gini = 0.0 samples = 1 value = [0, 1] 21708->21712 21710 gini = 0.0 samples = 3 value = [3, 0] 21709->21710 21711 gini = 0.5 samples = 2 value = [1, 1] 21709->21711 21722 x7_CO <= 0.5 gini = 0.372 samples = 73 value = [18, 55] 21721->21722 21773 gini = 0.0 samples = 2 value = [0, 2] 21721->21773 21723 x17_sanofi <= 0.5 gini = 0.361 samples = 72 value = [17, 55] 21722->21723 21772 gini = 0.0 samples = 1 value = [1, 0] 21722->21772 21724 x7_NJ <= 0.5 gini = 0.435 samples = 50 value = [16, 34] 21723->21724 21757 x7_IL <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 21723->21757 21725 x16_cardio <= 0.5 gini = 0.44 samples = 49 value = [16, 33] 21724->21725 21756 gini = 0.0 samples = 1 value = [0, 1] 21724->21756 21726 x7_IL <= 0.5 gini = 0.404 samples = 32 value = [9, 23] 21725->21726 21753 x11_0 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 21725->21753 21727 x7_AL <= 0.5 gini = 0.383 samples = 31 value = [8, 23] 21726->21727 21752 gini = 0.0 samples = 1 value = [1, 0] 21726->21752 21728 x7_NE <= 0.5 gini = 0.391 samples = 30 value = [8, 22] 21727->21728 21751 gini = 0.0 samples = 1 value = [0, 1] 21727->21751 21729 x7_FL <= 0.5 gini = 0.4 samples = 29 value = [8, 21] 21728->21729 21750 gini = 0.0 samples = 1 value = [0, 1] 21728->21750 21730 x7_CA <= 0.5 gini = 0.434 samples = 22 value = [7, 15] 21729->21730 21747 x16_other <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21729->21747 21731 x13_2 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 21730->21731 21746 gini = 0.0 samples = 4 value = [0, 4] 21730->21746 21732 x15_dermatology <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 21731->21732 21745 gini = 0.0 samples = 2 value = [2, 0] 21731->21745 21733 x15_neurology <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 21732->21733 21744 gini = 0.0 samples = 2 value = [0, 2] 21732->21744 21734 x11_0 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 21733->21734 21743 gini = 0.0 samples = 5 value = [0, 5] 21733->21743 21735 x11_60 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 21734->21735 21742 gini = 0.0 samples = 1 value = [1, 0] 21734->21742 21736 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 21735->21736 21741 gini = 0.0 samples = 2 value = [0, 2] 21735->21741 21737 x7_MA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 21736->21737 21740 gini = 0.0 samples = 1 value = [1, 0] 21736->21740 21738 gini = 0.375 samples = 4 value = [3, 1] 21737->21738 21739 gini = 0.0 samples = 1 value = [0, 1] 21737->21739 21748 gini = 0.0 samples = 4 value = [0, 4] 21747->21748 21749 gini = 0.444 samples = 3 value = [1, 2] 21747->21749 21754 gini = 0.0 samples = 10 value = [0, 10] 21753->21754 21755 gini = 0.0 samples = 7 value = [7, 0] 21753->21755 21758 x7_NY <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 21757->21758 21771 gini = 0.0 samples = 3 value = [0, 3] 21757->21771 21759 x7_AZ <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 21758->21759 21770 gini = 0.0 samples = 3 value = [0, 3] 21758->21770 21760 x7_SC <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 21759->21760 21769 gini = 0.0 samples = 1 value = [0, 1] 21759->21769 21761 x7_NH <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 21760->21761 21768 gini = 0.0 samples = 1 value = [0, 1] 21760->21768 21762 x7_NC <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 21761->21762 21767 gini = 0.0 samples = 1 value = [0, 1] 21761->21767 21763 x12_100000000067 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 21762->21763 21766 gini = 0.0 samples = 1 value = [0, 1] 21762->21766 21764 gini = 0.0 samples = 1 value = [1, 0] 21763->21764 21765 gini = 0.0 samples = 11 value = [0, 11] 21763->21765 21775 gini = 0.0 samples = 6 value = [0, 6] 21774->21775 21776 gini = 0.0 samples = 1 value = [1, 0] 21774->21776 21779 x17_janssen <= 0.5 gini = 0.111 samples = 119 value = [7, 112] 21778->21779 21816 x15_gastroenterology <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 21778->21816 21780 x16_gastro <= 0.5 gini = 0.156 samples = 82 value = [7, 75] 21779->21780 21815 gini = 0.0 samples = 37 value = [0, 37] 21779->21815 21781 x17_eisai <= 0.5 gini = 0.182 samples = 69 value = [7, 62] 21780->21781 21814 gini = 0.0 samples = 13 value = [0, 13] 21780->21814 21782 x15_cardiovascular <= 0.5 gini = 0.209 samples = 59 value = [7, 52] 21781->21782 21813 gini = 0.0 samples = 10 value = [0, 10] 21781->21813 21783 x14_4 <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 21782->21783 21800 x14_4 <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 21782->21800 21784 x16_resp <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 21783->21784 21799 gini = 0.0 samples = 1 value = [1, 0] 21783->21799 21785 x15_dermatology <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 21784->21785 21798 gini = 0.0 samples = 4 value = [0, 4] 21784->21798 21786 x12_100000000053 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 21785->21786 21793 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21785->21793 21787 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21786->21787 21792 gini = 0.0 samples = 2 value = [2, 0] 21786->21792 21788 x15_ophthalmology <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21787->21788 21791 gini = 0.0 samples = 2 value = [0, 2] 21787->21791 21789 gini = 0.375 samples = 4 value = [1, 3] 21788->21789 21790 gini = 0.0 samples = 2 value = [0, 2] 21788->21790 21794 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21793->21794 21797 gini = 0.0 samples = 1 value = [0, 1] 21793->21797 21795 gini = 0.444 samples = 3 value = [1, 2] 21794->21795 21796 gini = 0.0 samples = 3 value = [0, 3] 21794->21796 21801 x14_6 <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 21800->21801 21812 gini = 0.0 samples = 4 value = [0, 4] 21800->21812 21802 x12_100000000067 <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 21801->21802 21811 gini = 0.0 samples = 4 value = [0, 4] 21801->21811 21803 x14_11 <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 21802->21803 21810 gini = 0.0 samples = 5 value = [0, 5] 21802->21810 21804 x14_2 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 21803->21804 21809 gini = 0.0 samples = 1 value = [1, 0] 21803->21809 21805 x17_other <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 21804->21805 21808 gini = 0.0 samples = 3 value = [0, 3] 21804->21808 21806 gini = 0.0 samples = 18 value = [0, 18] 21805->21806 21807 gini = 0.5 samples = 2 value = [1, 1] 21805->21807 21817 x15_cardiovascular & metabolism <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 21816->21817 21822 gini = 0.0 samples = 3 value = [0, 3] 21816->21822 21818 x16_other <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21817->21818 21821 gini = 0.0 samples = 4 value = [0, 4] 21817->21821 21819 gini = 0.0 samples = 4 value = [0, 4] 21818->21819 21820 gini = 0.444 samples = 3 value = [2, 1] 21818->21820 21825 x17_merck <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 21824->21825 21832 gini = 0.0 samples = 8 value = [0, 8] 21824->21832 21826 x15_dermatology <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 21825->21826 21831 gini = 0.0 samples = 1 value = [0, 1] 21825->21831 21827 x12_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 21826->21827 21830 gini = 0.0 samples = 1 value = [1, 0] 21826->21830 21828 gini = 0.0 samples = 4 value = [4, 0] 21827->21828 21829 gini = 0.5 samples = 2 value = [1, 1] 21827->21829 21834 x16_gastro <= 0.5 gini = 0.116 samples = 455 value = [28, 427] 21833->21834 21987 gini = 0.444 samples = 3 value = [1, 2] 21833->21987 21835 x0_Switzerland <= 0.5 gini = 0.105 samples = 414 value = [23, 391] 21834->21835 21964 x13_3 <= 0.5 gini = 0.214 samples = 41 value = [5, 36] 21834->21964 21836 x12_100000000108 <= 0.5 gini = 0.101 samples = 412 value = [22, 390] 21835->21836 21963 gini = 0.5 samples = 2 value = [1, 1] 21835->21963 21837 x11_60 <= 0.5 gini = 0.12 samples = 328 value = [21, 307] 21836->21837 21954 x7_MO <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 21836->21954 21838 x1_IL <= 0.5 gini = 0.112 samples = 320 value = [19, 301] 21837->21838 21951 x1_NA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 21837->21951 21839 x5_Drug <= 0.5 gini = 0.093 samples = 287 value = [14, 273] 21838->21839 21934 x11_2 <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 21838->21934 21840 x7_CA <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 21839->21840 21863 x1_MD <= 0.5 gini = 0.085 samples = 226 value = [10, 216] 21839->21863 21841 x16_resp <= 0.5 gini = 0.103 samples = 55 value = [3, 52] 21840->21841 21860 x16_immun <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21840->21860 21842 x7_OK <= 0.5 gini = 0.111 samples = 51 value = [3, 48] 21841->21842 21859 gini = 0.0 samples = 4 value = [0, 4] 21841->21859 21843 x11_2 <= 0.5 gini = 0.115 samples = 49 value = [3, 46] 21842->21843 21858 gini = 0.0 samples = 2 value = [0, 2] 21842->21858 21844 x12_100000000053 <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 21843->21844 21857 gini = 0.0 samples = 13 value = [0, 13] 21843->21857 21845 x1_NJ <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 21844->21845 21856 gini = 0.0 samples = 5 value = [0, 5] 21844->21856 21846 x1_MA <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 21845->21846 21855 gini = 0.0 samples = 6 value = [0, 6] 21845->21855 21847 gini = 0.5 samples = 4 value = [2, 2] 21846->21847 21848 log_spend <= 7.359 gini = 0.091 samples = 21 value = [1, 20] 21846->21848 21849 gini = 0.0 samples = 15 value = [0, 15] 21848->21849 21850 x7_PR <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21848->21850 21851 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21850->21851 21854 gini = 0.0 samples = 1 value = [0, 1] 21850->21854 21852 gini = 0.375 samples = 4 value = [1, 3] 21851->21852 21853 gini = 0.0 samples = 1 value = [0, 1] 21851->21853 21861 gini = 0.444 samples = 3 value = [1, 2] 21860->21861 21862 gini = 0.0 samples = 3 value = [0, 3] 21860->21862 21864 x7_LA <= 0.5 gini = 0.088 samples = 217 value = [10, 207] 21863->21864 21933 gini = 0.0 samples = 9 value = [0, 9] 21863->21933 21865 x1_NY <= 0.5 gini = 0.089 samples = 215 value = [10, 205] 21864->21865 21932 gini = 0.0 samples = 2 value = [0, 2] 21864->21932 21866 x1_KY <= 0.5 gini = 0.073 samples = 212 value = [8, 204] 21865->21866 21931 gini = 0.444 samples = 3 value = [2, 1] 21865->21931 21867 x12_0 <= 0.5 gini = 0.065 samples = 209 value = [7, 202] 21866->21867 21930 gini = 0.444 samples = 3 value = [1, 2] 21866->21930 21868 x13_3 <= 0.5 gini = 0.027 samples = 148 value = [2, 146] 21867->21868 21887 x7_TX <= 0.5 gini = 0.15 samples = 61 value = [5, 56] 21867->21887 21869 x12_100000000255 <= 0.5 gini = 0.031 samples = 128 value = [2, 126] 21868->21869 21886 gini = 0.0 samples = 20 value = [0, 20] 21868->21886 21870 x9_24 <= 0.5 gini = 0.047 samples = 83 value = [2, 81] 21869->21870 21885 gini = 0.0 samples = 45 value = [0, 45] 21869->21885 21871 x7_VA <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 21870->21871 21884 gini = 0.0 samples = 32 value = [0, 32] 21870->21884 21872 x7_AR <= 0.5 gini = 0.077 samples = 50 value = [2, 48] 21871->21872 21883 gini = 0.0 samples = 1 value = [0, 1] 21871->21883 21873 x12_100000000278 <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 21872->21873 21882 gini = 0.0 samples = 1 value = [0, 1] 21872->21882 21874 gini = 0.0 samples = 22 value = [0, 22] 21873->21874 21875 log_spend <= 7.02 gini = 0.137 samples = 27 value = [2, 25] 21873->21875 21876 gini = 0.0 samples = 17 value = [0, 17] 21875->21876 21877 x7_NC <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 21875->21877 21878 log_spend <= 7.255 gini = 0.346 samples = 9 value = [2, 7] 21877->21878 21881 gini = 0.0 samples = 1 value = [0, 1] 21877->21881 21879 gini = 0.0 samples = 2 value = [2, 0] 21878->21879 21880 gini = 0.0 samples = 7 value = [0, 7] 21878->21880 21888 x1_NJ <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 21887->21888 21929 gini = 0.0 samples = 5 value = [0, 5] 21887->21929 21889 x0_France <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 21888->21889 21918 x7_CA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 21888->21918 21890 x15_hiv <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 21889->21890 21917 gini = 0.0 samples = 1 value = [0, 1] 21889->21917 21891 x10_710 <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 21890->21891 21916 gini = 0.0 samples = 3 value = [0, 3] 21890->21916 21892 x15_cardiovascular <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 21891->21892 21915 gini = 0.0 samples = 1 value = [0, 1] 21891->21915 21893 x9_0 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 21892->21893 21914 gini = 0.0 samples = 1 value = [1, 0] 21892->21914 21894 gini = 0.0 samples = 1 value = [0, 1] 21893->21894 21895 x1_GA <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 21893->21895 21896 x15_neurology <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 21895->21896 21913 gini = 0.0 samples = 4 value = [0, 4] 21895->21913 21897 x7_UT <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 21896->21897 21906 x7_FL <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 21896->21906 21898 x11_1 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 21897->21898 21905 gini = 0.0 samples = 1 value = [0, 1] 21897->21905 21899 x1_PA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 21898->21899 21904 gini = 0.0 samples = 4 value = [0, 4] 21898->21904 21900 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21899->21900 21903 gini = 0.0 samples = 7 value = [0, 7] 21899->21903 21901 gini = 0.0 samples = 4 value = [0, 4] 21900->21901 21902 gini = 0.0 samples = 1 value = [1, 0] 21900->21902 21907 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21906->21907 21912 gini = 0.0 samples = 2 value = [0, 2] 21906->21912 21908 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 21907->21908 21911 gini = 0.0 samples = 1 value = [1, 0] 21907->21911 21909 gini = 0.0 samples = 4 value = [0, 4] 21908->21909 21910 gini = 0.0 samples = 1 value = [1, 0] 21908->21910 21919 x7_IL <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 21918->21919 21928 gini = 0.0 samples = 4 value = [0, 4] 21918->21928 21920 x15_neuroscience <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 21919->21920 21927 gini = 0.0 samples = 3 value = [0, 3] 21919->21927 21921 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21920->21921 21926 gini = 0.0 samples = 5 value = [0, 5] 21920->21926 21922 x16_other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21921->21922 21925 gini = 0.0 samples = 2 value = [0, 2] 21921->21925 21923 gini = 0.0 samples = 4 value = [0, 4] 21922->21923 21924 gini = 0.5 samples = 2 value = [1, 1] 21922->21924 21935 gini = 0.0 samples = 2 value = [2, 0] 21934->21935 21936 x13_4 <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 21934->21936 21937 x7_WA <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 21936->21937 21950 gini = 0.0 samples = 14 value = [0, 14] 21936->21950 21938 x7_TN <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 21937->21938 21949 gini = 0.0 samples = 1 value = [0, 1] 21937->21949 21939 log_spend <= 7.456 gini = 0.231 samples = 15 value = [2, 13] 21938->21939 21948 gini = 0.0 samples = 1 value = [1, 0] 21938->21948 21940 gini = 0.0 samples = 6 value = [0, 6] 21939->21940 21941 x7_NY <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 21939->21941 21942 x7_AZ <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 21941->21942 21947 gini = 0.0 samples = 1 value = [0, 1] 21941->21947 21943 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21942->21943 21946 gini = 0.0 samples = 1 value = [0, 1] 21942->21946 21944 gini = 0.0 samples = 4 value = [0, 4] 21943->21944 21945 gini = 0.444 samples = 3 value = [2, 1] 21943->21945 21952 gini = 0.0 samples = 2 value = [2, 0] 21951->21952 21953 gini = 0.0 samples = 6 value = [0, 6] 21951->21953 21955 x7_FL <= 0.5 gini = 0.025 samples = 79 value = [1, 78] 21954->21955 21962 gini = 0.0 samples = 5 value = [0, 5] 21954->21962 21956 x7_PR <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 21955->21956 21961 gini = 0.0 samples = 9 value = [0, 9] 21955->21961 21957 x7_AZ <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 21956->21957 21960 gini = 0.0 samples = 2 value = [0, 2] 21956->21960 21958 gini = 0.0 samples = 65 value = [0, 65] 21957->21958 21959 gini = 0.444 samples = 3 value = [1, 2] 21957->21959 21965 x1_NJ <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 21964->21965 21980 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 21964->21980 21966 x11_30 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 21965->21966 21969 log_spend <= 7.601 gini = 0.142 samples = 26 value = [2, 24] 21965->21969 21967 gini = 0.0 samples = 3 value = [0, 3] 21966->21967 21968 gini = 0.444 samples = 3 value = [2, 1] 21966->21968 21970 x7_NJ <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 21969->21970 21979 gini = 0.0 samples = 11 value = [0, 11] 21969->21979 21971 x11_60 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 21970->21971 21978 gini = 0.0 samples = 1 value = [0, 1] 21970->21978 21972 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 21971->21972 21977 gini = 0.0 samples = 7 value = [0, 7] 21971->21977 21973 x7_NC <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 21972->21973 21976 gini = 0.0 samples = 1 value = [1, 0] 21972->21976 21974 gini = 0.0 samples = 3 value = [0, 3] 21973->21974 21975 gini = 0.444 samples = 3 value = [1, 2] 21973->21975 21981 x7_GA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 21980->21981 21986 gini = 0.0 samples = 1 value = [0, 1] 21980->21986 21982 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 21981->21982 21985 gini = 0.0 samples = 1 value = [0, 1] 21981->21985 21983 gini = 0.0 samples = 3 value = [0, 3] 21982->21983 21984 gini = 0.375 samples = 4 value = [1, 3] 21982->21984 21990 x13_2 <= 0.5 gini = 0.064 samples = 604 value = [20, 584] 21989->21990 22097 gini = 0.0 samples = 4 value = [0, 4] 21989->22097 21991 x7_MO <= 0.5 gini = 0.082 samples = 422 value = [18, 404] 21990->21991 22094 log_spend <= 7.586 gini = 0.022 samples = 182 value = [2, 180] 21990->22094 21992 x14_11 <= 0.5 gini = 0.078 samples = 419 value = [17, 402] 21991->21992 22093 gini = 0.444 samples = 3 value = [1, 2] 21991->22093 21993 x7_WA <= 0.5 gini = 0.081 samples = 402 value = [17, 385] 21992->21993 22092 gini = 0.0 samples = 17 value = [0, 17] 21992->22092 21994 x13_4 <= 0.5 gini = 0.084 samples = 386 value = [17, 369] 21993->21994 22091 gini = 0.0 samples = 16 value = [0, 16] 21993->22091 21995 x7_TN <= 0.5 gini = 0.07 samples = 358 value = [13, 345] 21994->21995 22074 x7_DC <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 21994->22074 21996 x14_12 <= 0.5 gini = 0.07 samples = 357 value = [13, 344] 21995->21996 22073 gini = 0.0 samples = 1 value = [0, 1] 21995->22073 21997 x7_MD <= 0.5 gini = 0.082 samples = 279 value = [12, 267] 21996->21997 22060 x7_FL <= 0.5 gini = 0.025 samples = 78 value = [1, 77] 21996->22060 21998 x7_IL <= 0.5 gini = 0.087 samples = 263 value = [12, 251] 21997->21998 22059 gini = 0.0 samples = 16 value = [0, 16] 21997->22059 21999 x7_IA <= 0.5 gini = 0.09 samples = 253 value = [12, 241] 21998->21999 22058 gini = 0.0 samples = 10 value = [0, 10] 21998->22058 22000 x7_MN <= 0.5 gini = 0.091 samples = 250 value = [12, 238] 21999->22000 22057 gini = 0.0 samples = 3 value = [0, 3] 21999->22057 22001 x7_MA <= 0.5 gini = 0.094 samples = 243 value = [12, 231] 22000->22001 22056 gini = 0.0 samples = 7 value = [0, 7] 22000->22056 22002 x14_1 <= 0.5 gini = 0.103 samples = 221 value = [12, 209] 22001->22002 22055 gini = 0.0 samples = 22 value = [0, 22] 22001->22055 22003 x13_1 <= 0.5 gini = 0.12 samples = 171 value = [11, 160] 22002->22003 22042 x7_OR <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 22002->22042 22004 x14_7 <= 0.5 gini = 0.113 samples = 116 value = [7, 109] 22003->22004 22023 x7_NE <= 0.5 gini = 0.135 samples = 55 value = [4, 51] 22003->22023 22005 x7_SC <= 0.5 gini = 0.358 samples = 30 value = [7, 23] 22004->22005 22022 gini = 0.0 samples = 86 value = [0, 86] 22004->22022 22006 x7_DC <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 22005->22006 22021 gini = 0.0 samples = 1 value = [0, 1] 22005->22021 22007 log_spend <= 7.508 gini = 0.384 samples = 27 value = [7, 20] 22006->22007 22020 gini = 0.0 samples = 2 value = [0, 2] 22006->22020 22008 log_spend <= 6.187 gini = 0.1 samples = 19 value = [1, 18] 22007->22008 22011 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 22007->22011 22009 gini = 0.0 samples = 1 value = [1, 0] 22008->22009 22010 gini = 0.0 samples = 18 value = [0, 18] 22008->22010 22012 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 22011->22012 22019 gini = 0.0 samples = 1 value = [1, 0] 22011->22019 22013 x7_WI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 22012->22013 22018 gini = 0.0 samples = 1 value = [0, 1] 22012->22018 22014 log_spend <= 7.716 gini = 0.32 samples = 5 value = [4, 1] 22013->22014 22017 gini = 0.0 samples = 1 value = [1, 0] 22013->22017 22015 gini = 0.0 samples = 2 value = [2, 0] 22014->22015 22016 gini = 0.444 samples = 3 value = [2, 1] 22014->22016 22024 x14_3 <= 0.5 gini = 0.14 samples = 53 value = [4, 49] 22023->22024 22041 gini = 0.0 samples = 2 value = [0, 2] 22023->22041 22025 x7_MI <= 0.5 gini = 0.109 samples = 52 value = [3, 49] 22024->22025 22040 gini = 0.0 samples = 1 value = [1, 0] 22024->22040 22026 x7_NJ <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 22025->22026 22039 gini = 0.0 samples = 1 value = [1, 0] 22025->22039 22027 x7_WI <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 22026->22027 22038 gini = 0.0 samples = 8 value = [0, 8] 22026->22038 22028 log_spend <= 6.621 gini = 0.091 samples = 42 value = [2, 40] 22027->22028 22037 gini = 0.0 samples = 1 value = [0, 1] 22027->22037 22029 gini = 0.0 samples = 28 value = [0, 28] 22028->22029 22030 x14_2 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 22028->22030 22031 x14_5 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 22030->22031 22036 gini = 0.0 samples = 2 value = [0, 2] 22030->22036 22032 log_spend <= 6.922 gini = 0.444 samples = 6 value = [2, 4] 22031->22032 22035 gini = 0.0 samples = 6 value = [0, 6] 22031->22035 22033 gini = 0.0 samples = 2 value = [2, 0] 22032->22033 22034 gini = 0.0 samples = 4 value = [0, 4] 22032->22034 22043 x7_CA <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 22042->22043 22054 gini = 0.0 samples = 1 value = [0, 1] 22042->22054 22044 x7_TX <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 22043->22044 22053 gini = 0.0 samples = 1 value = [0, 1] 22043->22053 22045 x7_FL <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 22044->22045 22052 gini = 0.0 samples = 9 value = [0, 9] 22044->22052 22046 x7_CO <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 22045->22046 22051 gini = 0.0 samples = 5 value = [0, 5] 22045->22051 22047 gini = 0.0 samples = 21 value = [0, 21] 22046->22047 22048 log_spend <= 7.663 gini = 0.142 samples = 13 value = [1, 12] 22046->22048 22049 gini = 0.0 samples = 12 value = [0, 12] 22048->22049 22050 gini = 0.0 samples = 1 value = [1, 0] 22048->22050 22061 x7_VA <= 0.5 gini = 0.026 samples = 76 value = [1, 75] 22060->22061 22072 gini = 0.0 samples = 2 value = [0, 2] 22060->22072 22062 x7_MD <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 22061->22062 22071 gini = 0.0 samples = 4 value = [0, 4] 22061->22071 22063 x7_AZ <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 22062->22063 22070 gini = 0.0 samples = 7 value = [0, 7] 22062->22070 22064 x7_AL <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 22063->22064 22069 gini = 0.0 samples = 5 value = [0, 5] 22063->22069 22065 x13_1 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 22064->22065 22068 gini = 0.0 samples = 2 value = [0, 2] 22064->22068 22066 gini = 0.0 samples = 57 value = [0, 57] 22065->22066 22067 gini = 0.0 samples = 1 value = [1, 0] 22065->22067 22075 x7_SC <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 22074->22075 22090 gini = 0.0 samples = 1 value = [0, 1] 22074->22090 22076 x7_VA <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 22075->22076 22089 gini = 0.0 samples = 1 value = [0, 1] 22075->22089 22077 x7_FL <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 22076->22077 22088 gini = 0.0 samples = 1 value = [0, 1] 22076->22088 22078 log_spend <= 6.59 gini = 0.346 samples = 18 value = [4, 14] 22077->22078 22087 gini = 0.0 samples = 7 value = [0, 7] 22077->22087 22079 gini = 0.5 samples = 4 value = [2, 2] 22078->22079 22080 x14_6 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 22078->22080 22081 x14_10 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 22080->22081 22086 gini = 0.0 samples = 1 value = [0, 1] 22080->22086 22082 x14_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22081->22082 22085 gini = 0.444 samples = 3 value = [1, 2] 22081->22085 22083 gini = 0.0 samples = 9 value = [0, 9] 22082->22083 22084 gini = 0.0 samples = 1 value = [1, 0] 22082->22084 22095 gini = 0.0 samples = 179 value = [0, 179] 22094->22095 22096 gini = 0.444 samples = 3 value = [2, 1] 22094->22096 22099 x7_KY <= 0.5 gini = 0.223 samples = 250 value = [32, 218] 22098->22099 22214 gini = 0.0 samples = 1 value = [1, 0] 22098->22214 22100 x7_MD <= 0.5 gini = 0.227 samples = 245 value = [32, 213] 22099->22100 22213 gini = 0.0 samples = 5 value = [0, 5] 22099->22213 22101 x12_100000000053 <= 0.5 gini = 0.228 samples = 244 value = [32, 212] 22100->22101 22212 gini = 0.0 samples = 1 value = [0, 1] 22100->22212 22102 x7_NC <= 0.5 gini = 0.471 samples = 58 value = [22, 36] 22101->22102 22153 x14_5 <= 0.5 gini = 0.102 samples = 186 value = [10, 176] 22101->22153 22103 x7_UT <= 0.5 gini = 0.464 samples = 52 value = [19, 33] 22102->22103 22148 x11_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 22102->22148 22104 x7_OH <= 0.5 gini = 0.468 samples = 51 value = [19, 32] 22103->22104 22147 gini = 0.0 samples = 1 value = [0, 1] 22103->22147 22105 x5_Drug <= 0.5 gini = 0.453 samples = 49 value = [17, 32] 22104->22105 22146 gini = 0.0 samples = 2 value = [2, 0] 22104->22146 22106 gini = 0.0 samples = 3 value = [0, 3] 22105->22106 22107 x7_GA <= 0.5 gini = 0.466 samples = 46 value = [17, 29] 22105->22107 22108 x13_1 <= 0.5 gini = 0.474 samples = 44 value = [17, 27] 22107->22108 22145 gini = 0.0 samples = 2 value = [0, 2] 22107->22145 22109 x14_4 <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 22108->22109 22132 x7_AZ <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 22108->22132 22110 x1_IL <= 0.5 gini = 0.466 samples = 27 value = [10, 17] 22109->22110 22131 gini = 0.375 samples = 4 value = [1, 3] 22109->22131 22111 x1_CA <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 22110->22111 22122 x11_1 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 22110->22122 22112 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 22111->22112 22117 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22111->22117 22113 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 22112->22113 22116 gini = 0.0 samples = 3 value = [3, 0] 22112->22116 22114 gini = 0.0 samples = 4 value = [4, 0] 22113->22114 22115 gini = 0.0 samples = 1 value = [0, 1] 22113->22115 22118 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22117->22118 22121 gini = 0.0 samples = 1 value = [0, 1] 22117->22121 22119 gini = 0.375 samples = 4 value = [1, 3] 22118->22119 22120 gini = 0.0 samples = 1 value = [0, 1] 22118->22120 22123 gini = 0.0 samples = 1 value = [1, 0] 22122->22123 22124 x7_AR <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22122->22124 22125 x7_VA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22124->22125 22130 gini = 0.0 samples = 2 value = [0, 2] 22124->22130 22126 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22125->22126 22129 gini = 0.0 samples = 1 value = [0, 1] 22125->22129 22127 gini = 0.0 samples = 6 value = [0, 6] 22126->22127 22128 gini = 0.444 samples = 3 value = [1, 2] 22126->22128 22133 x7_CO <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 22132->22133 22144 gini = 0.0 samples = 1 value = [0, 1] 22132->22144 22134 x7_SC <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 22133->22134 22143 gini = 0.0 samples = 1 value = [0, 1] 22133->22143 22135 x11_1 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 22134->22135 22142 gini = 0.0 samples = 1 value = [1, 0] 22134->22142 22136 gini = 0.0 samples = 2 value = [2, 0] 22135->22136 22137 x7_NJ <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 22135->22137 22138 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22137->22138 22141 gini = 0.0 samples = 2 value = [2, 0] 22137->22141 22139 gini = 0.0 samples = 5 value = [0, 5] 22138->22139 22140 gini = 0.0 samples = 1 value = [1, 0] 22138->22140 22149 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 22148->22149 22152 gini = 0.0 samples = 1 value = [1, 0] 22148->22152 22150 gini = 0.5 samples = 4 value = [2, 2] 22149->22150 22151 gini = 0.0 samples = 1 value = [0, 1] 22149->22151 22154 log_spend <= 7.88 gini = 0.107 samples = 176 value = [10, 166] 22153->22154 22211 gini = 0.0 samples = 10 value = [0, 10] 22153->22211 22155 x14_3 <= 0.5 gini = 0.141 samples = 131 value = [10, 121] 22154->22155 22210 gini = 0.0 samples = 45 value = [0, 45] 22154->22210 22156 x13_3 <= 0.5 gini = 0.114 samples = 115 value = [7, 108] 22155->22156 22197 x7_DE <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 22155->22197 22157 x14_2 <= 0.5 gini = 0.134 samples = 69 value = [5, 64] 22156->22157 22180 x7_VA <= 0.5 gini = 0.083 samples = 46 value = [2, 44] 22156->22180 22158 x7_ND <= 0.5 gini = 0.138 samples = 67 value = [5, 62] 22157->22158 22179 gini = 0.0 samples = 2 value = [0, 2] 22157->22179 22159 x13_0 <= 0.5 gini = 0.142 samples = 65 value = [5, 60] 22158->22159 22178 gini = 0.0 samples = 2 value = [0, 2] 22158->22178 22160 x7_OH <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 22159->22160 22169 x7_NJ <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 22159->22169 22161 x14_10 <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 22160->22161 22168 gini = 0.0 samples = 4 value = [0, 4] 22160->22168 22162 gini = 0.0 samples = 46 value = [0, 46] 22161->22162 22163 x7_LA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22161->22163 22164 x7_PR <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22163->22164 22167 gini = 0.0 samples = 1 value = [0, 1] 22163->22167 22165 gini = 0.444 samples = 3 value = [1, 2] 22164->22165 22166 gini = 0.0 samples = 2 value = [0, 2] 22164->22166 22170 x14_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 22169->22170 22177 gini = 0.0 samples = 1 value = [1, 0] 22169->22177 22171 x14_11 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 22170->22171 22176 gini = 0.0 samples = 1 value = [1, 0] 22170->22176 22172 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22171->22172 22175 gini = 0.0 samples = 1 value = [1, 0] 22171->22175 22173 gini = 0.375 samples = 4 value = [1, 3] 22172->22173 22174 gini = 0.0 samples = 2 value = [0, 2] 22172->22174 22181 x14_11 <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 22180->22181 22196 gini = 0.0 samples = 1 value = [0, 1] 22180->22196 22182 log_spend <= 7.87 gini = 0.089 samples = 43 value = [2, 41] 22181->22182 22195 gini = 0.0 samples = 2 value = [0, 2] 22181->22195 22183 x14_2 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 22182->22183 22194 gini = 0.0 samples = 1 value = [1, 0] 22182->22194 22184 x14_1 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 22183->22184 22193 gini = 0.0 samples = 12 value = [0, 12] 22183->22193 22185 x14_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 22184->22185 22192 gini = 0.0 samples = 5 value = [0, 5] 22184->22192 22186 x14_6 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 22185->22186 22191 gini = 0.0 samples = 9 value = [0, 9] 22185->22191 22187 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22186->22187 22190 gini = 0.0 samples = 8 value = [0, 8] 22186->22190 22188 gini = 0.444 samples = 3 value = [1, 2] 22187->22188 22189 gini = 0.0 samples = 5 value = [0, 5] 22187->22189 22198 x7_OH <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 22197->22198 22209 gini = 0.5 samples = 2 value = [1, 1] 22197->22209 22199 x7_AZ <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 22198->22199 22208 gini = 0.0 samples = 1 value = [1, 0] 22198->22208 22200 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22199->22200 22207 gini = 0.0 samples = 1 value = [0, 1] 22199->22207 22201 x13_0 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22200->22201 22206 gini = 0.0 samples = 2 value = [0, 2] 22200->22206 22202 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22201->22202 22205 gini = 0.0 samples = 2 value = [0, 2] 22201->22205 22203 gini = 0.375 samples = 4 value = [1, 3] 22202->22203 22204 gini = 0.0 samples = 4 value = [0, 4] 22202->22204 22216 x13_0 <= 0.5 gini = 0.457 samples = 119 value = [42, 77] 22215->22216 22255 x14_11 <= 0.5 gini = 0.024 samples = 81 value = [1, 80] 22215->22255 22217 x13_4 <= 0.5 gini = 0.416 samples = 105 value = [31, 74] 22216->22217 22246 x17_pfizer <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 22216->22246 22218 x13_3 <= 0.5 gini = 0.392 samples = 101 value = [27, 74] 22217->22218 22245 gini = 0.0 samples = 4 value = [4, 0] 22217->22245 22219 x14_10 <= 0.5 gini = 0.498 samples = 32 value = [17, 15] 22218->22219 22232 x9_6 <= 0.5 gini = 0.248 samples = 69 value = [10, 59] 22218->22232 22220 x14_11 <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 22219->22220 22229 x15_cardiovascular <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 22219->22229 22221 x15_immunology <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 22220->22221 22228 gini = 0.444 samples = 3 value = [1, 2] 22220->22228 22222 x1_NY <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 22221->22222 22227 gini = 0.0 samples = 7 value = [7, 0] 22221->22227 22223 x14_5 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 22222->22223 22226 gini = 0.0 samples = 2 value = [0, 2] 22222->22226 22224 gini = 0.0 samples = 7 value = [7, 0] 22223->22224 22225 gini = 0.5 samples = 2 value = [1, 1] 22223->22225 22230 gini = 0.0 samples = 1 value = [1, 0] 22229->22230 22231 gini = 0.0 samples = 10 value = [0, 10] 22229->22231 22233 x7_TX <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 22232->22233 22244 gini = 0.0 samples = 55 value = [0, 55] 22232->22244 22234 x15_cns <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 22233->22234 22243 gini = 0.5 samples = 2 value = [1, 1] 22233->22243 22235 gini = 0.0 samples = 4 value = [4, 0] 22234->22235 22236 x7_DC <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 22234->22236 22237 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 22236->22237 22242 gini = 0.0 samples = 1 value = [1, 0] 22236->22242 22238 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 22237->22238 22241 gini = 0.0 samples = 2 value = [0, 2] 22237->22241 22239 gini = 0.375 samples = 4 value = [3, 1] 22238->22239 22240 gini = 0.0 samples = 1 value = [1, 0] 22238->22240 22247 x7_AL <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 22246->22247 22254 gini = 0.0 samples = 2 value = [0, 2] 22246->22254 22248 x14_5 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 22247->22248 22253 gini = 0.0 samples = 2 value = [2, 0] 22247->22253 22249 log_spend <= 8.254 gini = 0.198 samples = 9 value = [8, 1] 22248->22249 22252 gini = 0.0 samples = 1 value = [1, 0] 22248->22252 22250 gini = 0.0 samples = 8 value = [8, 0] 22249->22250 22251 gini = 0.0 samples = 1 value = [0, 1] 22249->22251 22256 x7_UT <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 22255->22256 22267 gini = 0.0 samples = 9 value = [0, 9] 22255->22267 22257 x14_5 <= 0.5 gini = 0.028 samples = 71 value = [1, 70] 22256->22257 22266 gini = 0.0 samples = 1 value = [0, 1] 22256->22266 22258 x7_IL <= 0.5 gini = 0.032 samples = 62 value = [1, 61] 22257->22258 22265 gini = 0.0 samples = 9 value = [0, 9] 22257->22265 22259 x7_TX <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 22258->22259 22264 gini = 0.0 samples = 2 value = [0, 2] 22258->22264 22260 x7_MA <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 22259->22260 22263 gini = 0.0 samples = 4 value = [0, 4] 22259->22263 22261 gini = 0.0 samples = 54 value = [0, 54] 22260->22261 22262 gini = 0.5 samples = 2 value = [1, 1] 22260->22262 22269 x7_SC <= 0.5 gini = 0.45 samples = 41 value = [27, 14] 22268->22269 22286 gini = 0.0 samples = 1 value = [1, 0] 22268->22286 22270 x4_Cash or cash equivalent <= 0.5 gini = 0.455 samples = 40 value = [26, 14] 22269->22270 22285 gini = 0.0 samples = 1 value = [1, 0] 22269->22285 22271 x7_UT <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 22270->22271 22284 gini = 0.0 samples = 22 value = [22, 0] 22270->22284 22272 x14_10 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 22271->22272 22283 gini = 0.0 samples = 1 value = [0, 1] 22271->22283 22273 x14_11 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 22272->22273 22282 gini = 0.0 samples = 2 value = [0, 2] 22272->22282 22274 x10_0 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 22273->22274 22281 gini = 0.0 samples = 1 value = [0, 1] 22273->22281 22275 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 22274->22275 22280 gini = 0.0 samples = 7 value = [0, 7] 22274->22280 22276 x7_CA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 22275->22276 22279 gini = 0.0 samples = 1 value = [1, 0] 22275->22279 22277 gini = 0.375 samples = 4 value = [1, 3] 22276->22277 22278 gini = 0.0 samples = 2 value = [2, 0] 22276->22278 22288 x1_TX <= 0.5 gini = 0.298 samples = 7155 value = [1301, 5854] 22287->22288 25997 x11_2 <= 0.5 gini = 0.211 samples = 577 value = [69, 508] 22287->25997 22289 x5_Biological <= 0.5 gini = 0.292 samples = 7102 value = [1260, 5842] 22288->22289 25960 x7_CO <= 0.5 gini = 0.35 samples = 53 value = [41, 12] 22288->25960 22290 x14_10 <= 0.5 gini = 0.314 samples = 5190 value = [1013, 4177] 22289->22290 25055 x9_24 <= 0.5 gini = 0.225 samples = 1912 value = [247, 1665] 22289->25055 22291 x9_69 <= 0.5 gini = 0.305 samples = 4797 value = [900, 3897] 22290->22291 24798 x9_69 <= 0.5 gini = 0.41 samples = 393 value = [113, 280] 22290->24798 22292 x13_0 <= 0.5 gini = 0.319 samples = 4441 value = [884, 3557] 22291->22292 24705 x7_AL <= 0.5 gini = 0.086 samples = 356 value = [16, 340] 22291->24705 22293 x0_Denmark <= 0.5 gini = 0.325 samples = 3771 value = [769, 3002] 22292->22293 24324 x4_In-kind items and services <= 0.5 gini = 0.284 samples = 670 value = [115, 555] 22292->24324 22294 x9_0 <= 0.5 gini = 0.333 samples = 3627 value = [766, 2861] 22293->22294 24287 x14_5 <= 0.5 gini = 0.041 samples = 144 value = [3, 141] 22293->24287 22295 x4_Cash or cash equivalent <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 22294->22295 22300 x1_VA <= 0.5 gini = 0.33 samples = 3611 value = [752, 2859] 22294->22300 22296 gini = 0.0 samples = 7 value = [7, 0] 22295->22296 22297 x13_2 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 22295->22297 22298 gini = 0.0 samples = 5 value = [5, 0] 22297->22298 22299 gini = 0.5 samples = 4 value = [2, 2] 22297->22299 22301 x13_3 <= 0.5 gini = 0.342 samples = 3418 value = [749, 2669] 22300->22301 24250 x7_OH <= 0.5 gini = 0.031 samples = 193 value = [3, 190] 22300->24250 22302 x4_Cash or cash equivalent <= 0.5 gini = 0.333 samples = 2532 value = [535, 1997] 22301->22302 23665 x4_Cash or cash equivalent <= 0.5 gini = 0.366 samples = 886 value = [214, 672] 22301->23665 22303 x7_MN <= 0.5 gini = 0.487 samples = 402 value = [169, 233] 22302->22303 22532 x14_1 <= 0.5 gini = 0.285 samples = 2130 value = [366, 1764] 22302->22532 22304 x1_MA <= 0.5 gini = 0.486 samples = 399 value = [166, 233] 22303->22304 22531 gini = 0.0 samples = 3 value = [3, 0] 22303->22531 22305 x11_60 <= 0.5 gini = 0.478 samples = 303 value = [120, 183] 22304->22305 22462 x7_MO <= 0.5 gini = 0.499 samples = 96 value = [46, 50] 22304->22462 22306 x14_8 <= 0.5 gini = 0.454 samples = 281 value = [98, 183] 22305->22306 22461 gini = 0.0 samples = 22 value = [22, 0] 22305->22461 22307 log_spend <= 5.947 gini = 0.45 samples = 263 value = [90, 173] 22306->22307 22450 x1_NJ <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 22306->22450 22308 x11_10 <= 0.5 gini = 0.431 samples = 70 value = [48, 22] 22307->22308 22353 x1_AL <= 0.5 gini = 0.341 samples = 193 value = [42, 151] 22307->22353 22309 x17_sanofi <= 0.5 gini = 0.438 samples = 68 value = [46, 22] 22308->22309 22352 gini = 0.0 samples = 2 value = [2, 0] 22308->22352 22310 x1_MD <= 0.5 gini = 0.383 samples = 62 value = [46, 16] 22309->22310 22351 gini = 0.0 samples = 6 value = [0, 6] 22309->22351 22311 x14_9 <= 0.5 gini = 0.404 samples = 57 value = [41, 16] 22310->22311 22350 gini = 0.0 samples = 5 value = [5, 0] 22310->22350 22312 x7_MO <= 0.5 gini = 0.426 samples = 52 value = [36, 16] 22311->22312 22349 gini = 0.0 samples = 5 value = [5, 0] 22311->22349 22313 x16_other <= 0.5 gini = 0.431 samples = 51 value = [35, 16] 22312->22313 22348 gini = 0.0 samples = 1 value = [1, 0] 22312->22348 22314 x7_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22313->22314 22319 x13_4 <= 0.5 gini = 0.369 samples = 45 value = [34, 11] 22313->22319 22315 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22314->22315 22318 gini = 0.0 samples = 1 value = [0, 1] 22314->22318 22316 gini = 0.0 samples = 3 value = [0, 3] 22315->22316 22317 gini = 0.5 samples = 2 value = [1, 1] 22315->22317 22320 x11_0 <= 0.5 gini = 0.452 samples = 29 value = [19, 10] 22319->22320 22343 x1_TN <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 22319->22343 22321 x12_100000000286 <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 22320->22321 22336 x14_4 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 22320->22336 22322 x14_2 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 22321->22322 22335 gini = 0.0 samples = 1 value = [0, 1] 22321->22335 22323 x7_NV <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 22322->22323 22334 gini = 0.0 samples = 2 value = [0, 2] 22322->22334 22324 x7_FL <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 22323->22324 22333 gini = 0.0 samples = 1 value = [1, 0] 22323->22333 22325 x11_1 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 22324->22325 22332 gini = 0.5 samples = 2 value = [1, 1] 22324->22332 22326 x1_IL <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 22325->22326 22331 gini = 0.0 samples = 3 value = [3, 0] 22325->22331 22327 x11_20 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 22326->22327 22330 gini = 0.0 samples = 3 value = [0, 3] 22326->22330 22328 gini = 0.375 samples = 4 value = [3, 1] 22327->22328 22329 gini = 0.0 samples = 3 value = [3, 0] 22327->22329 22337 x1_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 22336->22337 22342 gini = 0.0 samples = 4 value = [4, 0] 22336->22342 22338 x1_TN <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22337->22338 22341 gini = 0.0 samples = 1 value = [1, 0] 22337->22341 22339 gini = 0.5 samples = 4 value = [2, 2] 22338->22339 22340 gini = 0.0 samples = 1 value = [1, 0] 22338->22340 22344 x12_100000005449 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 22343->22344 22347 gini = 0.0 samples = 3 value = [3, 0] 22343->22347 22345 gini = 0.0 samples = 12 value = [12, 0] 22344->22345 22346 gini = 0.0 samples = 1 value = [0, 1] 22344->22346 22354 x7_CA <= 0.5 gini = 0.336 samples = 192 value = [41, 151] 22353->22354 22449 gini = 0.0 samples = 1 value = [1, 0] 22353->22449 22355 x12_100000000278 <= 0.5 gini = 0.331 samples = 167 value = [35, 132] 22354->22355 22430 x1_MD <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 22354->22430 22356 x1_PA <= 0.5 gini = 0.32 samples = 165 value = [33, 132] 22355->22356 22429 gini = 0.0 samples = 2 value = [2, 0] 22355->22429 22357 x12_100000000067 <= 0.5 gini = 0.366 samples = 137 value = [33, 104] 22356->22357 22428 gini = 0.0 samples = 28 value = [0, 28] 22356->22428 22358 x7_AR <= 0.5 gini = 0.427 samples = 107 value = [33, 74] 22357->22358 22427 gini = 0.0 samples = 30 value = [0, 30] 22357->22427 22359 x7_IL <= 0.5 gini = 0.431 samples = 105 value = [33, 72] 22358->22359 22426 gini = 0.0 samples = 2 value = [0, 2] 22358->22426 22360 x12_100000000204 <= 0.5 gini = 0.438 samples = 102 value = [33, 69] 22359->22360 22425 gini = 0.0 samples = 3 value = [0, 3] 22359->22425 22361 x14_3 <= 0.5 gini = 0.435 samples = 97 value = [31, 66] 22360->22361 22422 x7_NC <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 22360->22422 22362 x7_IA <= 0.5 gini = 0.424 samples = 82 value = [25, 57] 22361->22362 22415 log_spend <= 7.192 gini = 0.48 samples = 15 value = [6, 9] 22361->22415 22363 x7_NC <= 0.5 gini = 0.417 samples = 81 value = [24, 57] 22362->22363 22414 gini = 0.0 samples = 1 value = [1, 0] 22362->22414 22364 x1_CA <= 0.5 gini = 0.402 samples = 79 value = [22, 57] 22363->22364 22413 gini = 0.0 samples = 2 value = [2, 0] 22363->22413 22365 x11_0 <= 0.5 gini = 0.357 samples = 73 value = [17, 56] 22364->22365 22410 log_spend <= 7.316 gini = 0.278 samples = 6 value = [5, 1] 22364->22410 22366 x0_United States <= 0.5 gini = 0.245 samples = 56 value = [8, 48] 22365->22366 22397 x1_TN <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 22365->22397 22367 gini = 0.0 samples = 2 value = [0, 2] 22366->22367 22368 x17_janssen <= 0.5 gini = 0.252 samples = 54 value = [8, 46] 22366->22368 22369 x13_2 <= 0.5 gini = 0.204 samples = 52 value = [6, 46] 22368->22369 22396 gini = 0.0 samples = 2 value = [2, 0] 22368->22396 22370 x1_IL <= 0.5 gini = 0.201 samples = 44 value = [5, 39] 22369->22370 22389 x11_90 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22369->22389 22371 x7_AL <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 22370->22371 22382 x14_7 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 22370->22382 22372 x11_10 <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 22371->22372 22381 gini = 0.0 samples = 4 value = [0, 4] 22371->22381 22373 x7_CO <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 22372->22373 22378 x7_IN <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 22372->22378 22374 x17_pfizer <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22373->22374 22377 gini = 0.0 samples = 1 value = [1, 0] 22373->22377 22375 gini = 0.375 samples = 4 value = [1, 3] 22374->22375 22376 gini = 0.0 samples = 1 value = [0, 1] 22374->22376 22379 gini = 0.0 samples = 26 value = [0, 26] 22378->22379 22380 gini = 0.0 samples = 1 value = [1, 0] 22378->22380 22383 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22382->22383 22388 gini = 0.0 samples = 1 value = [1, 0] 22382->22388 22384 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22383->22384 22387 gini = 0.0 samples = 1 value = [0, 1] 22383->22387 22385 gini = 0.375 samples = 4 value = [1, 3] 22384->22385 22386 gini = 0.0 samples = 1 value = [0, 1] 22384->22386 22390 x14_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22389->22390 22395 gini = 0.0 samples = 1 value = [0, 1] 22389->22395 22391 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22390->22391 22394 gini = 0.0 samples = 1 value = [0, 1] 22390->22394 22392 gini = 0.0 samples = 2 value = [0, 2] 22391->22392 22393 gini = 0.375 samples = 4 value = [1, 3] 22391->22393 22398 log_spend <= 7.0 gini = 0.5 samples = 16 value = [8, 8] 22397->22398 22409 gini = 0.0 samples = 1 value = [1, 0] 22397->22409 22399 x7_UT <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 22398->22399 22406 x17_pfizer <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22398->22406 22400 x1_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 22399->22400 22405 gini = 0.0 samples = 1 value = [1, 0] 22399->22405 22401 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 22400->22401 22404 gini = 0.0 samples = 2 value = [2, 0] 22400->22404 22402 gini = 0.375 samples = 4 value = [3, 1] 22401->22402 22403 gini = 0.0 samples = 1 value = [1, 0] 22401->22403 22407 gini = 0.375 samples = 4 value = [1, 3] 22406->22407 22408 gini = 0.0 samples = 4 value = [0, 4] 22406->22408 22411 gini = 0.0 samples = 5 value = [5, 0] 22410->22411 22412 gini = 0.0 samples = 1 value = [0, 1] 22410->22412 22416 x5_Drug <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 22415->22416 22421 gini = 0.0 samples = 7 value = [0, 7] 22415->22421 22417 gini = 0.0 samples = 1 value = [0, 1] 22416->22417 22418 log_spend <= 6.351 gini = 0.245 samples = 7 value = [6, 1] 22416->22418 22419 gini = 0.444 samples = 3 value = [2, 1] 22418->22419 22420 gini = 0.0 samples = 4 value = [4, 0] 22418->22420 22423 gini = 0.5 samples = 4 value = [2, 2] 22422->22423 22424 gini = 0.0 samples = 1 value = [0, 1] 22422->22424 22431 x5_Drug <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 22430->22431 22448 gini = 0.0 samples = 1 value = [1, 0] 22430->22448 22432 gini = 0.0 samples = 1 value = [1, 0] 22431->22432 22433 x11_15 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 22431->22433 22434 x13_2 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 22433->22434 22447 gini = 0.0 samples = 2 value = [0, 2] 22433->22447 22435 x11_10 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 22434->22435 22446 gini = 0.444 samples = 3 value = [2, 1] 22434->22446 22436 x12_0 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 22435->22436 22445 gini = 0.0 samples = 7 value = [0, 7] 22435->22445 22437 gini = 0.0 samples = 3 value = [0, 3] 22436->22437 22438 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22436->22438 22439 x11_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 22438->22439 22444 gini = 0.0 samples = 1 value = [0, 1] 22438->22444 22440 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22439->22440 22443 gini = 0.0 samples = 1 value = [1, 0] 22439->22443 22441 gini = 0.444 samples = 3 value = [1, 2] 22440->22441 22442 gini = 0.0 samples = 3 value = [0, 3] 22440->22442 22451 x16_other <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 22450->22451 22458 x12_0 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 22450->22458 22452 gini = 0.0 samples = 1 value = [1, 0] 22451->22452 22453 x17_pfizer <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 22451->22453 22454 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22453->22454 22457 gini = 0.0 samples = 5 value = [0, 5] 22453->22457 22455 gini = 0.5 samples = 4 value = [2, 2] 22454->22455 22456 gini = 0.0 samples = 1 value = [1, 0] 22454->22456 22459 gini = 0.375 samples = 4 value = [1, 3] 22458->22459 22460 gini = 0.0 samples = 3 value = [3, 0] 22458->22460 22463 x7_TN <= 0.5 gini = 0.5 samples = 90 value = [46, 44] 22462->22463 22530 gini = 0.0 samples = 6 value = [0, 6] 22462->22530 22464 x13_2 <= 0.5 gini = 0.5 samples = 85 value = [42, 43] 22463->22464 22527 x17_other <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 22463->22527 22465 x7_OK <= 0.5 gini = 0.5 samples = 61 value = [31, 30] 22464->22465 22510 x7_IL <= 0.5 gini = 0.497 samples = 24 value = [11, 13] 22464->22510 22466 x11_0 <= 0.5 gini = 0.499 samples = 60 value = [31, 29] 22465->22466 22509 gini = 0.0 samples = 1 value = [0, 1] 22465->22509 22467 x14_1 <= 0.5 gini = 0.499 samples = 55 value = [26, 29] 22466->22467 22508 gini = 0.0 samples = 5 value = [5, 0] 22466->22508 22468 x7_TX <= 0.5 gini = 0.492 samples = 48 value = [21, 27] 22467->22468 22501 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 22467->22501 22469 log_spend <= 5.409 gini = 0.497 samples = 41 value = [19, 22] 22468->22469 22496 x14_12 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 22468->22496 22470 x7_PA <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 22469->22470 22475 x14_4 <= 0.5 gini = 0.444 samples = 30 value = [10, 20] 22469->22475 22471 x14_12 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 22470->22471 22474 gini = 0.0 samples = 1 value = [0, 1] 22470->22474 22472 gini = 0.0 samples = 8 value = [8, 0] 22471->22472 22473 gini = 0.5 samples = 2 value = [1, 1] 22471->22473 22476 x14_6 <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 22475->22476 22495 gini = 0.0 samples = 5 value = [0, 5] 22475->22495 22477 x13_6 <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 22476->22477 22494 gini = 0.375 samples = 4 value = [3, 1] 22476->22494 22478 x17_other <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 22477->22478 22493 gini = 0.0 samples = 4 value = [0, 4] 22477->22493 22479 x7_CA <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 22478->22479 22492 gini = 0.0 samples = 1 value = [1, 0] 22478->22492 22480 x7_FL <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 22479->22480 22491 gini = 0.5 samples = 2 value = [1, 1] 22479->22491 22481 x14_3 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 22480->22481 22490 gini = 0.0 samples = 3 value = [0, 3] 22480->22490 22482 x7_WI <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 22481->22482 22487 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22481->22487 22483 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22482->22483 22486 gini = 0.0 samples = 1 value = [1, 0] 22482->22486 22484 gini = 0.375 samples = 4 value = [3, 1] 22483->22484 22485 gini = 0.0 samples = 1 value = [0, 1] 22483->22485 22488 gini = 0.0 samples = 4 value = [0, 4] 22487->22488 22489 gini = 0.0 samples = 1 value = [1, 0] 22487->22489 22497 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 22496->22497 22500 gini = 0.0 samples = 2 value = [0, 2] 22496->22500 22498 gini = 0.375 samples = 4 value = [1, 3] 22497->22498 22499 gini = 0.0 samples = 1 value = [1, 0] 22497->22499 22502 gini = 0.0 samples = 1 value = [1, 0] 22501->22502 22503 x7_NM <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 22501->22503 22504 x7_CO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22503->22504 22507 gini = 0.0 samples = 1 value = [1, 0] 22503->22507 22505 gini = 0.5 samples = 4 value = [2, 2] 22504->22505 22506 gini = 0.0 samples = 1 value = [1, 0] 22504->22506 22511 x14_5 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 22510->22511 22526 gini = 0.0 samples = 3 value = [3, 0] 22510->22526 22512 x17_other <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 22511->22512 22521 x7_NY <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22511->22521 22513 log_spend <= 6.192 gini = 0.5 samples = 10 value = [5, 5] 22512->22513 22520 gini = 0.0 samples = 2 value = [2, 0] 22512->22520 22514 x7_CO <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 22513->22514 22519 gini = 0.0 samples = 2 value = [2, 0] 22513->22519 22515 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22514->22515 22518 gini = 0.0 samples = 2 value = [2, 0] 22514->22518 22516 gini = 0.0 samples = 3 value = [0, 3] 22515->22516 22517 gini = 0.444 samples = 3 value = [1, 2] 22515->22517 22522 log_spend <= 6.243 gini = 0.219 samples = 8 value = [1, 7] 22521->22522 22525 gini = 0.0 samples = 1 value = [0, 1] 22521->22525 22523 gini = 0.375 samples = 4 value = [1, 3] 22522->22523 22524 gini = 0.0 samples = 4 value = [0, 4] 22522->22524 22528 gini = 0.444 samples = 3 value = [2, 1] 22527->22528 22529 gini = 0.0 samples = 2 value = [2, 0] 22527->22529 22533 x7_NA <= 0.5 gini = 0.302 samples = 1881 value = [348, 1533] 22532->22533 23578 x13_1 <= 0.5 gini = 0.134 samples = 249 value = [18, 231] 22532->23578 22534 x1_CT <= 0.5 gini = 0.303 samples = 1866 value = [348, 1518] 22533->22534 23577 gini = 0.0 samples = 15 value = [0, 15] 22533->23577 22535 x11_60 <= 0.5 gini = 0.301 samples = 1861 value = [344, 1517] 22534->22535 23574 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 22534->23574 22536 x1_WV <= 0.5 gini = 0.282 samples = 1745 value = [296, 1449] 22535->22536 23471 x7_MA <= 0.5 gini = 0.485 samples = 116 value = [48, 68] 22535->23471 22537 x1_MD <= 0.5 gini = 0.28 samples = 1743 value = [294, 1449] 22536->22537 23470 gini = 0.0 samples = 2 value = [2, 0] 22536->23470 22538 x7_NY <= 0.5 gini = 0.253 samples = 1702 value = [253, 1449] 22537->22538 23469 gini = 0.0 samples = 41 value = [41, 0] 22537->23469 22539 x5_Drug <= 0.5 gini = 0.242 samples = 1592 value = [224, 1368] 22538->22539 23388 x0_United States <= 0.5 gini = 0.388 samples = 110 value = [29, 81] 22538->23388 22540 gini = 0.0 samples = 2 value = [2, 0] 22539->22540 22541 x7_PR <= 0.5 gini = 0.24 samples = 1590 value = [222, 1368] 22539->22541 22542 x1_MN <= 0.5 gini = 0.238 samples = 1582 value = [218, 1364] 22541->22542 23383 x13_4 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 22541->23383 22543 x16_immun <= 0.5 gini = 0.237 samples = 1579 value = [217, 1362] 22542->22543 23382 gini = 0.444 samples = 3 value = [1, 2] 22542->23382 22544 x12_100000000067 <= 0.5 gini = 0.235 samples = 1577 value = [215, 1362] 22543->22544 23381 gini = 0.0 samples = 2 value = [2, 0] 22543->23381 22545 x7_AR <= 0.5 gini = 0.234 samples = 1575 value = [213, 1362] 22544->22545 23380 gini = 0.0 samples = 2 value = [2, 0] 22544->23380 22546 x1_MO <= 0.5 gini = 0.233 samples = 1571 value = [211, 1360] 22545->22546 23379 gini = 0.5 samples = 4 value = [2, 2] 22545->23379 22547 x1_AZ <= 0.5 gini = 0.228 samples = 1555 value = [204, 1351] 22546->22547 23364 x14_12 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 22546->23364 22548 x14_5 <= 0.5 gini = 0.227 samples = 1554 value = [203, 1351] 22547->22548 23363 gini = 0.0 samples = 1 value = [1, 0] 22547->23363 22549 x1_IL <= 0.5 gini = 0.215 samples = 1383 value = [169, 1214] 22548->22549 23272 x12_100000000204 <= 0.5 gini = 0.319 samples = 171 value = [34, 137] 22548->23272 22550 x7_IL <= 0.5 gini = 0.209 samples = 1197 value = [142, 1055] 22549->22550 23139 x7_OH <= 0.5 gini = 0.248 samples = 186 value = [27, 159] 22549->23139 22551 x7_NV <= 0.5 gini = 0.205 samples = 1155 value = [134, 1021] 22550->22551 23110 x0_Sweden <= 0.5 gini = 0.308 samples = 42 value = [8, 34] 22550->23110 22552 log_spend <= 7.313 gini = 0.204 samples = 1153 value = [133, 1020] 22551->22552 23109 gini = 0.5 samples = 2 value = [1, 1] 22551->23109 22553 x11_20 <= 0.5 gini = 0.109 samples = 693 value = [40, 653] 22552->22553 22792 x7_MA <= 0.5 gini = 0.323 samples = 460 value = [93, 367] 22552->22792 22554 x7_TX <= 0.5 gini = 0.103 samples = 680 value = [37, 643] 22553->22554 22781 x7_CO <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 22553->22781 22555 x7_CT <= 0.5 gini = 0.091 samples = 627 value = [30, 597] 22554->22555 22754 x0_United States <= 0.5 gini = 0.229 samples = 53 value = [7, 46] 22554->22754 22556 x7_MI <= 0.5 gini = 0.089 samples = 623 value = [29, 594] 22555->22556 22753 gini = 0.375 samples = 4 value = [1, 3] 22555->22753 22557 x13_4 <= 0.5 gini = 0.092 samples = 600 value = [29, 571] 22556->22557 22752 gini = 0.0 samples = 23 value = [0, 23] 22556->22752 22558 x11_30 <= 0.5 gini = 0.071 samples = 405 value = [15, 390] 22557->22558 22661 x0_United States <= 0.5 gini = 0.133 samples = 195 value = [14, 181] 22557->22661 22559 x10_580 <= 0.5 gini = 0.079 samples = 365 value = [15, 350] 22558->22559 22660 gini = 0.0 samples = 40 value = [0, 40] 22558->22660 22560 x14_2 <= 0.5 gini = 0.079 samples = 363 value = [15, 348] 22559->22560 22659 gini = 0.0 samples = 2 value = [0, 2] 22559->22659 22561 x7_PA <= 0.5 gini = 0.09 samples = 296 value = [14, 282] 22560->22561 22654 x13_1 <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 22560->22654 22562 x7_NC <= 0.5 gini = 0.093 samples = 286 value = [14, 272] 22561->22562 22653 gini = 0.0 samples = 10 value = [0, 10] 22561->22653 22563 x1_NA <= 0.5 gini = 0.099 samples = 267 value = [14, 253] 22562->22563 22652 gini = 0.0 samples = 19 value = [0, 19] 22562->22652 22564 x1_WI <= 0.5 gini = 0.096 samples = 258 value = [13, 245] 22563->22564 22647 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22563->22647 22565 x7_MA <= 0.5 gini = 0.089 samples = 257 value = [12, 245] 22564->22565 22646 gini = 0.0 samples = 1 value = [1, 0] 22564->22646 22566 x7_AL <= 0.5 gini = 0.087 samples = 242 value = [11, 231] 22565->22566 22641 x11_0 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22565->22641 22567 x1_AL <= 0.5 gini = 0.09 samples = 232 value = [11, 221] 22566->22567 22640 gini = 0.0 samples = 10 value = [0, 10] 22566->22640 22568 log_spend <= 5.72 gini = 0.083 samples = 231 value = [10, 221] 22567->22568 22639 gini = 0.0 samples = 1 value = [1, 0] 22567->22639 22569 x16_cardio <= 0.5 gini = 0.188 samples = 57 value = [6, 51] 22568->22569 22594 log_spend <= 6.306 gini = 0.045 samples = 174 value = [4, 170] 22568->22594 22570 x1_CO <= 0.5 gini = 0.168 samples = 54 value = [5, 49] 22569->22570 22593 gini = 0.444 samples = 3 value = [1, 2] 22569->22593 22571 x7_TN <= 0.5 gini = 0.171 samples = 53 value = [5, 48] 22570->22571 22592 gini = 0.0 samples = 1 value = [0, 1] 22570->22592 22572 x14_4 <= 0.5 gini = 0.147 samples = 50 value = [4, 46] 22571->22572 22591 gini = 0.444 samples = 3 value = [1, 2] 22571->22591 22573 x1_PA <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 22572->22573 22590 gini = 0.5 samples = 2 value = [1, 1] 22572->22590 22574 x7_OR <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 22573->22574 22589 gini = 0.0 samples = 17 value = [0, 17] 22573->22589 22575 x14_3 <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 22574->22575 22588 gini = 0.0 samples = 5 value = [0, 5] 22574->22588 22576 x7_OK <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 22575->22576 22585 x1_MA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 22575->22585 22577 x1_CA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 22576->22577 22584 gini = 0.0 samples = 3 value = [0, 3] 22576->22584 22578 x11_0 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22577->22578 22583 gini = 0.0 samples = 3 value = [0, 3] 22577->22583 22579 gini = 0.0 samples = 10 value = [0, 10] 22578->22579 22580 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22578->22580 22581 gini = 0.375 samples = 4 value = [1, 3] 22580->22581 22582 gini = 0.0 samples = 1 value = [0, 1] 22580->22582 22586 gini = 0.0 samples = 2 value = [2, 0] 22585->22586 22587 gini = 0.0 samples = 3 value = [0, 3] 22585->22587 22595 x11_0 <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 22594->22595 22616 x7_CA <= 0.5 gini = 0.029 samples = 134 value = [2, 132] 22594->22616 22596 x14_4 <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 22595->22596 22615 gini = 0.0 samples = 13 value = [0, 13] 22595->22615 22597 x1_NJ <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 22596->22597 22614 gini = 0.0 samples = 3 value = [0, 3] 22596->22614 22598 log_spend <= 6.283 gini = 0.18 samples = 20 value = [2, 18] 22597->22598 22613 gini = 0.0 samples = 4 value = [0, 4] 22597->22613 22599 x14_3 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 22598->22599 22612 gini = 0.0 samples = 1 value = [1, 0] 22598->22612 22600 x1_CA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 22599->22600 22611 gini = 0.0 samples = 5 value = [0, 5] 22599->22611 22601 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 22600->22601 22610 gini = 0.0 samples = 3 value = [0, 3] 22600->22610 22602 x13_6 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22601->22602 22609 gini = 0.0 samples = 1 value = [0, 1] 22601->22609 22603 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22602->22603 22608 gini = 0.0 samples = 1 value = [0, 1] 22602->22608 22604 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22603->22604 22607 gini = 0.0 samples = 1 value = [0, 1] 22603->22607 22605 gini = 0.375 samples = 4 value = [1, 3] 22604->22605 22606 gini = 0.0 samples = 4 value = [0, 4] 22604->22606 22617 x7_RI <= 0.5 gini = 0.037 samples = 107 value = [2, 105] 22616->22617 22638 gini = 0.0 samples = 27 value = [0, 27] 22616->22638 22618 x13_1 <= 0.5 gini = 0.019 samples = 105 value = [1, 104] 22617->22618 22637 gini = 0.5 samples = 2 value = [1, 1] 22617->22637 22619 x1_MA <= 0.5 gini = 0.028 samples = 71 value = [1, 70] 22618->22619 22636 gini = 0.0 samples = 34 value = [0, 34] 22618->22636 22620 x14_8 <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 22619->22620 22635 gini = 0.0 samples = 18 value = [0, 18] 22619->22635 22621 x7_WA <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 22620->22621 22634 gini = 0.0 samples = 14 value = [0, 14] 22620->22634 22622 x12_100000000108 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 22621->22622 22633 gini = 0.0 samples = 3 value = [0, 3] 22621->22633 22623 x14_4 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 22622->22623 22632 gini = 0.0 samples = 14 value = [0, 14] 22622->22632 22624 log_spend <= 6.766 gini = 0.095 samples = 20 value = [1, 19] 22623->22624 22631 gini = 0.0 samples = 2 value = [0, 2] 22623->22631 22625 gini = 0.0 samples = 13 value = [0, 13] 22624->22625 22626 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22624->22626 22627 gini = 0.0 samples = 2 value = [0, 2] 22626->22627 22628 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22626->22628 22629 gini = 0.375 samples = 4 value = [1, 3] 22628->22629 22630 gini = 0.0 samples = 1 value = [0, 1] 22628->22630 22642 gini = 0.0 samples = 10 value = [0, 10] 22641->22642 22643 log_spend <= 5.048 gini = 0.32 samples = 5 value = [1, 4] 22641->22643 22644 gini = 0.0 samples = 1 value = [1, 0] 22643->22644 22645 gini = 0.0 samples = 4 value = [0, 4] 22643->22645 22648 x13_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22647->22648 22651 gini = 0.0 samples = 4 value = [0, 4] 22647->22651 22649 gini = 0.375 samples = 4 value = [1, 3] 22648->22649 22650 gini = 0.0 samples = 1 value = [0, 1] 22648->22650 22655 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 22654->22655 22658 gini = 0.0 samples = 56 value = [0, 56] 22654->22658 22656 gini = 0.0 samples = 8 value = [0, 8] 22655->22656 22657 gini = 0.444 samples = 3 value = [1, 2] 22655->22657 22662 x14_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 22661->22662 22673 x11_3 <= 0.5 gini = 0.124 samples = 181 value = [12, 169] 22661->22673 22663 x7_LA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22662->22663 22672 gini = 0.5 samples = 2 value = [1, 1] 22662->22672 22664 x11_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22663->22664 22671 gini = 0.0 samples = 3 value = [0, 3] 22663->22671 22665 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22664->22665 22670 gini = 0.0 samples = 2 value = [0, 2] 22664->22670 22666 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22665->22666 22669 gini = 0.0 samples = 2 value = [0, 2] 22665->22669 22667 gini = 0.5 samples = 2 value = [1, 1] 22666->22667 22668 gini = 0.0 samples = 3 value = [0, 3] 22666->22668 22674 x7_CO <= 0.5 gini = 0.126 samples = 177 value = [12, 165] 22673->22674 22751 gini = 0.0 samples = 4 value = [0, 4] 22673->22751 22675 x7_NE <= 0.5 gini = 0.128 samples = 175 value = [12, 163] 22674->22675 22750 gini = 0.0 samples = 2 value = [0, 2] 22674->22750 22676 x17_other <= 0.5 gini = 0.136 samples = 163 value = [12, 151] 22675->22676 22749 gini = 0.0 samples = 12 value = [0, 12] 22675->22749 22677 x17_janssen <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22676->22677 22686 x1_NC <= 0.5 gini = 0.135 samples = 151 value = [11, 140] 22676->22686 22678 gini = 0.0 samples = 3 value = [0, 3] 22677->22678 22679 x7_WA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22677->22679 22680 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22679->22680 22685 gini = 0.0 samples = 1 value = [0, 1] 22679->22685 22681 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22680->22681 22684 gini = 0.0 samples = 1 value = [0, 1] 22680->22684 22682 gini = 0.0 samples = 5 value = [0, 5] 22681->22682 22683 gini = 0.5 samples = 2 value = [1, 1] 22681->22683 22687 x16_other <= 0.5 gini = 0.142 samples = 143 value = [11, 132] 22686->22687 22748 gini = 0.0 samples = 8 value = [0, 8] 22686->22748 22688 gini = 0.0 samples = 34 value = [0, 34] 22687->22688 22689 x1_PA <= 0.5 gini = 0.181 samples = 109 value = [11, 98] 22687->22689 22690 x7_MO <= 0.5 gini = 0.203 samples = 87 value = [10, 77] 22689->22690 22737 x7_DC <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 22689->22737 22691 x7_PA <= 0.5 gini = 0.212 samples = 83 value = [10, 73] 22690->22691 22736 gini = 0.0 samples = 4 value = [0, 4] 22690->22736 22692 x7_MA <= 0.5 gini = 0.211 samples = 75 value = [9, 66] 22691->22692 22729 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22691->22729 22693 x12_100000000108 <= 0.5 gini = 0.176 samples = 72 value = [7, 65] 22692->22693 22728 gini = 0.444 samples = 3 value = [2, 1] 22692->22728 22694 x1_MA <= 0.5 gini = 0.133 samples = 70 value = [5, 65] 22693->22694 22727 gini = 0.0 samples = 2 value = [2, 0] 22693->22727 22695 x7_IA <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 22694->22695 22726 gini = 0.0 samples = 37 value = [0, 37] 22694->22726 22696 x1_CA <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 22695->22696 22725 gini = 0.0 samples = 1 value = [0, 1] 22695->22725 22697 x7_AL <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 22696->22697 22714 x11_0 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 22696->22714 22698 x11_90 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 22697->22698 22713 gini = 0.0 samples = 1 value = [0, 1] 22697->22713 22699 x14_8 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22698->22699 22712 gini = 0.0 samples = 3 value = [0, 3] 22698->22712 22700 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 22699->22700 22711 gini = 0.0 samples = 4 value = [0, 4] 22699->22711 22701 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22700->22701 22710 gini = 0.0 samples = 2 value = [0, 2] 22700->22710 22702 x7_DC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22701->22702 22709 gini = 0.0 samples = 1 value = [0, 1] 22701->22709 22703 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22702->22703 22708 gini = 0.0 samples = 1 value = [0, 1] 22702->22708 22704 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22703->22704 22707 gini = 0.0 samples = 2 value = [0, 2] 22703->22707 22705 gini = 0.375 samples = 4 value = [1, 3] 22704->22705 22706 gini = 0.0 samples = 1 value = [0, 1] 22704->22706 22715 gini = 0.0 samples = 2 value = [2, 0] 22714->22715 22716 x7_OR <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 22714->22716 22717 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 22716->22717 22724 gini = 0.0 samples = 2 value = [0, 2] 22716->22724 22718 x7_IN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22717->22718 22723 gini = 0.444 samples = 3 value = [1, 2] 22717->22723 22719 x7_SD <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22718->22719 22722 gini = 0.0 samples = 1 value = [0, 1] 22718->22722 22720 gini = 0.375 samples = 4 value = [1, 3] 22719->22720 22721 gini = 0.0 samples = 1 value = [0, 1] 22719->22721 22730 x12_100000000278 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22729->22730 22735 gini = 0.0 samples = 1 value = [0, 1] 22729->22735 22731 x11_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22730->22731 22734 gini = 0.0 samples = 1 value = [0, 1] 22730->22734 22732 gini = 0.375 samples = 4 value = [1, 3] 22731->22732 22733 gini = 0.0 samples = 2 value = [0, 2] 22731->22733 22738 x7_UT <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 22737->22738 22747 gini = 0.0 samples = 2 value = [0, 2] 22737->22747 22739 x7_MD <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 22738->22739 22746 gini = 0.0 samples = 2 value = [0, 2] 22738->22746 22740 x7_TN <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22739->22740 22745 gini = 0.0 samples = 3 value = [0, 3] 22739->22745 22741 log_spend <= 6.158 gini = 0.133 samples = 14 value = [1, 13] 22740->22741 22744 gini = 0.0 samples = 1 value = [0, 1] 22740->22744 22742 gini = 0.0 samples = 10 value = [0, 10] 22741->22742 22743 gini = 0.375 samples = 4 value = [1, 3] 22741->22743 22755 gini = 0.5 samples = 4 value = [2, 2] 22754->22755 22756 x16_cardio <= 0.5 gini = 0.183 samples = 49 value = [5, 44] 22754->22756 22757 log_spend <= 7.134 gini = 0.198 samples = 45 value = [5, 40] 22756->22757 22780 gini = 0.0 samples = 4 value = [0, 4] 22756->22780 22758 x11_0 <= 0.5 gini = 0.234 samples = 37 value = [5, 32] 22757->22758 22779 gini = 0.0 samples = 8 value = [0, 8] 22757->22779 22759 log_spend <= 5.688 gini = 0.32 samples = 25 value = [5, 20] 22758->22759 22778 gini = 0.0 samples = 12 value = [0, 12] 22758->22778 22760 gini = 0.0 samples = 1 value = [1, 0] 22759->22760 22761 x11_1 <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 22759->22761 22762 gini = 0.444 samples = 3 value = [1, 2] 22761->22762 22763 x14_3 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 22761->22763 22764 x14_9 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 22763->22764 22777 gini = 0.0 samples = 2 value = [0, 2] 22763->22777 22765 x14_7 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 22764->22765 22776 gini = 0.0 samples = 2 value = [0, 2] 22764->22776 22766 x13_2 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 22765->22766 22773 x12_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22765->22773 22767 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22766->22767 22772 gini = 0.0 samples = 4 value = [0, 4] 22766->22772 22768 gini = 0.0 samples = 3 value = [0, 3] 22767->22768 22769 log_spend <= 6.211 gini = 0.48 samples = 5 value = [2, 3] 22767->22769 22770 gini = 0.0 samples = 2 value = [0, 2] 22769->22770 22771 gini = 0.444 samples = 3 value = [2, 1] 22769->22771 22774 gini = 0.0 samples = 1 value = [0, 1] 22773->22774 22775 gini = 0.375 samples = 4 value = [1, 3] 22773->22775 22782 x13_4 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 22781->22782 22791 gini = 0.0 samples = 1 value = [0, 1] 22781->22791 22783 x14_12 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 22782->22783 22790 gini = 0.444 samples = 3 value = [1, 2] 22782->22790 22784 x13_2 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22783->22784 22789 gini = 0.0 samples = 1 value = [0, 1] 22783->22789 22785 gini = 0.444 samples = 3 value = [1, 2] 22784->22785 22786 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22784->22786 22787 gini = 0.375 samples = 4 value = [1, 3] 22786->22787 22788 gini = 0.0 samples = 1 value = [0, 1] 22786->22788 22793 x7_NJ <= 0.5 gini = 0.331 samples = 439 value = [92, 347] 22792->22793 23100 x11_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 22792->23100 22794 x7_SD <= 0.5 gini = 0.323 samples = 424 value = [86, 338] 22793->22794 23089 x14_7 <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 22793->23089 22795 x12_100000000203 <= 0.5 gini = 0.321 samples = 423 value = [85, 338] 22794->22795 23088 gini = 0.0 samples = 1 value = [1, 0] 22794->23088 22796 x0_United States <= 0.5 gini = 0.319 samples = 422 value = [84, 338] 22795->22796 23087 gini = 0.0 samples = 1 value = [1, 0] 22795->23087 22797 gini = 0.0 samples = 21 value = [0, 21] 22796->22797 22798 x14_9 <= 0.5 gini = 0.331 samples = 401 value = [84, 317] 22796->22798 22799 x7_WV <= 0.5 gini = 0.325 samples = 353 value = [72, 281] 22798->22799 23056 x11_30 <= 0.5 gini = 0.375 samples = 48 value = [12, 36] 22798->23056 22800 x7_CO <= 0.5 gini = 0.319 samples = 351 value = [70, 281] 22799->22800 23055 gini = 0.0 samples = 2 value = [2, 0] 22799->23055 22801 x7_OK <= 0.5 gini = 0.311 samples = 342 value = [66, 276] 22800->22801 23046 x14_4 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 22800->23046 22802 x7_WA <= 0.5 gini = 0.314 samples = 338 value = [66, 272] 22801->22802 23045 gini = 0.0 samples = 4 value = [0, 4] 22801->23045 22803 x7_NM <= 0.5 gini = 0.319 samples = 326 value = [65, 261] 22802->22803 23040 x1_MA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22802->23040 22804 x7_VA <= 0.5 gini = 0.317 samples = 324 value = [64, 260] 22803->22804 23039 gini = 0.5 samples = 2 value = [1, 1] 22803->23039 22805 x7_SC <= 0.5 gini = 0.32 samples = 315 value = [63, 252] 22804->22805 23032 x16_cardio <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22804->23032 22806 x7_CT <= 0.5 gini = 0.318 samples = 313 value = [62, 251] 22805->22806 23031 gini = 0.5 samples = 2 value = [1, 1] 22805->23031 22807 x14_4 <= 0.5 gini = 0.314 samples = 307 value = [60, 247] 22806->22807 23026 log_spend <= 7.584 gini = 0.444 samples = 6 value = [2, 4] 22806->23026 22808 x14_7 <= 0.5 gini = 0.32 samples = 270 value = [54, 216] 22807->22808 23003 x7_GA <= 0.5 gini = 0.272 samples = 37 value = [6, 31] 22807->23003 22809 x11_0 <= 0.5 gini = 0.34 samples = 235 value = [51, 184] 22808->22809 22986 x7_CA <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 22808->22986 22810 x1_NJ <= 0.5 gini = 0.307 samples = 174 value = [33, 141] 22809->22810 22937 x7_KS <= 0.5 gini = 0.416 samples = 61 value = [18, 43] 22809->22937 22811 x7_NE <= 0.5 gini = 0.347 samples = 112 value = [25, 87] 22810->22811 22892 x7_ME <= 0.5 gini = 0.225 samples = 62 value = [8, 54] 22810->22892 22812 x7_TN <= 0.5 gini = 0.354 samples = 109 value = [25, 84] 22811->22812 22891 gini = 0.0 samples = 3 value = [0, 3] 22811->22891 22813 x11_1 <= 0.5 gini = 0.353 samples = 105 value = [24, 81] 22812->22813 22890 gini = 0.375 samples = 4 value = [1, 3] 22812->22890 22814 x11_15 <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 22813->22814 22835 x7_MI <= 0.5 gini = 0.41 samples = 73 value = [21, 52] 22813->22835 22815 x7_FL <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 22814->22815 22834 gini = 0.0 samples = 1 value = [0, 1] 22814->22834 22816 x14_6 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 22815->22816 22829 x13_2 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22815->22829 22817 x1_MA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 22816->22817 22828 gini = 0.0 samples = 3 value = [0, 3] 22816->22828 22818 x16_other <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 22817->22818 22827 gini = 0.0 samples = 3 value = [0, 3] 22817->22827 22819 x7_NC <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22818->22819 22826 gini = 0.0 samples = 7 value = [0, 7] 22818->22826 22820 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22819->22820 22825 gini = 0.0 samples = 1 value = [0, 1] 22819->22825 22821 x7_MO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22820->22821 22824 gini = 0.0 samples = 4 value = [0, 4] 22820->22824 22822 gini = 0.375 samples = 4 value = [1, 3] 22821->22822 22823 gini = 0.0 samples = 1 value = [0, 1] 22821->22823 22830 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22829->22830 22833 gini = 0.5 samples = 2 value = [1, 1] 22829->22833 22831 gini = 0.375 samples = 4 value = [1, 3] 22830->22831 22832 gini = 0.0 samples = 2 value = [0, 2] 22830->22832 22836 x12_0 <= 0.5 gini = 0.389 samples = 68 value = [18, 50] 22835->22836 22887 x1_NC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22835->22887 22837 log_spend <= 7.577 gini = 0.236 samples = 22 value = [3, 19] 22836->22837 22852 x7_OH <= 0.5 gini = 0.44 samples = 46 value = [15, 31] 22836->22852 22838 gini = 0.0 samples = 7 value = [0, 7] 22837->22838 22839 x7_FL <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 22837->22839 22840 x7_MD <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 22839->22840 22851 gini = 0.0 samples = 3 value = [0, 3] 22839->22851 22841 x7_MO <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 22840->22841 22850 gini = 0.5 samples = 2 value = [1, 1] 22840->22850 22842 x7_NC <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 22841->22842 22849 gini = 0.0 samples = 1 value = [0, 1] 22841->22849 22843 x13_4 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22842->22843 22848 gini = 0.0 samples = 1 value = [0, 1] 22842->22848 22844 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22843->22844 22847 gini = 0.0 samples = 1 value = [1, 0] 22843->22847 22845 gini = 0.0 samples = 4 value = [0, 4] 22844->22845 22846 gini = 0.444 samples = 3 value = [1, 2] 22844->22846 22853 x17_other <= 0.5 gini = 0.444 samples = 45 value = [15, 30] 22852->22853 22886 gini = 0.0 samples = 1 value = [0, 1] 22852->22886 22854 x14_12 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 22853->22854 22867 x7_IN <= 0.5 gini = 0.312 samples = 31 value = [6, 25] 22853->22867 22855 x7_WI <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 22854->22855 22866 gini = 0.0 samples = 1 value = [1, 0] 22854->22866 22856 x14_6 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 22855->22856 22865 gini = 0.0 samples = 2 value = [2, 0] 22855->22865 22857 x7_FL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 22856->22857 22864 gini = 0.0 samples = 1 value = [1, 0] 22856->22864 22858 x7_MO <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 22857->22858 22863 gini = 0.444 samples = 3 value = [1, 2] 22857->22863 22859 x14_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 22858->22859 22862 gini = 0.0 samples = 1 value = [1, 0] 22858->22862 22860 gini = 0.375 samples = 4 value = [1, 3] 22859->22860 22861 gini = 0.0 samples = 2 value = [2, 0] 22859->22861 22868 x1_CA <= 0.5 gini = 0.32 samples = 30 value = [6, 24] 22867->22868 22885 gini = 0.0 samples = 1 value = [0, 1] 22867->22885 22869 x14_3 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 22868->22869 22882 x14_12 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22868->22882 22870 x7_MO <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 22869->22870 22881 gini = 0.0 samples = 2 value = [0, 2] 22869->22881 22871 x1_NC <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 22870->22871 22880 gini = 0.0 samples = 1 value = [0, 1] 22870->22880 22872 x14_8 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 22871->22872 22879 gini = 0.0 samples = 4 value = [0, 4] 22871->22879 22873 x14_11 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 22872->22873 22878 gini = 0.444 samples = 3 value = [1, 2] 22872->22878 22874 log_spend <= 7.507 gini = 0.153 samples = 12 value = [1, 11] 22873->22874 22877 gini = 0.444 samples = 3 value = [1, 2] 22873->22877 22875 gini = 0.375 samples = 4 value = [1, 3] 22874->22875 22876 gini = 0.0 samples = 8 value = [0, 8] 22874->22876 22883 gini = 0.444 samples = 3 value = [2, 1] 22882->22883 22884 gini = 0.5 samples = 2 value = [1, 1] 22882->22884 22888 gini = 0.375 samples = 4 value = [3, 1] 22887->22888 22889 gini = 0.0 samples = 1 value = [0, 1] 22887->22889 22893 x13_4 <= 0.5 gini = 0.228 samples = 61 value = [8, 53] 22892->22893 22936 gini = 0.0 samples = 1 value = [0, 1] 22892->22936 22894 x13_2 <= 0.5 gini = 0.283 samples = 41 value = [7, 34] 22893->22894 22925 x14_6 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 22893->22925 22895 x7_TX <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 22894->22895 22910 x7_TX <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 22894->22910 22896 x11_30 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 22895->22896 22909 gini = 0.375 samples = 4 value = [1, 3] 22895->22909 22897 x14_3 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 22896->22897 22908 gini = 0.0 samples = 1 value = [0, 1] 22896->22908 22898 log_spend <= 7.863 gini = 0.1 samples = 19 value = [1, 18] 22897->22898 22907 gini = 0.0 samples = 2 value = [0, 2] 22897->22907 22899 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22898->22899 22906 gini = 0.0 samples = 10 value = [0, 10] 22898->22906 22900 gini = 0.0 samples = 1 value = [0, 1] 22899->22900 22901 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 22899->22901 22902 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22901->22902 22905 gini = 0.0 samples = 2 value = [0, 2] 22901->22905 22903 gini = 0.0 samples = 4 value = [0, 4] 22902->22903 22904 gini = 0.5 samples = 2 value = [1, 1] 22902->22904 22911 x11_1 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 22910->22911 22924 gini = 0.5 samples = 2 value = [1, 1] 22910->22924 22912 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 22911->22912 22921 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 22911->22921 22913 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 22912->22913 22920 gini = 0.0 samples = 1 value = [0, 1] 22912->22920 22914 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22913->22914 22919 gini = 0.0 samples = 1 value = [1, 0] 22913->22919 22915 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 22914->22915 22918 gini = 0.0 samples = 1 value = [0, 1] 22914->22918 22916 gini = 0.0 samples = 4 value = [0, 4] 22915->22916 22917 gini = 0.0 samples = 1 value = [1, 0] 22915->22917 22922 gini = 0.5 samples = 4 value = [2, 2] 22921->22922 22923 gini = 0.0 samples = 1 value = [0, 1] 22921->22923 22926 x17_janssen <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22925->22926 22935 gini = 0.0 samples = 5 value = [0, 5] 22925->22935 22927 x12_100000000278 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 22926->22927 22934 gini = 0.0 samples = 2 value = [0, 2] 22926->22934 22928 x10_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22927->22928 22933 gini = 0.0 samples = 1 value = [0, 1] 22927->22933 22929 gini = 0.0 samples = 4 value = [0, 4] 22928->22929 22930 log_spend <= 8.123 gini = 0.219 samples = 8 value = [1, 7] 22928->22930 22931 gini = 0.0 samples = 6 value = [0, 6] 22930->22931 22932 gini = 0.5 samples = 2 value = [1, 1] 22930->22932 22938 x7_MO <= 0.5 gini = 0.414 samples = 58 value = [17, 41] 22937->22938 22985 gini = 0.444 samples = 3 value = [1, 2] 22937->22985 22939 x1_NJ <= 0.5 gini = 0.431 samples = 54 value = [17, 37] 22938->22939 22984 gini = 0.0 samples = 4 value = [0, 4] 22938->22984 22940 x1_CA <= 0.5 gini = 0.431 samples = 35 value = [11, 24] 22939->22940 22971 x7_UT <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 22939->22971 22941 log_spend <= 8.012 gini = 0.384 samples = 27 value = [7, 20] 22940->22941 22968 x13_4 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 22940->22968 22942 x1_AL <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 22941->22942 22967 gini = 0.0 samples = 6 value = [0, 6] 22941->22967 22943 x7_FL <= 0.5 gini = 0.42 samples = 20 value = [6, 14] 22942->22943 22966 gini = 0.0 samples = 1 value = [1, 0] 22942->22966 22944 x7_MD <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 22943->22944 22965 gini = 0.0 samples = 3 value = [0, 3] 22943->22965 22945 log_spend <= 7.919 gini = 0.469 samples = 16 value = [6, 10] 22944->22945 22964 gini = 0.0 samples = 1 value = [0, 1] 22944->22964 22946 x14_12 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 22945->22946 22963 gini = 0.0 samples = 2 value = [2, 0] 22945->22963 22947 x14_11 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 22946->22947 22962 gini = 0.0 samples = 1 value = [0, 1] 22946->22962 22948 x16_other <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 22947->22948 22961 gini = 0.0 samples = 1 value = [1, 0] 22947->22961 22949 gini = 0.0 samples = 1 value = [1, 0] 22948->22949 22950 x17_other <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 22948->22950 22951 gini = 0.0 samples = 1 value = [1, 0] 22950->22951 22952 x7_MI <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 22950->22952 22953 x14_3 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 22952->22953 22960 gini = 0.0 samples = 1 value = [0, 1] 22952->22960 22954 x1_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 22953->22954 22959 gini = 0.0 samples = 2 value = [0, 2] 22953->22959 22955 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 22954->22955 22958 gini = 0.0 samples = 1 value = [0, 1] 22954->22958 22956 gini = 0.0 samples = 2 value = [0, 2] 22955->22956 22957 gini = 0.375 samples = 4 value = [1, 3] 22955->22957 22969 gini = 0.375 samples = 4 value = [3, 1] 22968->22969 22970 gini = 0.375 samples = 4 value = [1, 3] 22968->22970 22972 x14_3 <= 0.5 gini = 0.401 samples = 18 value = [5, 13] 22971->22972 22983 gini = 0.0 samples = 1 value = [1, 0] 22971->22983 22973 x13_1 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 22972->22973 22982 gini = 0.0 samples = 3 value = [0, 3] 22972->22982 22974 gini = 0.0 samples = 7 value = [0, 7] 22973->22974 22975 x7_AZ <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 22973->22975 22976 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 22975->22976 22981 gini = 0.5 samples = 2 value = [1, 1] 22975->22981 22977 x7_AL <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 22976->22977 22980 gini = 0.0 samples = 1 value = [1, 0] 22976->22980 22978 gini = 0.5 samples = 4 value = [2, 2] 22977->22978 22979 gini = 0.0 samples = 1 value = [1, 0] 22977->22979 22987 x17_sanofi <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 22986->22987 23002 gini = 0.444 samples = 3 value = [1, 2] 22986->23002 22988 x1_CA <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 22987->22988 23001 gini = 0.0 samples = 5 value = [0, 5] 22987->23001 22989 x1_MA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 22988->22989 22998 log_spend <= 7.575 gini = 0.198 samples = 9 value = [1, 8] 22988->22998 22990 x17_janssen <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 22989->22990 22997 gini = 0.0 samples = 3 value = [0, 3] 22989->22997 22991 x1_PA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 22990->22991 22996 gini = 0.0 samples = 3 value = [0, 3] 22990->22996 22992 x7_AZ <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 22991->22992 22995 gini = 0.0 samples = 1 value = [0, 1] 22991->22995 22993 gini = 0.0 samples = 9 value = [0, 9] 22992->22993 22994 gini = 0.5 samples = 2 value = [1, 1] 22992->22994 22999 gini = 0.0 samples = 5 value = [0, 5] 22998->22999 23000 gini = 0.375 samples = 4 value = [1, 3] 22998->23000 23004 x11_1 <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 23003->23004 23023 x11_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23003->23023 23005 x17_pfizer <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 23004->23005 23014 x17_other <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 23004->23014 23006 x13_4 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 23005->23006 23013 gini = 0.0 samples = 1 value = [0, 1] 23005->23013 23007 x1_PA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 23006->23007 23012 gini = 0.0 samples = 5 value = [0, 5] 23006->23012 23008 x11_30 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 23007->23008 23011 gini = 0.0 samples = 4 value = [0, 4] 23007->23011 23009 gini = 0.375 samples = 4 value = [3, 1] 23008->23009 23010 gini = 0.0 samples = 1 value = [0, 1] 23008->23010 23015 gini = 0.5 samples = 2 value = [1, 1] 23014->23015 23016 x1_MA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 23014->23016 23017 log_spend <= 7.67 gini = 0.153 samples = 12 value = [1, 11] 23016->23017 23022 gini = 0.0 samples = 3 value = [0, 3] 23016->23022 23018 log_spend <= 7.643 gini = 0.278 samples = 6 value = [1, 5] 23017->23018 23021 gini = 0.0 samples = 6 value = [0, 6] 23017->23021 23019 gini = 0.0 samples = 5 value = [0, 5] 23018->23019 23020 gini = 0.0 samples = 1 value = [1, 0] 23018->23020 23024 gini = 0.5 samples = 2 value = [1, 1] 23023->23024 23025 gini = 0.0 samples = 3 value = [0, 3] 23023->23025 23027 gini = 0.0 samples = 1 value = [1, 0] 23026->23027 23028 x17_other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23026->23028 23029 gini = 0.0 samples = 1 value = [1, 0] 23028->23029 23030 gini = 0.0 samples = 4 value = [0, 4] 23028->23030 23033 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23032->23033 23038 gini = 0.0 samples = 2 value = [0, 2] 23032->23038 23034 log_spend <= 7.771 gini = 0.278 samples = 6 value = [1, 5] 23033->23034 23037 gini = 0.0 samples = 1 value = [0, 1] 23033->23037 23035 gini = 0.0 samples = 4 value = [0, 4] 23034->23035 23036 gini = 0.5 samples = 2 value = [1, 1] 23034->23036 23041 gini = 0.0 samples = 5 value = [0, 5] 23040->23041 23042 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23040->23042 23043 gini = 0.0 samples = 6 value = [0, 6] 23042->23043 23044 gini = 0.0 samples = 1 value = [1, 0] 23042->23044 23047 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 23046->23047 23054 gini = 0.0 samples = 1 value = [1, 0] 23046->23054 23048 x14_12 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 23047->23048 23053 gini = 0.0 samples = 1 value = [0, 1] 23047->23053 23049 gini = 0.0 samples = 2 value = [2, 0] 23048->23049 23050 x17_other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23048->23050 23051 gini = 0.0 samples = 1 value = [1, 0] 23050->23051 23052 gini = 0.0 samples = 4 value = [0, 4] 23050->23052 23057 x7_FL <= 0.5 gini = 0.381 samples = 43 value = [11, 32] 23056->23057 23084 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23056->23084 23058 x1_AL <= 0.5 gini = 0.394 samples = 37 value = [10, 27] 23057->23058 23081 x1_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23057->23081 23059 x7_WA <= 0.5 gini = 0.375 samples = 36 value = [9, 27] 23058->23059 23080 gini = 0.0 samples = 1 value = [1, 0] 23058->23080 23060 x1_MA <= 0.5 gini = 0.327 samples = 34 value = [7, 27] 23059->23060 23079 gini = 0.0 samples = 2 value = [2, 0] 23059->23079 23061 x11_2 <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 23060->23061 23076 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23060->23076 23062 x1_NJ <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 23061->23062 23075 gini = 0.0 samples = 1 value = [1, 0] 23061->23075 23063 x12_100000000108 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 23062->23063 23072 x11_0 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 23062->23072 23064 gini = 0.0 samples = 4 value = [0, 4] 23063->23064 23065 x7_OH <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23063->23065 23066 x7_TX <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 23065->23066 23071 gini = 0.0 samples = 2 value = [0, 2] 23065->23071 23067 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23066->23067 23070 gini = 0.444 samples = 3 value = [1, 2] 23066->23070 23068 gini = 0.0 samples = 4 value = [0, 4] 23067->23068 23069 gini = 0.0 samples = 1 value = [1, 0] 23067->23069 23073 gini = 0.0 samples = 10 value = [0, 10] 23072->23073 23074 gini = 0.5 samples = 4 value = [2, 2] 23072->23074 23077 gini = 0.5 samples = 2 value = [1, 1] 23076->23077 23078 gini = 0.444 samples = 3 value = [1, 2] 23076->23078 23082 gini = 0.0 samples = 4 value = [0, 4] 23081->23082 23083 gini = 0.5 samples = 2 value = [1, 1] 23081->23083 23085 gini = 0.375 samples = 4 value = [1, 3] 23084->23085 23086 gini = 0.0 samples = 1 value = [0, 1] 23084->23086 23090 x13_4 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 23089->23090 23099 gini = 0.0 samples = 1 value = [0, 1] 23089->23099 23091 x0_Ireland <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 23090->23091 23098 gini = 0.0 samples = 4 value = [0, 4] 23090->23098 23092 x13_1 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 23091->23092 23097 gini = 0.0 samples = 1 value = [1, 0] 23091->23097 23093 log_spend <= 7.687 gini = 0.48 samples = 5 value = [2, 3] 23092->23093 23096 gini = 0.375 samples = 4 value = [3, 1] 23092->23096 23094 gini = 0.0 samples = 2 value = [0, 2] 23093->23094 23095 gini = 0.444 samples = 3 value = [2, 1] 23093->23095 23101 log_spend <= 7.936 gini = 0.133 samples = 14 value = [1, 13] 23100->23101 23108 gini = 0.0 samples = 7 value = [0, 7] 23100->23108 23102 gini = 0.0 samples = 8 value = [0, 8] 23101->23102 23103 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23101->23103 23104 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23103->23104 23107 gini = 0.0 samples = 1 value = [0, 1] 23103->23107 23105 gini = 0.375 samples = 4 value = [1, 3] 23104->23105 23106 gini = 0.0 samples = 1 value = [0, 1] 23104->23106 23111 x11_2 <= 0.5 gini = 0.314 samples = 41 value = [8, 33] 23110->23111 23138 gini = 0.0 samples = 1 value = [0, 1] 23110->23138 23112 x11_3 <= 0.5 gini = 0.32 samples = 40 value = [8, 32] 23111->23112 23137 gini = 0.0 samples = 1 value = [0, 1] 23111->23137 23113 log_spend <= 6.209 gini = 0.295 samples = 39 value = [7, 32] 23112->23113 23136 gini = 0.0 samples = 1 value = [1, 0] 23112->23136 23114 x13_4 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 23113->23114 23121 x1_MA <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 23113->23121 23115 x11_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 23114->23115 23120 gini = 0.0 samples = 6 value = [0, 6] 23114->23120 23116 x1_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 23115->23116 23119 gini = 0.0 samples = 1 value = [1, 0] 23115->23119 23117 gini = 0.5 samples = 4 value = [2, 2] 23116->23117 23118 gini = 0.0 samples = 1 value = [1, 0] 23116->23118 23122 x12_0 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 23121->23122 23135 gini = 0.0 samples = 8 value = [0, 8] 23121->23135 23123 gini = 0.0 samples = 3 value = [0, 3] 23122->23123 23124 x1_NA <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 23122->23124 23125 x13_1 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 23124->23125 23134 gini = 0.0 samples = 4 value = [0, 4] 23124->23134 23126 x16_cardio <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23125->23126 23131 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23125->23131 23127 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23126->23127 23130 gini = 0.0 samples = 1 value = [0, 1] 23126->23130 23128 gini = 0.0 samples = 4 value = [0, 4] 23127->23128 23129 gini = 0.5 samples = 2 value = [1, 1] 23127->23129 23132 gini = 0.375 samples = 4 value = [1, 3] 23131->23132 23133 gini = 0.0 samples = 1 value = [1, 0] 23131->23133 23140 x7_VT <= 0.5 gini = 0.24 samples = 179 value = [25, 154] 23139->23140 23267 x14_11 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 23139->23267 23141 x7_LA <= 0.5 gini = 0.243 samples = 177 value = [25, 152] 23140->23141 23266 gini = 0.0 samples = 2 value = [0, 2] 23140->23266 23142 x13_1 <= 0.5 gini = 0.237 samples = 175 value = [24, 151] 23141->23142 23265 gini = 0.5 samples = 2 value = [1, 1] 23141->23265 23143 x7_CA <= 0.5 gini = 0.237 samples = 131 value = [18, 113] 23142->23143 23228 x14_9 <= 0.5 gini = 0.236 samples = 44 value = [6, 38] 23142->23228 23144 x7_MA <= 0.5 gini = 0.266 samples = 114 value = [18, 96] 23143->23144 23227 gini = 0.0 samples = 17 value = [0, 17] 23143->23227 23145 x7_FL <= 0.5 gini = 0.278 samples = 108 value = [18, 90] 23144->23145 23226 gini = 0.0 samples = 6 value = [0, 6] 23144->23226 23146 x7_PA <= 0.5 gini = 0.293 samples = 101 value = [18, 83] 23145->23146 23225 gini = 0.0 samples = 7 value = [0, 7] 23145->23225 23147 x7_MO <= 0.5 gini = 0.275 samples = 97 value = [16, 81] 23146->23147 23224 gini = 0.5 samples = 4 value = [2, 2] 23146->23224 23148 x12_0 <= 0.5 gini = 0.266 samples = 95 value = [15, 80] 23147->23148 23223 gini = 0.5 samples = 2 value = [1, 1] 23147->23223 23149 x14_7 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 23148->23149 23166 x7_IL <= 0.5 gini = 0.296 samples = 72 value = [13, 59] 23148->23166 23150 x14_4 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 23149->23150 23165 gini = 0.0 samples = 4 value = [0, 4] 23149->23165 23151 x7_WA <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 23150->23151 23164 gini = 0.0 samples = 1 value = [0, 1] 23150->23164 23152 x14_2 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 23151->23152 23163 gini = 0.0 samples = 2 value = [0, 2] 23151->23163 23153 x13_2 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 23152->23153 23162 gini = 0.0 samples = 2 value = [0, 2] 23152->23162 23154 gini = 0.0 samples = 4 value = [0, 4] 23153->23154 23155 x7_KY <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23153->23155 23156 x14_11 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23155->23156 23161 gini = 0.0 samples = 1 value = [0, 1] 23155->23161 23157 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23156->23157 23160 gini = 0.5 samples = 2 value = [1, 1] 23156->23160 23158 gini = 0.375 samples = 4 value = [1, 3] 23157->23158 23159 gini = 0.0 samples = 3 value = [0, 3] 23157->23159 23167 x7_CT <= 0.5 gini = 0.309 samples = 68 value = [13, 55] 23166->23167 23222 gini = 0.0 samples = 4 value = [0, 4] 23166->23222 23168 x13_2 <= 0.5 gini = 0.313 samples = 67 value = [13, 54] 23167->23168 23221 gini = 0.0 samples = 1 value = [0, 1] 23167->23221 23169 x7_NM <= 0.5 gini = 0.188 samples = 38 value = [4, 34] 23168->23169 23194 x14_11 <= 0.5 gini = 0.428 samples = 29 value = [9, 20] 23168->23194 23170 x7_CO <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 23169->23170 23193 gini = 0.0 samples = 1 value = [0, 1] 23169->23193 23171 x7_SC <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 23170->23171 23192 gini = 0.0 samples = 3 value = [0, 3] 23170->23192 23172 x7_AL <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 23171->23172 23191 gini = 0.0 samples = 2 value = [0, 2] 23171->23191 23173 log_spend <= 8.134 gini = 0.225 samples = 31 value = [4, 27] 23172->23173 23190 gini = 0.0 samples = 1 value = [0, 1] 23172->23190 23174 x14_7 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 23173->23174 23189 gini = 0.444 samples = 3 value = [2, 1] 23173->23189 23175 x14_11 <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 23174->23175 23188 gini = 0.0 samples = 5 value = [0, 5] 23174->23188 23176 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 23175->23176 23187 gini = 0.444 samples = 3 value = [1, 2] 23175->23187 23177 x7_WA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 23176->23177 23186 gini = 0.0 samples = 4 value = [0, 4] 23176->23186 23178 x7_MI <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 23177->23178 23185 gini = 0.0 samples = 1 value = [0, 1] 23177->23185 23179 log_spend <= 7.18 gini = 0.133 samples = 14 value = [1, 13] 23178->23179 23184 gini = 0.0 samples = 1 value = [0, 1] 23178->23184 23180 gini = 0.0 samples = 7 value = [0, 7] 23179->23180 23181 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23179->23181 23182 gini = 0.0 samples = 5 value = [0, 5] 23181->23182 23183 gini = 0.5 samples = 2 value = [1, 1] 23181->23183 23195 x7_SC <= 0.5 gini = 0.417 samples = 27 value = [8, 19] 23194->23195 23220 gini = 0.5 samples = 2 value = [1, 1] 23194->23220 23196 x7_TN <= 0.5 gini = 0.393 samples = 26 value = [7, 19] 23195->23196 23219 gini = 0.0 samples = 1 value = [1, 0] 23195->23219 23197 x7_OK <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 23196->23197 23218 gini = 0.0 samples = 1 value = [1, 0] 23196->23218 23198 x7_MD <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 23197->23198 23217 gini = 0.0 samples = 1 value = [0, 1] 23197->23217 23199 log_spend <= 8.071 gini = 0.386 samples = 23 value = [6, 17] 23198->23199 23216 gini = 0.0 samples = 1 value = [0, 1] 23198->23216 23200 x14_12 <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 23199->23200 23215 gini = 0.0 samples = 6 value = [0, 6] 23199->23215 23201 x7_IN <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 23200->23201 23214 gini = 0.0 samples = 1 value = [1, 0] 23200->23214 23202 x14_4 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 23201->23202 23213 gini = 0.0 samples = 2 value = [0, 2] 23201->23213 23203 log_spend <= 7.047 gini = 0.426 samples = 13 value = [4, 9] 23202->23203 23212 gini = 0.0 samples = 1 value = [1, 0] 23202->23212 23204 x7_AL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23203->23204 23209 log_spend <= 7.34 gini = 0.48 samples = 5 value = [3, 2] 23203->23209 23205 x7_GA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23204->23205 23208 gini = 0.0 samples = 1 value = [0, 1] 23204->23208 23206 gini = 0.375 samples = 4 value = [1, 3] 23205->23206 23207 gini = 0.0 samples = 3 value = [0, 3] 23205->23207 23210 gini = 0.0 samples = 2 value = [2, 0] 23209->23210 23211 gini = 0.444 samples = 3 value = [1, 2] 23209->23211 23229 x11_30 <= 0.5 gini = 0.219 samples = 40 value = [5, 35] 23228->23229 23264 gini = 0.375 samples = 4 value = [1, 3] 23228->23264 23230 gini = 0.444 samples = 3 value = [1, 2] 23229->23230 23231 x7_OK <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 23229->23231 23232 x14_4 <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 23231->23232 23263 gini = 0.0 samples = 1 value = [0, 1] 23231->23263 23233 x14_11 <= 0.5 gini = 0.213 samples = 33 value = [4, 29] 23232->23233 23262 gini = 0.0 samples = 3 value = [0, 3] 23232->23262 23234 x7_PA <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 23233->23234 23261 gini = 0.375 samples = 4 value = [1, 3] 23233->23261 23235 x7_TN <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 23234->23235 23260 gini = 0.0 samples = 1 value = [0, 1] 23234->23260 23236 x7_UT <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 23235->23236 23259 gini = 0.0 samples = 1 value = [0, 1] 23235->23259 23237 x7_WI <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 23236->23237 23258 gini = 0.0 samples = 1 value = [0, 1] 23236->23258 23238 x14_3 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 23237->23238 23257 gini = 0.0 samples = 1 value = [0, 1] 23237->23257 23239 x7_ME <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 23238->23239 23256 gini = 0.375 samples = 4 value = [1, 3] 23238->23256 23240 x14_12 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 23239->23240 23255 gini = 0.0 samples = 1 value = [0, 1] 23239->23255 23241 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 23240->23241 23252 x7_AZ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23240->23252 23242 x7_TX <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 23241->23242 23251 gini = 0.0 samples = 2 value = [0, 2] 23241->23251 23243 x14_7 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 23242->23243 23250 gini = 0.0 samples = 1 value = [0, 1] 23242->23250 23244 x14_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23243->23244 23249 gini = 0.0 samples = 4 value = [0, 4] 23243->23249 23245 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23244->23245 23248 gini = 0.0 samples = 3 value = [0, 3] 23244->23248 23246 gini = 0.0 samples = 3 value = [0, 3] 23245->23246 23247 gini = 0.5 samples = 2 value = [1, 1] 23245->23247 23253 gini = 0.375 samples = 4 value = [1, 3] 23252->23253 23254 gini = 0.0 samples = 1 value = [0, 1] 23252->23254 23268 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23267->23268 23271 gini = 0.0 samples = 1 value = [0, 1] 23267->23271 23269 gini = 0.444 samples = 3 value = [1, 2] 23268->23269 23270 gini = 0.444 samples = 3 value = [1, 2] 23268->23270 23273 x13_2 <= 0.5 gini = 0.324 samples = 167 value = [34, 133] 23272->23273 23362 gini = 0.0 samples = 4 value = [0, 4] 23272->23362 23274 x1_DC <= 0.5 gini = 0.191 samples = 131 value = [14, 117] 23273->23274 23327 x17_other <= 0.5 gini = 0.494 samples = 36 value = [20, 16] 23273->23327 23275 x7_NM <= 0.5 gini = 0.192 samples = 130 value = [14, 116] 23274->23275 23326 gini = 0.0 samples = 1 value = [0, 1] 23274->23326 23276 x7_AZ <= 0.5 gini = 0.193 samples = 129 value = [14, 115] 23275->23276 23325 gini = 0.0 samples = 1 value = [0, 1] 23275->23325 23277 x7_ID <= 0.5 gini = 0.186 samples = 125 value = [13, 112] 23276->23277 23324 gini = 0.375 samples = 4 value = [1, 3] 23276->23324 23278 x17_sanofi <= 0.5 gini = 0.176 samples = 123 value = [12, 111] 23277->23278 23323 gini = 0.5 samples = 2 value = [1, 1] 23277->23323 23279 x12_0 <= 0.5 gini = 0.156 samples = 117 value = [10, 107] 23278->23279 23318 x13_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23278->23318 23280 gini = 0.375 samples = 4 value = [3, 1] 23279->23280 23281 x7_OH <= 0.5 gini = 0.116 samples = 113 value = [7, 106] 23279->23281 23282 x7_OR <= 0.5 gini = 0.123 samples = 106 value = [7, 99] 23281->23282 23317 gini = 0.0 samples = 7 value = [0, 7] 23281->23317 23283 x0_Great Britain (Uk) <= 0.5 gini = 0.124 samples = 105 value = [7, 98] 23282->23283 23316 gini = 0.0 samples = 1 value = [0, 1] 23282->23316 23284 x1_TN <= 0.5 gini = 0.127 samples = 103 value = [7, 96] 23283->23284 23315 gini = 0.0 samples = 2 value = [0, 2] 23283->23315 23285 x7_AL <= 0.5 gini = 0.111 samples = 102 value = [6, 96] 23284->23285 23314 gini = 0.0 samples = 1 value = [1, 0] 23284->23314 23286 x7_TX <= 0.5 gini = 0.095 samples = 100 value = [5, 95] 23285->23286 23313 gini = 0.5 samples = 2 value = [1, 1] 23285->23313 23287 x7_CA <= 0.5 gini = 0.062 samples = 93 value = [3, 90] 23286->23287 23308 x11_30 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 23286->23308 23288 x0_United States <= 0.5 gini = 0.084 samples = 68 value = [3, 65] 23287->23288 23307 gini = 0.0 samples = 25 value = [0, 25] 23287->23307 23289 gini = 0.0 samples = 3 value = [0, 3] 23288->23289 23290 x1_CO <= 0.5 gini = 0.088 samples = 65 value = [3, 62] 23288->23290 23291 x17_other <= 0.5 gini = 0.089 samples = 64 value = [3, 61] 23290->23291 23306 gini = 0.0 samples = 1 value = [0, 1] 23290->23306 23292 gini = 0.5 samples = 2 value = [1, 1] 23291->23292 23293 x7_TN <= 0.5 gini = 0.062 samples = 62 value = [2, 60] 23291->23293 23294 x1_MA <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 23293->23294 23305 gini = 0.5 samples = 2 value = [1, 1] 23293->23305 23295 gini = 0.0 samples = 40 value = [0, 40] 23294->23295 23296 x7_NC <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 23294->23296 23297 log_spend <= 6.999 gini = 0.111 samples = 17 value = [1, 16] 23296->23297 23304 gini = 0.0 samples = 3 value = [0, 3] 23296->23304 23298 gini = 0.0 samples = 9 value = [0, 9] 23297->23298 23299 x7_MA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23297->23299 23300 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23299->23300 23303 gini = 0.0 samples = 2 value = [0, 2] 23299->23303 23301 gini = 0.0 samples = 1 value = [1, 0] 23300->23301 23302 gini = 0.0 samples = 5 value = [0, 5] 23300->23302 23309 x11_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23308->23309 23312 gini = 0.0 samples = 2 value = [0, 2] 23308->23312 23310 gini = 0.444 samples = 3 value = [2, 1] 23309->23310 23311 gini = 0.0 samples = 2 value = [0, 2] 23309->23311 23319 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23318->23319 23322 gini = 0.0 samples = 1 value = [0, 1] 23318->23322 23320 gini = 0.375 samples = 4 value = [1, 3] 23319->23320 23321 gini = 0.0 samples = 1 value = [1, 0] 23319->23321 23328 x11_0 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 23327->23328 23335 x7_LA <= 0.5 gini = 0.499 samples = 29 value = [14, 15] 23327->23335 23329 x7_ID <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 23328->23329 23334 gini = 0.0 samples = 1 value = [1, 0] 23328->23334 23330 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 23329->23330 23333 gini = 0.0 samples = 1 value = [1, 0] 23329->23333 23331 gini = 0.375 samples = 4 value = [3, 1] 23330->23331 23332 gini = 0.0 samples = 1 value = [1, 0] 23330->23332 23336 x11_2 <= 0.5 gini = 0.5 samples = 28 value = [14, 14] 23335->23336 23361 gini = 0.0 samples = 1 value = [0, 1] 23335->23361 23337 x10_710 <= 0.5 gini = 0.499 samples = 27 value = [13, 14] 23336->23337 23360 gini = 0.0 samples = 1 value = [1, 0] 23336->23360 23338 x16_cardio <= 0.5 gini = 0.499 samples = 25 value = [13, 12] 23337->23338 23359 gini = 0.0 samples = 2 value = [0, 2] 23337->23359 23339 x7_MO <= 0.5 gini = 0.497 samples = 24 value = [13, 11] 23338->23339 23358 gini = 0.0 samples = 1 value = [0, 1] 23338->23358 23340 x7_IL <= 0.5 gini = 0.491 samples = 23 value = [13, 10] 23339->23340 23357 gini = 0.0 samples = 1 value = [0, 1] 23339->23357 23341 x7_AZ <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 23340->23341 23356 gini = 0.0 samples = 1 value = [1, 0] 23340->23356 23342 log_spend <= 5.953 gini = 0.495 samples = 20 value = [11, 9] 23341->23342 23355 gini = 0.5 samples = 2 value = [1, 1] 23341->23355 23343 gini = 0.375 samples = 4 value = [1, 3] 23342->23343 23344 x7_CA <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 23342->23344 23345 x11_10 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 23344->23345 23354 gini = 0.375 samples = 4 value = [3, 1] 23344->23354 23346 x1_PA <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 23345->23346 23353 gini = 0.0 samples = 1 value = [1, 0] 23345->23353 23347 x7_MI <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 23346->23347 23352 gini = 0.0 samples = 1 value = [0, 1] 23346->23352 23348 x1_CA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 23347->23348 23351 gini = 0.444 samples = 3 value = [2, 1] 23347->23351 23349 gini = 0.5 samples = 4 value = [2, 2] 23348->23349 23350 gini = 0.444 samples = 3 value = [2, 1] 23348->23350 23365 x7_NC <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 23364->23365 23378 gini = 0.5 samples = 2 value = [1, 1] 23364->23378 23366 log_spend <= 5.53 gini = 0.473 samples = 13 value = [5, 8] 23365->23366 23377 gini = 0.0 samples = 1 value = [1, 0] 23365->23377 23367 gini = 0.0 samples = 1 value = [1, 0] 23366->23367 23368 x7_PA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 23366->23368 23369 x14_9 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 23368->23369 23376 gini = 0.0 samples = 1 value = [0, 1] 23368->23376 23370 x13_4 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 23369->23370 23375 gini = 0.0 samples = 2 value = [0, 2] 23369->23375 23371 log_spend <= 6.084 gini = 0.49 samples = 7 value = [3, 4] 23370->23371 23374 gini = 0.5 samples = 2 value = [1, 1] 23370->23374 23372 gini = 0.0 samples = 3 value = [0, 3] 23371->23372 23373 gini = 0.375 samples = 4 value = [3, 1] 23371->23373 23384 x17_sanofi <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23383->23384 23387 gini = 0.0 samples = 3 value = [3, 0] 23383->23387 23385 gini = 0.375 samples = 4 value = [1, 3] 23384->23385 23386 gini = 0.0 samples = 1 value = [0, 1] 23384->23386 23389 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23388->23389 23392 x11_30 <= 0.5 gini = 0.391 samples = 105 value = [28, 77] 23388->23392 23390 gini = 0.444 samples = 3 value = [1, 2] 23389->23390 23391 gini = 0.0 samples = 2 value = [0, 2] 23389->23391 23393 x10_580 <= 0.5 gini = 0.41 samples = 87 value = [25, 62] 23392->23393 23456 log_spend <= 8.255 gini = 0.278 samples = 18 value = [3, 15] 23392->23456 23394 x13_6 <= 0.5 gini = 0.412 samples = 86 value = [25, 61] 23393->23394 23455 gini = 0.0 samples = 1 value = [0, 1] 23393->23455 23395 x16_cardio <= 0.5 gini = 0.417 samples = 81 value = [24, 57] 23394->23395 23452 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23394->23452 23396 x12_100000000286 <= 0.5 gini = 0.385 samples = 77 value = [20, 57] 23395->23396 23451 gini = 0.0 samples = 4 value = [4, 0] 23395->23451 23397 x1_NJ <= 0.5 gini = 0.388 samples = 76 value = [20, 56] 23396->23397 23450 gini = 0.0 samples = 1 value = [0, 1] 23396->23450 23398 x1_IL <= 0.5 gini = 0.371 samples = 61 value = [15, 46] 23397->23398 23439 x17_janssen <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 23397->23439 23399 x17_other <= 0.5 gini = 0.38 samples = 55 value = [14, 41] 23398->23399 23436 log_spend <= 7.448 gini = 0.278 samples = 6 value = [1, 5] 23398->23436 23400 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 23399->23400 23403 x1_MA <= 0.5 gini = 0.305 samples = 48 value = [9, 39] 23399->23403 23401 gini = 0.0 samples = 3 value = [3, 0] 23400->23401 23402 gini = 0.5 samples = 4 value = [2, 2] 23400->23402 23404 x13_4 <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 23403->23404 23427 x14_4 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 23403->23427 23405 x14_8 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 23404->23405 23416 x14_12 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 23404->23416 23406 x14_2 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 23405->23406 23415 gini = 0.0 samples = 3 value = [0, 3] 23405->23415 23407 x1_NC <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 23406->23407 23414 gini = 0.0 samples = 2 value = [0, 2] 23406->23414 23408 x14_6 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23407->23408 23413 gini = 0.5 samples = 2 value = [1, 1] 23407->23413 23409 x14_12 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 23408->23409 23412 gini = 0.0 samples = 1 value = [1, 0] 23408->23412 23410 gini = 0.375 samples = 4 value = [1, 3] 23409->23410 23411 gini = 0.0 samples = 5 value = [0, 5] 23409->23411 23417 x1_IN <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 23416->23417 23426 gini = 0.0 samples = 1 value = [0, 1] 23416->23426 23418 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 23417->23418 23425 gini = 0.0 samples = 1 value = [1, 0] 23417->23425 23419 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 23418->23419 23424 gini = 0.0 samples = 2 value = [0, 2] 23418->23424 23420 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23419->23420 23423 gini = 0.0 samples = 1 value = [1, 0] 23419->23423 23421 gini = 0.0 samples = 1 value = [1, 0] 23420->23421 23422 gini = 0.375 samples = 4 value = [1, 3] 23420->23422 23428 x13_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 23427->23428 23431 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23427->23431 23429 gini = 0.0 samples = 11 value = [0, 11] 23428->23429 23430 gini = 0.444 samples = 3 value = [1, 2] 23428->23430 23432 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23431->23432 23435 gini = 0.0 samples = 1 value = [0, 1] 23431->23435 23433 gini = 0.375 samples = 4 value = [1, 3] 23432->23433 23434 gini = 0.0 samples = 2 value = [0, 2] 23432->23434 23437 gini = 0.0 samples = 3 value = [0, 3] 23436->23437 23438 gini = 0.444 samples = 3 value = [1, 2] 23436->23438 23440 x14_4 <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 23439->23440 23449 gini = 0.0 samples = 2 value = [0, 2] 23439->23449 23441 x14_6 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 23440->23441 23448 gini = 0.444 samples = 3 value = [2, 1] 23440->23448 23442 x13_1 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23441->23442 23447 gini = 0.0 samples = 1 value = [1, 0] 23441->23447 23443 log_spend <= 8.157 gini = 0.278 samples = 6 value = [1, 5] 23442->23443 23446 gini = 0.444 samples = 3 value = [1, 2] 23442->23446 23444 gini = 0.0 samples = 5 value = [0, 5] 23443->23444 23445 gini = 0.0 samples = 1 value = [1, 0] 23443->23445 23453 gini = 0.0 samples = 1 value = [1, 0] 23452->23453 23454 gini = 0.0 samples = 4 value = [0, 4] 23452->23454 23457 x1_MA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 23456->23457 23468 gini = 0.5 samples = 2 value = [1, 1] 23456->23468 23458 x14_6 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 23457->23458 23467 gini = 0.0 samples = 1 value = [0, 1] 23457->23467 23459 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 23458->23459 23466 gini = 0.5 samples = 2 value = [1, 1] 23458->23466 23460 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23459->23460 23465 gini = 0.0 samples = 5 value = [0, 5] 23459->23465 23461 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23460->23461 23464 gini = 0.0 samples = 3 value = [0, 3] 23460->23464 23462 gini = 0.375 samples = 4 value = [1, 3] 23461->23462 23463 gini = 0.0 samples = 1 value = [0, 1] 23461->23463 23472 x7_MI <= 0.5 gini = 0.491 samples = 111 value = [48, 63] 23471->23472 23573 gini = 0.0 samples = 5 value = [0, 5] 23471->23573 23473 x13_4 <= 0.5 gini = 0.49 samples = 107 value = [46, 61] 23472->23473 23572 gini = 0.5 samples = 4 value = [2, 2] 23472->23572 23474 x1_NJ <= 0.5 gini = 0.48 samples = 65 value = [26, 39] 23473->23474 23529 x7_WA <= 0.5 gini = 0.499 samples = 42 value = [20, 22] 23473->23529 23475 x14_7 <= 0.5 gini = 0.5 samples = 53 value = [26, 27] 23474->23475 23528 gini = 0.0 samples = 12 value = [0, 12] 23474->23528 23476 log_spend <= 7.863 gini = 0.5 samples = 50 value = [25, 25] 23475->23476 23527 gini = 0.444 samples = 3 value = [1, 2] 23475->23527 23477 x14_2 <= 0.5 gini = 0.48 samples = 35 value = [21, 14] 23476->23477 23512 x14_12 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 23476->23512 23478 x7_OH <= 0.5 gini = 0.469 samples = 32 value = [20, 12] 23477->23478 23511 gini = 0.444 samples = 3 value = [1, 2] 23477->23511 23479 x7_MS <= 0.5 gini = 0.48 samples = 30 value = [18, 12] 23478->23479 23510 gini = 0.0 samples = 2 value = [2, 0] 23478->23510 23480 x14_5 <= 0.5 gini = 0.485 samples = 29 value = [17, 12] 23479->23480 23509 gini = 0.0 samples = 1 value = [1, 0] 23479->23509 23481 x7_KY <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 23480->23481 23506 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23480->23506 23482 x7_NJ <= 0.5 gini = 0.463 samples = 22 value = [14, 8] 23481->23482 23505 gini = 0.0 samples = 1 value = [1, 0] 23481->23505 23483 x1_IL <= 0.5 gini = 0.472 samples = 21 value = [13, 8] 23482->23483 23504 gini = 0.0 samples = 1 value = [1, 0] 23482->23504 23484 x7_TX <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 23483->23484 23503 gini = 0.0 samples = 1 value = [1, 0] 23483->23503 23485 x14_6 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 23484->23485 23502 gini = 0.0 samples = 1 value = [0, 1] 23484->23502 23486 x1_NC <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 23485->23486 23501 gini = 0.5 samples = 2 value = [1, 1] 23485->23501 23487 x7_ND <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 23486->23487 23500 gini = 0.0 samples = 2 value = [2, 0] 23486->23500 23488 x7_NY <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 23487->23488 23499 gini = 0.0 samples = 1 value = [1, 0] 23487->23499 23489 x14_4 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 23488->23489 23498 gini = 0.444 samples = 3 value = [2, 1] 23488->23498 23490 x7_KS <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 23489->23490 23497 gini = 0.0 samples = 1 value = [0, 1] 23489->23497 23491 x14_12 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 23490->23491 23496 gini = 0.0 samples = 1 value = [0, 1] 23490->23496 23492 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 23491->23492 23495 gini = 0.444 samples = 3 value = [2, 1] 23491->23495 23493 gini = 0.444 samples = 3 value = [2, 1] 23492->23493 23494 gini = 0.444 samples = 3 value = [2, 1] 23492->23494 23507 gini = 0.5 samples = 4 value = [2, 2] 23506->23507 23508 gini = 0.0 samples = 2 value = [0, 2] 23506->23508 23513 x14_2 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 23512->23513 23526 gini = 0.375 samples = 4 value = [1, 3] 23512->23526 23514 x7_PA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23513->23514 23525 gini = 0.0 samples = 1 value = [1, 0] 23513->23525 23515 x7_CT <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 23514->23515 23524 gini = 0.0 samples = 2 value = [0, 2] 23514->23524 23516 x14_11 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 23515->23516 23523 gini = 0.0 samples = 1 value = [0, 1] 23515->23523 23517 x7_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23516->23517 23522 gini = 0.0 samples = 1 value = [0, 1] 23516->23522 23518 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23517->23518 23521 gini = 0.0 samples = 1 value = [0, 1] 23517->23521 23519 gini = 0.5 samples = 2 value = [1, 1] 23518->23519 23520 gini = 0.444 samples = 3 value = [1, 2] 23518->23520 23530 x14_5 <= 0.5 gini = 0.5 samples = 41 value = [20, 21] 23529->23530 23571 gini = 0.0 samples = 1 value = [0, 1] 23529->23571 23531 x14_3 <= 0.5 gini = 0.491 samples = 30 value = [17, 13] 23530->23531 23560 x1_PA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 23530->23560 23532 x7_TX <= 0.5 gini = 0.497 samples = 26 value = [14, 12] 23531->23532 23559 gini = 0.375 samples = 4 value = [3, 1] 23531->23559 23533 x14_12 <= 0.5 gini = 0.497 samples = 24 value = [13, 11] 23532->23533 23558 gini = 0.5 samples = 2 value = [1, 1] 23532->23558 23534 x7_FL <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 23533->23534 23557 gini = 0.5 samples = 2 value = [1, 1] 23533->23557 23535 x7_CA <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 23534->23535 23556 gini = 0.0 samples = 2 value = [0, 2] 23534->23556 23536 x14_4 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 23535->23536 23555 gini = 0.5 samples = 2 value = [1, 1] 23535->23555 23537 x7_AL <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 23536->23537 23554 gini = 0.0 samples = 2 value = [2, 0] 23536->23554 23538 x7_KY <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 23537->23538 23553 gini = 0.0 samples = 1 value = [1, 0] 23537->23553 23539 x14_2 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 23538->23539 23552 gini = 0.0 samples = 2 value = [2, 0] 23538->23552 23540 x14_7 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 23539->23540 23551 gini = 0.444 samples = 3 value = [2, 1] 23539->23551 23541 x7_LA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 23540->23541 23550 gini = 0.0 samples = 2 value = [2, 0] 23540->23550 23542 x1_NY <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 23541->23542 23549 gini = 0.0 samples = 1 value = [0, 1] 23541->23549 23543 x7_VA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23542->23543 23548 gini = 0.0 samples = 1 value = [1, 0] 23542->23548 23544 x7_OK <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23543->23544 23547 gini = 0.0 samples = 1 value = [0, 1] 23543->23547 23545 gini = 0.375 samples = 4 value = [1, 3] 23544->23545 23546 gini = 0.0 samples = 1 value = [0, 1] 23544->23546 23561 x7_NC <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23560->23561 23570 gini = 0.0 samples = 1 value = [1, 0] 23560->23570 23562 x1_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23561->23562 23569 gini = 0.0 samples = 1 value = [0, 1] 23561->23569 23563 gini = 0.0 samples = 1 value = [1, 0] 23562->23563 23564 x7_TX <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23562->23564 23565 log_spend <= 7.423 gini = 0.245 samples = 7 value = [1, 6] 23564->23565 23568 gini = 0.0 samples = 1 value = [0, 1] 23564->23568 23566 gini = 0.0 samples = 5 value = [0, 5] 23565->23566 23567 gini = 0.5 samples = 2 value = [1, 1] 23565->23567 23575 gini = 0.375 samples = 4 value = [3, 1] 23574->23575 23576 gini = 0.0 samples = 1 value = [1, 0] 23574->23576 23579 x0_United States <= 0.5 gini = 0.119 samples = 157 value = [10, 147] 23578->23579 23630 x17_pfizer <= 0.5 gini = 0.159 samples = 92 value = [8, 84] 23578->23630 23580 x0_Great Britain (Uk) <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23579->23580 23585 x12_0 <= 0.5 gini = 0.112 samples = 151 value = [9, 142] 23579->23585 23581 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23580->23581 23584 gini = 0.0 samples = 1 value = [0, 1] 23580->23584 23582 gini = 0.0 samples = 3 value = [0, 3] 23581->23582 23583 gini = 0.5 samples = 2 value = [1, 1] 23581->23583 23586 gini = 0.0 samples = 9 value = [0, 9] 23585->23586 23587 x7_VA <= 0.5 gini = 0.119 samples = 142 value = [9, 133] 23585->23587 23588 x10_580 <= 0.5 gini = 0.12 samples = 141 value = [9, 132] 23587->23588 23629 gini = 0.0 samples = 1 value = [0, 1] 23587->23629 23589 x11_20 <= 0.5 gini = 0.12 samples = 140 value = [9, 131] 23588->23589 23628 gini = 0.0 samples = 1 value = [0, 1] 23588->23628 23590 log_spend <= 8.433 gini = 0.122 samples = 138 value = [9, 129] 23589->23590 23627 gini = 0.0 samples = 2 value = [0, 2] 23589->23627 23591 x1_NC <= 0.5 gini = 0.11 samples = 137 value = [8, 129] 23590->23591 23626 gini = 0.0 samples = 1 value = [1, 0] 23590->23626 23592 x17_sanofi <= 0.5 gini = 0.122 samples = 123 value = [8, 115] 23591->23592 23625 gini = 0.0 samples = 14 value = [0, 14] 23591->23625 23593 x7_NJ <= 0.5 gini = 0.108 samples = 122 value = [7, 115] 23592->23593 23624 gini = 0.0 samples = 1 value = [1, 0] 23592->23624 23594 x7_MA <= 0.5 gini = 0.097 samples = 117 value = [6, 111] 23593->23594 23621 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23593->23621 23595 log_spend <= 6.213 gini = 0.083 samples = 115 value = [5, 110] 23594->23595 23620 gini = 0.5 samples = 2 value = [1, 1] 23594->23620 23596 x7_CA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 23595->23596 23599 x13_6 <= 0.5 gini = 0.059 samples = 99 value = [3, 96] 23595->23599 23597 gini = 0.0 samples = 12 value = [0, 12] 23596->23597 23598 gini = 0.5 samples = 4 value = [2, 2] 23596->23598 23600 x1_MA <= 0.5 gini = 0.065 samples = 89 value = [3, 86] 23599->23600 23619 gini = 0.0 samples = 10 value = [0, 10] 23599->23619 23601 x11_0 <= 0.5 gini = 0.083 samples = 69 value = [3, 66] 23600->23601 23618 gini = 0.0 samples = 20 value = [0, 20] 23600->23618 23602 x7_NC <= 0.5 gini = 0.1 samples = 57 value = [3, 54] 23601->23602 23617 gini = 0.0 samples = 12 value = [0, 12] 23601->23617 23603 x13_4 <= 0.5 gini = 0.107 samples = 53 value = [3, 50] 23602->23603 23616 gini = 0.0 samples = 4 value = [0, 4] 23602->23616 23604 x7_GA <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 23603->23604 23615 gini = 0.0 samples = 27 value = [0, 27] 23603->23615 23605 x16_cardio <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 23604->23605 23614 gini = 0.0 samples = 1 value = [0, 1] 23604->23614 23606 x1_IL <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 23605->23606 23613 gini = 0.0 samples = 1 value = [1, 0] 23605->23613 23607 x1_NJ <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 23606->23607 23612 gini = 0.0 samples = 10 value = [0, 10] 23606->23612 23608 x11_60 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23607->23608 23611 gini = 0.0 samples = 5 value = [0, 5] 23607->23611 23609 gini = 0.0 samples = 2 value = [2, 0] 23608->23609 23610 gini = 0.0 samples = 7 value = [0, 7] 23608->23610 23622 gini = 0.375 samples = 4 value = [1, 3] 23621->23622 23623 gini = 0.0 samples = 1 value = [0, 1] 23621->23623 23631 x16_other <= 0.5 gini = 0.164 samples = 89 value = [8, 81] 23630->23631 23664 gini = 0.0 samples = 3 value = [0, 3] 23630->23664 23632 gini = 0.5 samples = 2 value = [1, 1] 23631->23632 23633 x1_CA <= 0.5 gini = 0.148 samples = 87 value = [7, 80] 23631->23633 23634 log_spend <= 5.947 gini = 0.134 samples = 83 value = [6, 77] 23633->23634 23663 gini = 0.375 samples = 4 value = [1, 3] 23633->23663 23635 x5_Drug <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 23634->23635 23644 x6_NA <= 0.5 gini = 0.081 samples = 71 value = [3, 68] 23634->23644 23636 gini = 0.0 samples = 1 value = [1, 0] 23635->23636 23637 log_spend <= 5.786 gini = 0.298 samples = 11 value = [2, 9] 23635->23637 23638 x7_GA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 23637->23638 23643 gini = 0.0 samples = 1 value = [1, 0] 23637->23643 23639 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23638->23639 23642 gini = 0.0 samples = 4 value = [0, 4] 23638->23642 23640 gini = 0.0 samples = 4 value = [0, 4] 23639->23640 23641 gini = 0.5 samples = 2 value = [1, 1] 23639->23641 23645 x7_VA <= 0.5 gini = 0.082 samples = 70 value = [3, 67] 23644->23645 23662 gini = 0.0 samples = 1 value = [0, 1] 23644->23662 23646 x7_WI <= 0.5 gini = 0.086 samples = 67 value = [3, 64] 23645->23646 23661 gini = 0.0 samples = 3 value = [0, 3] 23645->23661 23647 x7_MD <= 0.5 gini = 0.089 samples = 64 value = [3, 61] 23646->23647 23660 gini = 0.0 samples = 3 value = [0, 3] 23646->23660 23648 x11_0 <= 0.5 gini = 0.091 samples = 63 value = [3, 60] 23647->23648 23659 gini = 0.0 samples = 1 value = [0, 1] 23647->23659 23649 log_spend <= 7.594 gini = 0.111 samples = 51 value = [3, 48] 23648->23649 23658 gini = 0.0 samples = 12 value = [0, 12] 23648->23658 23650 gini = 0.0 samples = 40 value = [0, 40] 23649->23650 23651 x7_GA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 23649->23651 23652 x1_NJ <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23651->23652 23657 gini = 0.0 samples = 1 value = [1, 0] 23651->23657 23653 log_spend <= 7.657 gini = 0.198 samples = 9 value = [1, 8] 23652->23653 23656 gini = 0.0 samples = 1 value = [1, 0] 23652->23656 23654 gini = 0.0 samples = 1 value = [1, 0] 23653->23654 23655 gini = 0.0 samples = 8 value = [0, 8] 23653->23655 23666 x1_NJ <= 0.5 gini = 0.491 samples = 127 value = [72, 55] 23665->23666 23753 x7_OR <= 0.5 gini = 0.304 samples = 759 value = [142, 617] 23665->23753 23667 x11_3 <= 0.5 gini = 0.498 samples = 107 value = [57, 50] 23666->23667 23746 x12_100000000067 <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 23666->23746 23668 x7_KS <= 0.5 gini = 0.499 samples = 105 value = [55, 50] 23667->23668 23745 gini = 0.0 samples = 2 value = [2, 0] 23667->23745 23669 x1_NA <= 0.5 gini = 0.498 samples = 104 value = [55, 49] 23668->23669 23744 gini = 0.0 samples = 1 value = [0, 1] 23668->23744 23670 x7_CT <= 0.5 gini = 0.494 samples = 94 value = [52, 42] 23669->23670 23735 x7_IL <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 23669->23735 23671 x17_sanofi <= 0.5 gini = 0.491 samples = 92 value = [52, 40] 23670->23671 23734 gini = 0.0 samples = 2 value = [0, 2] 23670->23734 23672 x14_8 <= 0.5 gini = 0.48 samples = 70 value = [42, 28] 23671->23672 23717 x11_1 <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 23671->23717 23673 x7_AL <= 0.5 gini = 0.476 samples = 64 value = [39, 25] 23672->23673 23712 x7_NY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 23672->23712 23674 x16_immun <= 0.5 gini = 0.479 samples = 63 value = [38, 25] 23673->23674 23711 gini = 0.0 samples = 1 value = [1, 0] 23673->23711 23675 x17_abbvie, <= 0.5 gini = 0.481 samples = 62 value = [37, 25] 23674->23675 23710 gini = 0.0 samples = 1 value = [1, 0] 23674->23710 23676 x7_MO <= 0.5 gini = 0.485 samples = 58 value = [34, 24] 23675->23676 23709 gini = 0.375 samples = 4 value = [3, 1] 23675->23709 23677 x5_Drug <= 0.5 gini = 0.488 samples = 57 value = [33, 24] 23676->23677 23708 gini = 0.0 samples = 1 value = [1, 0] 23676->23708 23678 gini = 0.0 samples = 1 value = [1, 0] 23677->23678 23679 x11_2 <= 0.5 gini = 0.49 samples = 56 value = [32, 24] 23677->23679 23680 x1_PA <= 0.5 gini = 0.494 samples = 54 value = [30, 24] 23679->23680 23707 gini = 0.0 samples = 2 value = [2, 0] 23679->23707 23681 x11_10 <= 0.5 gini = 0.5 samples = 49 value = [25, 24] 23680->23681 23706 gini = 0.0 samples = 5 value = [5, 0] 23680->23706 23682 x7_MA <= 0.5 gini = 0.499 samples = 46 value = [22, 24] 23681->23682 23705 gini = 0.0 samples = 3 value = [3, 0] 23681->23705 23683 x12_100000000286 <= 0.5 gini = 0.5 samples = 45 value = [22, 23] 23682->23683 23704 gini = 0.0 samples = 1 value = [0, 1] 23682->23704 23684 x1_MA <= 0.5 gini = 0.302 samples = 27 value = [22, 5] 23683->23684 23703 gini = 0.0 samples = 18 value = [0, 18] 23683->23703 23685 x7_MI <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 23684->23685 23702 gini = 0.0 samples = 8 value = [8, 0] 23684->23702 23686 x14_5 <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 23685->23686 23701 gini = 0.0 samples = 1 value = [1, 0] 23685->23701 23687 x7_MN <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 23686->23687 23700 gini = 0.0 samples = 2 value = [2, 0] 23686->23700 23688 x7_CA <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 23687->23688 23699 gini = 0.0 samples = 1 value = [0, 1] 23687->23699 23689 x14_12 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 23688->23689 23698 gini = 0.0 samples = 2 value = [2, 0] 23688->23698 23690 x7_WI <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 23689->23690 23697 gini = 0.5 samples = 2 value = [1, 1] 23689->23697 23691 x12_100000000108 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 23690->23691 23696 gini = 0.444 samples = 3 value = [1, 2] 23690->23696 23692 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 23691->23692 23695 gini = 0.0 samples = 1 value = [1, 0] 23691->23695 23693 gini = 0.0 samples = 5 value = [5, 0] 23692->23693 23694 gini = 0.5 samples = 2 value = [1, 1] 23692->23694 23713 x17_pfizer <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23712->23713 23716 gini = 0.0 samples = 1 value = [1, 0] 23712->23716 23714 gini = 0.5 samples = 4 value = [2, 2] 23713->23714 23715 gini = 0.0 samples = 1 value = [0, 1] 23713->23715 23718 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 23717->23718 23721 x7_CO <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 23717->23721 23719 gini = 0.0 samples = 7 value = [0, 7] 23718->23719 23720 gini = 0.5 samples = 2 value = [1, 1] 23718->23720 23722 log_spend <= 5.89 gini = 0.444 samples = 12 value = [8, 4] 23721->23722 23733 gini = 0.0 samples = 1 value = [1, 0] 23721->23733 23723 gini = 0.0 samples = 4 value = [4, 0] 23722->23723 23724 x14_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 23722->23724 23725 x14_8 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 23724->23725 23732 gini = 0.0 samples = 1 value = [1, 0] 23724->23732 23726 x7_WI <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23725->23726 23731 gini = 0.0 samples = 1 value = [1, 0] 23725->23731 23727 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23726->23727 23730 gini = 0.0 samples = 1 value = [0, 1] 23726->23730 23728 gini = 0.375 samples = 4 value = [1, 3] 23727->23728 23729 gini = 0.0 samples = 1 value = [1, 0] 23727->23729 23736 x14_8 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23735->23736 23743 gini = 0.0 samples = 1 value = [1, 0] 23735->23743 23737 x7_KY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23736->23737 23742 gini = 0.0 samples = 1 value = [1, 0] 23736->23742 23738 x0_Great Britain (Uk) <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23737->23738 23741 gini = 0.0 samples = 2 value = [0, 2] 23737->23741 23739 gini = 0.0 samples = 1 value = [1, 0] 23738->23739 23740 gini = 0.0 samples = 5 value = [0, 5] 23738->23740 23747 x11_20 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 23746->23747 23752 gini = 0.0 samples = 4 value = [0, 4] 23746->23752 23748 gini = 0.0 samples = 11 value = [11, 0] 23747->23748 23749 log_spend <= 7.201 gini = 0.32 samples = 5 value = [4, 1] 23747->23749 23750 gini = 0.0 samples = 4 value = [4, 0] 23749->23750 23751 gini = 0.0 samples = 1 value = [0, 1] 23749->23751 23754 x1_CT <= 0.5 gini = 0.306 samples = 754 value = [142, 612] 23753->23754 24249 gini = 0.0 samples = 5 value = [0, 5] 23753->24249 23755 x11_20 <= 0.5 gini = 0.302 samples = 751 value = [139, 612] 23754->23755 24248 gini = 0.0 samples = 3 value = [3, 0] 23754->24248 23756 x7_WV <= 0.5 gini = 0.297 samples = 740 value = [134, 606] 23755->23756 24235 x14_7 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 23755->24235 23757 x7_CT <= 0.5 gini = 0.294 samples = 738 value = [132, 606] 23756->23757 24234 gini = 0.0 samples = 2 value = [2, 0] 23756->24234 23758 log_spend <= 7.359 gini = 0.292 samples = 733 value = [130, 603] 23757->23758 24231 x11_60 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23757->24231 23759 x7_NY <= 0.5 gini = 0.2 samples = 443 value = [50, 393] 23758->23759 24006 x7_NA <= 0.5 gini = 0.4 samples = 290 value = [80, 210] 23758->24006 23760 x7_RI <= 0.5 gini = 0.176 samples = 399 value = [39, 360] 23759->23760 23971 x14_3 <= 0.5 gini = 0.375 samples = 44 value = [11, 33] 23759->23971 23761 x17_janssen <= 0.5 gini = 0.173 samples = 398 value = [38, 360] 23760->23761 23970 gini = 0.0 samples = 1 value = [1, 0] 23760->23970 23762 x0_Japan <= 0.5 gini = 0.182 samples = 375 value = [38, 337] 23761->23762 23969 gini = 0.0 samples = 23 value = [0, 23] 23761->23969 23763 x11_30 <= 0.5 gini = 0.186 samples = 366 value = [38, 328] 23762->23763 23968 gini = 0.0 samples = 9 value = [0, 9] 23762->23968 23764 x16_resp <= 0.5 gini = 0.2 samples = 292 value = [33, 259] 23763->23764 23931 x7_NJ <= 0.5 gini = 0.126 samples = 74 value = [5, 69] 23763->23931 23765 x7_NM <= 0.5 gini = 0.191 samples = 290 value = [31, 259] 23764->23765 23930 gini = 0.0 samples = 2 value = [2, 0] 23764->23930 23766 x7_CA <= 0.5 gini = 0.196 samples = 281 value = [31, 250] 23765->23766 23929 gini = 0.0 samples = 9 value = [0, 9] 23765->23929 23767 x14_6 <= 0.5 gini = 0.196 samples = 209 value = [23, 186] 23766->23767 23902 x1_CA <= 0.5 gini = 0.198 samples = 72 value = [8, 64] 23766->23902 23768 x7_UT <= 0.5 gini = 0.161 samples = 192 value = [17, 175] 23767->23768 23885 x7_LA <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 23767->23885 23769 x7_MA <= 0.5 gini = 0.163 samples = 190 value = [17, 173] 23768->23769 23884 gini = 0.0 samples = 2 value = [0, 2] 23768->23884 23770 x14_11 <= 0.5 gini = 0.17 samples = 181 value = [17, 164] 23769->23770 23883 gini = 0.0 samples = 9 value = [0, 9] 23769->23883 23771 x1_NA <= 0.5 gini = 0.148 samples = 162 value = [13, 149] 23770->23771 23862 x7_VA <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 23770->23862 23772 x14_9 <= 0.5 gini = 0.138 samples = 161 value = [12, 149] 23771->23772 23861 gini = 0.0 samples = 1 value = [1, 0] 23771->23861 23773 log_spend <= 5.905 gini = 0.116 samples = 145 value = [9, 136] 23772->23773 23850 x11_0 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 23772->23850 23774 x11_0 <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 23773->23774 23797 x16_immun <= 0.5 gini = 0.062 samples = 124 value = [4, 120] 23773->23797 23775 x14_12 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 23774->23775 23786 x7_MI <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 23774->23786 23776 x14_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 23775->23776 23785 gini = 0.0 samples = 1 value = [0, 1] 23775->23785 23777 x14_5 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 23776->23777 23784 gini = 0.0 samples = 1 value = [0, 1] 23776->23784 23778 x14_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23777->23778 23783 gini = 0.0 samples = 1 value = [1, 0] 23777->23783 23779 x12_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23778->23779 23782 gini = 0.0 samples = 1 value = [0, 1] 23778->23782 23780 gini = 0.444 samples = 3 value = [2, 1] 23779->23780 23781 gini = 0.0 samples = 2 value = [0, 2] 23779->23781 23787 x14_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 23786->23787 23796 gini = 0.0 samples = 1 value = [1, 0] 23786->23796 23788 x16_other <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23787->23788 23795 gini = 0.0 samples = 3 value = [0, 3] 23787->23795 23789 gini = 0.0 samples = 1 value = [0, 1] 23788->23789 23790 x1_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 23788->23790 23791 x1_CO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23790->23791 23794 gini = 0.0 samples = 1 value = [0, 1] 23790->23794 23792 gini = 0.0 samples = 5 value = [0, 5] 23791->23792 23793 gini = 0.0 samples = 1 value = [1, 0] 23791->23793 23798 x7_KS <= 0.5 gini = 0.063 samples = 123 value = [4, 119] 23797->23798 23849 gini = 0.0 samples = 1 value = [0, 1] 23797->23849 23799 x12_100000000108 <= 0.5 gini = 0.063 samples = 122 value = [4, 118] 23798->23799 23848 gini = 0.0 samples = 1 value = [0, 1] 23798->23848 23800 x7_NJ <= 0.5 gini = 0.072 samples = 107 value = [4, 103] 23799->23800 23847 gini = 0.0 samples = 15 value = [0, 15] 23799->23847 23801 x12_0 <= 0.5 gini = 0.075 samples = 103 value = [4, 99] 23800->23801 23846 gini = 0.0 samples = 4 value = [0, 4] 23800->23846 23802 gini = 0.0 samples = 30 value = [0, 30] 23801->23802 23803 x7_PA <= 0.5 gini = 0.104 samples = 73 value = [4, 69] 23801->23803 23804 x7_MD <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 23803->23804 23845 gini = 0.0 samples = 3 value = [0, 3] 23803->23845 23805 x10_0 <= 0.5 gini = 0.112 samples = 67 value = [4, 63] 23804->23805 23844 gini = 0.0 samples = 3 value = [0, 3] 23804->23844 23806 gini = 0.0 samples = 1 value = [0, 1] 23805->23806 23807 x7_NA <= 0.5 gini = 0.114 samples = 66 value = [4, 62] 23805->23807 23808 x1_MO <= 0.5 gini = 0.117 samples = 64 value = [4, 60] 23807->23808 23843 gini = 0.0 samples = 2 value = [0, 2] 23807->23843 23809 x7_AL <= 0.5 gini = 0.119 samples = 63 value = [4, 59] 23808->23809 23842 gini = 0.0 samples = 1 value = [0, 1] 23808->23842 23810 x7_OH <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 23809->23810 23841 gini = 0.0 samples = 2 value = [0, 2] 23809->23841 23811 x14_5 <= 0.5 gini = 0.124 samples = 60 value = [4, 56] 23810->23811 23840 gini = 0.0 samples = 1 value = [0, 1] 23810->23840 23812 x7_IN <= 0.5 gini = 0.153 samples = 48 value = [4, 44] 23811->23812 23839 gini = 0.0 samples = 12 value = [0, 12] 23811->23839 23813 x7_DE <= 0.5 gini = 0.156 samples = 47 value = [4, 43] 23812->23813 23838 gini = 0.0 samples = 1 value = [0, 1] 23812->23838 23814 x7_MO <= 0.5 gini = 0.159 samples = 46 value = [4, 42] 23813->23814 23837 gini = 0.0 samples = 1 value = [0, 1] 23813->23837 23815 x1_CA <= 0.5 gini = 0.124 samples = 45 value = [3, 42] 23814->23815 23836 gini = 0.0 samples = 1 value = [1, 0] 23814->23836 23816 x7_TN <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 23815->23816 23831 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 23815->23831 23817 x14_4 <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 23816->23817 23830 gini = 0.0 samples = 3 value = [0, 3] 23816->23830 23818 x7_NC <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 23817->23818 23829 gini = 0.0 samples = 7 value = [0, 7] 23817->23829 23819 log_spend <= 7.291 gini = 0.153 samples = 24 value = [2, 22] 23818->23819 23828 gini = 0.0 samples = 1 value = [0, 1] 23818->23828 23820 x1_MA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 23819->23820 23827 gini = 0.5 samples = 2 value = [1, 1] 23819->23827 23821 x1_PA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 23820->23821 23826 gini = 0.0 samples = 4 value = [0, 4] 23820->23826 23822 log_spend <= 6.861 gini = 0.142 samples = 13 value = [1, 12] 23821->23822 23825 gini = 0.0 samples = 5 value = [0, 5] 23821->23825 23823 gini = 0.0 samples = 10 value = [0, 10] 23822->23823 23824 gini = 0.444 samples = 3 value = [1, 2] 23822->23824 23832 gini = 0.0 samples = 5 value = [0, 5] 23831->23832 23833 x7_TN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23831->23833 23834 gini = 0.0 samples = 4 value = [0, 4] 23833->23834 23835 gini = 0.0 samples = 1 value = [1, 0] 23833->23835 23851 x7_TX <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 23850->23851 23860 gini = 0.0 samples = 7 value = [0, 7] 23850->23860 23852 x1_NJ <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 23851->23852 23859 gini = 0.0 samples = 1 value = [0, 1] 23851->23859 23853 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23852->23853 23858 gini = 0.0 samples = 2 value = [2, 0] 23852->23858 23854 x11_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23853->23854 23857 gini = 0.0 samples = 1 value = [0, 1] 23853->23857 23855 gini = 0.0 samples = 2 value = [0, 2] 23854->23855 23856 gini = 0.444 samples = 3 value = [1, 2] 23854->23856 23863 x7_NC <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 23862->23863 23882 gini = 0.0 samples = 1 value = [1, 0] 23862->23882 23864 x1_NV <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 23863->23864 23881 gini = 0.0 samples = 2 value = [0, 2] 23863->23881 23865 x5_Medical Supply <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 23864->23865 23880 gini = 0.0 samples = 1 value = [0, 1] 23864->23880 23866 x17_other <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 23865->23866 23879 gini = 0.0 samples = 1 value = [0, 1] 23865->23879 23867 gini = 0.5 samples = 2 value = [1, 1] 23866->23867 23868 x7_AZ <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 23866->23868 23869 x12_0 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 23868->23869 23878 gini = 0.0 samples = 1 value = [0, 1] 23868->23878 23870 gini = 0.0 samples = 1 value = [0, 1] 23869->23870 23871 x7_PA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23869->23871 23872 log_spend <= 6.276 gini = 0.346 samples = 9 value = [2, 7] 23871->23872 23877 gini = 0.0 samples = 1 value = [0, 1] 23871->23877 23873 gini = 0.0 samples = 4 value = [0, 4] 23872->23873 23874 x11_60 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23872->23874 23875 gini = 0.444 samples = 3 value = [2, 1] 23874->23875 23876 gini = 0.0 samples = 2 value = [0, 2] 23874->23876 23886 x1_IL <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 23885->23886 23901 gini = 0.0 samples = 1 value = [1, 0] 23885->23901 23887 x1_NJ <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 23886->23887 23900 gini = 0.0 samples = 1 value = [0, 1] 23886->23900 23888 x7_UT <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 23887->23888 23897 x11_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23887->23897 23889 x11_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 23888->23889 23896 gini = 0.0 samples = 1 value = [0, 1] 23888->23896 23890 x1_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 23889->23890 23895 gini = 0.5 samples = 2 value = [1, 1] 23889->23895 23891 log_spend <= 5.947 gini = 0.444 samples = 6 value = [2, 4] 23890->23891 23894 gini = 0.0 samples = 1 value = [1, 0] 23890->23894 23892 gini = 0.0 samples = 2 value = [2, 0] 23891->23892 23893 gini = 0.0 samples = 4 value = [0, 4] 23891->23893 23898 gini = 0.444 samples = 3 value = [1, 2] 23897->23898 23899 gini = 0.0 samples = 2 value = [0, 2] 23897->23899 23903 x1_MN <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 23902->23903 23922 x11_60 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 23902->23922 23904 log_spend <= 5.729 gini = 0.165 samples = 55 value = [5, 50] 23903->23904 23921 gini = 0.0 samples = 1 value = [0, 1] 23903->23921 23905 x14_6 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 23904->23905 23910 x14_6 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 23904->23910 23906 x14_2 <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 23905->23906 23909 gini = 0.0 samples = 1 value = [0, 1] 23905->23909 23907 gini = 0.0 samples = 1 value = [1, 0] 23906->23907 23908 gini = 0.0 samples = 39 value = [0, 39] 23906->23908 23911 x11_2 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 23910->23911 23920 gini = 0.5 samples = 2 value = [1, 1] 23910->23920 23912 x17_other <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 23911->23912 23919 gini = 0.0 samples = 1 value = [0, 1] 23911->23919 23913 gini = 0.5 samples = 2 value = [1, 1] 23912->23913 23914 x14_3 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 23912->23914 23915 x1_MD <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23914->23915 23918 gini = 0.0 samples = 1 value = [1, 0] 23914->23918 23916 gini = 0.0 samples = 7 value = [0, 7] 23915->23916 23917 gini = 0.0 samples = 1 value = [1, 0] 23915->23917 23923 x12_0 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 23922->23923 23928 gini = 0.0 samples = 1 value = [0, 1] 23922->23928 23924 x14_1 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 23923->23924 23927 gini = 0.375 samples = 4 value = [1, 3] 23923->23927 23925 gini = 0.0 samples = 2 value = [2, 0] 23924->23925 23926 gini = 0.0 samples = 9 value = [0, 9] 23924->23926 23932 x7_KS <= 0.5 gini = 0.128 samples = 73 value = [5, 68] 23931->23932 23967 gini = 0.0 samples = 1 value = [0, 1] 23931->23967 23933 x0_Great Britain (Uk) <= 0.5 gini = 0.129 samples = 72 value = [5, 67] 23932->23933 23966 gini = 0.0 samples = 1 value = [0, 1] 23932->23966 23934 x14_8 <= 0.5 gini = 0.131 samples = 71 value = [5, 66] 23933->23934 23965 gini = 0.0 samples = 1 value = [0, 1] 23933->23965 23935 x14_9 <= 0.5 gini = 0.116 samples = 65 value = [4, 61] 23934->23935 23960 x16_cardio <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23934->23960 23936 x14_2 <= 0.5 gini = 0.07 samples = 55 value = [2, 53] 23935->23936 23955 x7_GA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 23935->23955 23937 x0_Netherlands <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 23936->23937 23952 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23936->23952 23938 x7_TX <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 23937->23938 23951 gini = 0.0 samples = 1 value = [0, 1] 23937->23951 23939 x7_WA <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 23938->23939 23950 gini = 0.0 samples = 3 value = [0, 3] 23938->23950 23940 x14_7 <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 23939->23940 23949 gini = 0.0 samples = 2 value = [0, 2] 23939->23949 23941 x14_5 <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 23940->23941 23948 gini = 0.0 samples = 1 value = [0, 1] 23940->23948 23942 x16_cardio <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 23941->23942 23947 gini = 0.0 samples = 1 value = [0, 1] 23941->23947 23943 gini = 0.0 samples = 37 value = [0, 37] 23942->23943 23944 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23942->23944 23945 gini = 0.5 samples = 2 value = [1, 1] 23944->23945 23946 gini = 0.0 samples = 3 value = [0, 3] 23944->23946 23953 gini = 0.0 samples = 4 value = [0, 4] 23952->23953 23954 gini = 0.0 samples = 1 value = [1, 0] 23952->23954 23956 x12_100000000278 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23955->23956 23959 gini = 0.5 samples = 2 value = [1, 1] 23955->23959 23957 gini = 0.0 samples = 7 value = [0, 7] 23956->23957 23958 gini = 0.0 samples = 1 value = [1, 0] 23956->23958 23961 gini = 0.0 samples = 1 value = [0, 1] 23960->23961 23962 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 23960->23962 23963 gini = 0.375 samples = 4 value = [1, 3] 23962->23963 23964 gini = 0.0 samples = 1 value = [0, 1] 23962->23964 23972 x1_MD <= 0.5 gini = 0.339 samples = 37 value = [8, 29] 23971->23972 24001 x11_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 23971->24001 23973 x14_1 <= 0.5 gini = 0.313 samples = 36 value = [7, 29] 23972->23973 24000 gini = 0.0 samples = 1 value = [1, 0] 23972->24000 23974 x11_30 <= 0.5 gini = 0.278 samples = 30 value = [5, 25] 23973->23974 23997 x12_0 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 23973->23997 23975 x1_CA <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 23974->23975 23996 gini = 0.0 samples = 7 value = [0, 7] 23974->23996 23976 x17_janssen <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 23975->23976 23993 x11_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23975->23993 23977 x14_8 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 23976->23977 23992 gini = 0.0 samples = 2 value = [0, 2] 23976->23992 23978 x14_12 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 23977->23978 23991 gini = 0.0 samples = 1 value = [0, 1] 23977->23991 23979 x17_other <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 23978->23979 23990 gini = 0.0 samples = 1 value = [0, 1] 23978->23990 23980 x16_other <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 23979->23980 23983 x1_NJ <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 23979->23983 23981 gini = 0.0 samples = 1 value = [1, 0] 23980->23981 23982 gini = 0.375 samples = 4 value = [1, 3] 23980->23982 23984 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 23983->23984 23989 gini = 0.0 samples = 1 value = [0, 1] 23983->23989 23985 x11_10 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 23984->23985 23988 gini = 0.0 samples = 2 value = [0, 2] 23984->23988 23986 gini = 0.0 samples = 5 value = [0, 5] 23985->23986 23987 gini = 0.0 samples = 1 value = [1, 0] 23985->23987 23994 gini = 0.5 samples = 4 value = [2, 2] 23993->23994 23995 gini = 0.0 samples = 1 value = [0, 1] 23993->23995 23998 gini = 0.5 samples = 4 value = [2, 2] 23997->23998 23999 gini = 0.0 samples = 2 value = [0, 2] 23997->23999 24002 x11_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24001->24002 24005 gini = 0.0 samples = 2 value = [2, 0] 24001->24005 24003 gini = 0.444 samples = 3 value = [1, 2] 24002->24003 24004 gini = 0.0 samples = 2 value = [0, 2] 24002->24004 24007 x14_2 <= 0.5 gini = 0.405 samples = 284 value = [80, 204] 24006->24007 24230 gini = 0.0 samples = 6 value = [0, 6] 24006->24230 24008 x1_PA <= 0.5 gini = 0.413 samples = 247 value = [72, 175] 24007->24008 24201 x1_NJ <= 0.5 gini = 0.339 samples = 37 value = [8, 29] 24007->24201 24009 x7_MD <= 0.5 gini = 0.424 samples = 233 value = [71, 162] 24008->24009 24198 x11_10 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 24008->24198 24010 x11_60 <= 0.5 gini = 0.421 samples = 229 value = [69, 160] 24009->24010 24197 gini = 0.5 samples = 4 value = [2, 2] 24009->24197 24011 x11_3 <= 0.5 gini = 0.434 samples = 204 value = [65, 139] 24010->24011 24178 x14_3 <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 24010->24178 24012 x7_DC <= 0.5 gini = 0.436 samples = 202 value = [65, 137] 24011->24012 24177 gini = 0.0 samples = 2 value = [0, 2] 24011->24177 24013 x7_AL <= 0.5 gini = 0.432 samples = 200 value = [63, 137] 24012->24013 24176 gini = 0.0 samples = 2 value = [2, 0] 24012->24176 24014 x17_janssen <= 0.5 gini = 0.435 samples = 197 value = [63, 134] 24013->24014 24175 gini = 0.0 samples = 3 value = [0, 3] 24013->24175 24015 x7_ME <= 0.5 gini = 0.441 samples = 192 value = [63, 129] 24014->24015 24174 gini = 0.0 samples = 5 value = [0, 5] 24014->24174 24016 x7_MI <= 0.5 gini = 0.44 samples = 190 value = [62, 128] 24015->24016 24173 gini = 0.5 samples = 2 value = [1, 1] 24015->24173 24017 x11_1 <= 0.5 gini = 0.447 samples = 184 value = [62, 122] 24016->24017 24172 gini = 0.0 samples = 6 value = [0, 6] 24016->24172 24018 x7_NC <= 0.5 gini = 0.406 samples = 134 value = [38, 96] 24017->24018 24123 x12_0 <= 0.5 gini = 0.499 samples = 50 value = [24, 26] 24017->24123 24019 x0_Japan <= 0.5 gini = 0.403 samples = 132 value = [37, 95] 24018->24019 24122 gini = 0.5 samples = 2 value = [1, 1] 24018->24122 24020 x7_TN <= 0.5 gini = 0.421 samples = 123 value = [37, 86] 24019->24020 24121 gini = 0.0 samples = 9 value = [0, 9] 24019->24121 24021 x11_15 <= 0.5 gini = 0.41 samples = 118 value = [34, 84] 24020->24021 24118 x14_11 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 24020->24118 24022 x7_GA <= 0.5 gini = 0.405 samples = 117 value = [33, 84] 24021->24022 24117 gini = 0.0 samples = 1 value = [1, 0] 24021->24117 24023 x1_GA <= 0.5 gini = 0.399 samples = 109 value = [30, 79] 24022->24023 24110 x0_United States <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 24022->24110 24024 log_spend <= 8.278 gini = 0.401 samples = 108 value = [30, 78] 24023->24024 24109 gini = 0.0 samples = 1 value = [0, 1] 24023->24109 24025 x7_NJ <= 0.5 gini = 0.434 samples = 91 value = [29, 62] 24024->24025 24102 x11_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 24024->24102 24026 x16_cardio <= 0.5 gini = 0.429 samples = 90 value = [28, 62] 24025->24026 24101 gini = 0.0 samples = 1 value = [1, 0] 24025->24101 24027 x1_NY <= 0.5 gini = 0.393 samples = 78 value = [21, 57] 24026->24027 24092 x7_MO <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 24026->24092 24028 x10_580 <= 0.5 gini = 0.412 samples = 69 value = [20, 49] 24027->24028 24087 x12_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24027->24087 24029 x7_TX <= 0.5 gini = 0.419 samples = 67 value = [20, 47] 24028->24029 24086 gini = 0.0 samples = 2 value = [0, 2] 24028->24086 24030 x11_0 <= 0.5 gini = 0.379 samples = 59 value = [15, 44] 24029->24030 24079 x1_NA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 24029->24079 24031 x11_30 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 24030->24031 24052 x7_NY <= 0.5 gini = 0.424 samples = 36 value = [11, 25] 24030->24052 24032 x14_5 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 24031->24032 24039 x7_NY <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 24031->24039 24033 x12_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24032->24033 24038 gini = 0.444 samples = 3 value = [1, 2] 24032->24038 24034 x12_100000000278 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24033->24034 24037 gini = 0.0 samples = 2 value = [0, 2] 24033->24037 24035 gini = 0.0 samples = 1 value = [1, 0] 24034->24035 24036 gini = 0.0 samples = 4 value = [0, 4] 24034->24036 24040 x7_OH <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 24039->24040 24051 gini = 0.0 samples = 1 value = [0, 1] 24039->24051 24041 x14_5 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 24040->24041 24050 gini = 0.0 samples = 1 value = [0, 1] 24040->24050 24042 x1_IL <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 24041->24042 24049 gini = 0.0 samples = 1 value = [0, 1] 24041->24049 24043 x7_WI <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24042->24043 24048 gini = 0.444 samples = 3 value = [1, 2] 24042->24048 24044 log_spend <= 7.46 gini = 0.278 samples = 6 value = [1, 5] 24043->24044 24047 gini = 0.0 samples = 1 value = [0, 1] 24043->24047 24045 gini = 0.0 samples = 1 value = [1, 0] 24044->24045 24046 gini = 0.0 samples = 5 value = [0, 5] 24044->24046 24053 x14_12 <= 0.5 gini = 0.389 samples = 34 value = [9, 25] 24052->24053 24078 gini = 0.0 samples = 2 value = [2, 0] 24052->24078 24054 x7_KY <= 0.5 gini = 0.42 samples = 30 value = [9, 21] 24053->24054 24077 gini = 0.0 samples = 4 value = [0, 4] 24053->24077 24055 x7_OH <= 0.5 gini = 0.436 samples = 28 value = [9, 19] 24054->24055 24076 gini = 0.0 samples = 2 value = [0, 2] 24054->24076 24056 x7_IN <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 24055->24056 24071 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 24055->24071 24057 x7_IL <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 24056->24057 24070 gini = 0.0 samples = 1 value = [1, 0] 24056->24070 24058 log_spend <= 7.526 gini = 0.346 samples = 18 value = [4, 14] 24057->24058 24069 gini = 0.444 samples = 3 value = [1, 2] 24057->24069 24059 gini = 0.0 samples = 2 value = [2, 0] 24058->24059 24060 x1_CA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 24058->24060 24061 x7_FL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 24060->24061 24068 gini = 0.0 samples = 4 value = [0, 4] 24060->24068 24062 x1_IL <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 24061->24062 24067 gini = 0.0 samples = 1 value = [0, 1] 24061->24067 24063 x14_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24062->24063 24066 gini = 0.444 samples = 3 value = [1, 2] 24062->24066 24064 gini = 0.375 samples = 4 value = [1, 3] 24063->24064 24065 gini = 0.0 samples = 4 value = [0, 4] 24063->24065 24072 x17_abbvie, <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 24071->24072 24075 gini = 0.0 samples = 1 value = [0, 1] 24071->24075 24073 gini = 0.375 samples = 4 value = [3, 1] 24072->24073 24074 gini = 0.0 samples = 1 value = [0, 1] 24072->24074 24080 log_spend <= 7.951 gini = 0.49 samples = 7 value = [4, 3] 24079->24080 24085 gini = 0.0 samples = 1 value = [1, 0] 24079->24085 24081 log_spend <= 7.448 gini = 0.48 samples = 5 value = [2, 3] 24080->24081 24084 gini = 0.0 samples = 2 value = [2, 0] 24080->24084 24082 gini = 0.0 samples = 1 value = [0, 1] 24081->24082 24083 gini = 0.5 samples = 4 value = [2, 2] 24081->24083 24088 log_spend <= 7.771 gini = 0.32 samples = 5 value = [1, 4] 24087->24088 24091 gini = 0.0 samples = 4 value = [0, 4] 24087->24091 24089 gini = 0.0 samples = 2 value = [0, 2] 24088->24089 24090 gini = 0.444 samples = 3 value = [1, 2] 24088->24090 24093 x14_6 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 24092->24093 24100 gini = 0.0 samples = 1 value = [1, 0] 24092->24100 24094 x17_pfizer <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 24093->24094 24099 gini = 0.0 samples = 2 value = [2, 0] 24093->24099 24095 gini = 0.5 samples = 4 value = [2, 2] 24094->24095 24096 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24094->24096 24097 gini = 0.375 samples = 4 value = [1, 3] 24096->24097 24098 gini = 0.0 samples = 1 value = [1, 0] 24096->24098 24103 gini = 0.0 samples = 5 value = [0, 5] 24102->24103 24104 x1_NJ <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 24102->24104 24105 x7_CO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24104->24105 24108 gini = 0.0 samples = 4 value = [0, 4] 24104->24108 24106 gini = 0.0 samples = 7 value = [0, 7] 24105->24106 24107 gini = 0.0 samples = 1 value = [1, 0] 24105->24107 24111 gini = 0.0 samples = 2 value = [2, 0] 24110->24111 24112 x17_other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24110->24112 24113 gini = 0.0 samples = 1 value = [0, 1] 24112->24113 24114 x11_30 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24112->24114 24115 gini = 0.5 samples = 2 value = [1, 1] 24114->24115 24116 gini = 0.0 samples = 3 value = [0, 3] 24114->24116 24119 gini = 0.5 samples = 4 value = [2, 2] 24118->24119 24120 gini = 0.0 samples = 1 value = [1, 0] 24118->24120 24124 x17_pfizer <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 24123->24124 24143 x7_NC <= 0.5 gini = 0.498 samples = 32 value = [15, 17] 24123->24143 24125 x7_PA <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 24124->24125 24142 gini = 0.0 samples = 1 value = [1, 0] 24124->24142 24126 x7_VA <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 24125->24126 24141 gini = 0.0 samples = 1 value = [1, 0] 24125->24141 24127 x14_12 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 24126->24127 24140 gini = 0.0 samples = 1 value = [0, 1] 24126->24140 24128 x1_CA <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 24127->24128 24139 gini = 0.5 samples = 2 value = [1, 1] 24127->24139 24129 gini = 0.0 samples = 1 value = [0, 1] 24128->24129 24130 x7_IL <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 24128->24130 24131 x7_FL <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 24130->24131 24138 gini = 0.0 samples = 1 value = [0, 1] 24130->24138 24132 x7_NY <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 24131->24132 24137 gini = 0.0 samples = 1 value = [0, 1] 24131->24137 24133 x14_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 24132->24133 24136 gini = 0.444 samples = 3 value = [2, 1] 24132->24136 24134 gini = 0.0 samples = 4 value = [4, 0] 24133->24134 24135 gini = 0.0 samples = 3 value = [0, 3] 24133->24135 24144 x1_MA <= 0.5 gini = 0.499 samples = 31 value = [15, 16] 24143->24144 24171 gini = 0.0 samples = 1 value = [0, 1] 24143->24171 24145 x14_8 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 24144->24145 24154 x7_MN <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 24144->24154 24146 x7_TX <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 24145->24146 24153 gini = 0.0 samples = 1 value = [0, 1] 24145->24153 24147 log_spend <= 7.903 gini = 0.5 samples = 8 value = [4, 4] 24146->24147 24152 gini = 0.0 samples = 2 value = [0, 2] 24146->24152 24148 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 24147->24148 24151 gini = 0.0 samples = 3 value = [0, 3] 24147->24151 24149 gini = 0.0 samples = 3 value = [3, 0] 24148->24149 24150 gini = 0.5 samples = 2 value = [1, 1] 24148->24150 24155 x14_7 <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 24154->24155 24170 gini = 0.0 samples = 1 value = [1, 0] 24154->24170 24156 x14_11 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 24155->24156 24169 gini = 0.0 samples = 1 value = [1, 0] 24155->24169 24157 x7_KY <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 24156->24157 24168 gini = 0.0 samples = 4 value = [0, 4] 24156->24168 24158 x14_3 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 24157->24158 24167 gini = 0.0 samples = 1 value = [1, 0] 24157->24167 24159 x7_FL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 24158->24159 24166 gini = 0.0 samples = 3 value = [3, 0] 24158->24166 24160 x7_PA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 24159->24160 24165 gini = 0.0 samples = 1 value = [1, 0] 24159->24165 24161 x17_other <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 24160->24161 24164 gini = 0.5 samples = 2 value = [1, 1] 24160->24164 24162 gini = 0.5 samples = 4 value = [2, 2] 24161->24162 24163 gini = 0.444 samples = 3 value = [1, 2] 24161->24163 24179 x7_PA <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 24178->24179 24196 gini = 0.5 samples = 2 value = [1, 1] 24178->24196 24180 x7_NY <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 24179->24180 24195 gini = 0.0 samples = 1 value = [0, 1] 24179->24195 24181 x14_5 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 24180->24181 24194 gini = 0.0 samples = 3 value = [0, 3] 24180->24194 24182 x14_4 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 24181->24182 24193 gini = 0.0 samples = 2 value = [0, 2] 24181->24193 24183 x7_GA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 24182->24183 24192 gini = 0.5 samples = 2 value = [1, 1] 24182->24192 24184 log_spend <= 7.972 gini = 0.245 samples = 14 value = [2, 12] 24183->24184 24191 gini = 0.0 samples = 1 value = [0, 1] 24183->24191 24185 x1_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24184->24185 24190 gini = 0.0 samples = 7 value = [0, 7] 24184->24190 24186 gini = 0.0 samples = 1 value = [1, 0] 24185->24186 24187 log_spend <= 7.928 gini = 0.278 samples = 6 value = [1, 5] 24185->24187 24188 gini = 0.0 samples = 5 value = [0, 5] 24187->24188 24189 gini = 0.0 samples = 1 value = [1, 0] 24187->24189 24199 gini = 0.0 samples = 13 value = [0, 13] 24198->24199 24200 gini = 0.0 samples = 1 value = [1, 0] 24198->24200 24202 x7_NE <= 0.5 gini = 0.444 samples = 24 value = [8, 16] 24201->24202 24229 gini = 0.0 samples = 13 value = [0, 13] 24201->24229 24203 x1_NA <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 24202->24203 24228 gini = 0.0 samples = 1 value = [0, 1] 24202->24228 24204 x1_PA <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 24203->24204 24227 gini = 0.0 samples = 1 value = [0, 1] 24203->24227 24205 x11_2 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 24204->24205 24226 gini = 0.0 samples = 1 value = [0, 1] 24204->24226 24206 x7_KY <= 0.5 gini = 0.48 samples = 20 value = [8, 12] 24205->24206 24225 gini = 0.0 samples = 1 value = [0, 1] 24205->24225 24207 x17_sanofi <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 24206->24207 24224 gini = 0.0 samples = 1 value = [1, 0] 24206->24224 24208 x7_NC <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 24207->24208 24223 gini = 0.0 samples = 1 value = [1, 0] 24207->24223 24209 x12_0 <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 24208->24209 24222 gini = 0.0 samples = 1 value = [1, 0] 24208->24222 24210 gini = 0.0 samples = 2 value = [0, 2] 24209->24210 24211 x7_NY <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 24209->24211 24212 x7_FL <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 24211->24212 24221 gini = 0.0 samples = 2 value = [0, 2] 24211->24221 24213 log_spend <= 7.512 gini = 0.48 samples = 10 value = [4, 6] 24212->24213 24220 gini = 0.444 samples = 3 value = [1, 2] 24212->24220 24214 gini = 0.0 samples = 2 value = [2, 0] 24213->24214 24215 x11_0 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 24213->24215 24216 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24215->24216 24219 gini = 0.0 samples = 3 value = [0, 3] 24215->24219 24217 gini = 0.0 samples = 1 value = [0, 1] 24216->24217 24218 gini = 0.5 samples = 4 value = [2, 2] 24216->24218 24232 gini = 0.5 samples = 4 value = [2, 2] 24231->24232 24233 gini = 0.0 samples = 1 value = [0, 1] 24231->24233 24236 x7_NC <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 24235->24236 24247 gini = 0.0 samples = 1 value = [1, 0] 24235->24247 24237 x14_9 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 24236->24237 24246 gini = 0.0 samples = 1 value = [0, 1] 24236->24246 24238 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 24237->24238 24245 gini = 0.0 samples = 2 value = [0, 2] 24237->24245 24239 x14_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 24238->24239 24244 gini = 0.0 samples = 1 value = [0, 1] 24238->24244 24240 x1_NA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 24239->24240 24243 gini = 0.0 samples = 1 value = [0, 1] 24239->24243 24241 gini = 0.375 samples = 4 value = [3, 1] 24240->24241 24242 gini = 0.0 samples = 1 value = [1, 0] 24240->24242 24251 x7_MS <= 0.5 gini = 0.033 samples = 180 value = [3, 177] 24250->24251 24286 gini = 0.0 samples = 13 value = [0, 13] 24250->24286 24252 x7_LA <= 0.5 gini = 0.033 samples = 179 value = [3, 176] 24251->24252 24285 gini = 0.0 samples = 1 value = [0, 1] 24251->24285 24253 x7_WI <= 0.5 gini = 0.034 samples = 175 value = [3, 172] 24252->24253 24284 gini = 0.0 samples = 4 value = [0, 4] 24252->24284 24254 x14_2 <= 0.5 gini = 0.034 samples = 172 value = [3, 169] 24253->24254 24283 gini = 0.0 samples = 3 value = [0, 3] 24253->24283 24255 x4_In-kind items and services <= 0.5 gini = 0.035 samples = 168 value = [3, 165] 24254->24255 24282 gini = 0.0 samples = 4 value = [0, 4] 24254->24282 24256 x14_5 <= 0.5 gini = 0.036 samples = 162 value = [3, 159] 24255->24256 24281 gini = 0.0 samples = 6 value = [0, 6] 24255->24281 24257 x14_8 <= 0.5 gini = 0.045 samples = 131 value = [3, 128] 24256->24257 24280 gini = 0.0 samples = 31 value = [0, 31] 24256->24280 24258 x7_CA <= 0.5 gini = 0.045 samples = 129 value = [3, 126] 24257->24258 24279 gini = 0.0 samples = 2 value = [0, 2] 24257->24279 24259 x14_12 <= 0.5 gini = 0.046 samples = 127 value = [3, 124] 24258->24259 24278 gini = 0.0 samples = 2 value = [0, 2] 24258->24278 24260 x7_PA <= 0.5 gini = 0.016 samples = 124 value = [1, 123] 24259->24260 24277 gini = 0.444 samples = 3 value = [2, 1] 24259->24277 24261 x7_FL <= 0.5 gini = 0.017 samples = 117 value = [1, 116] 24260->24261 24276 gini = 0.0 samples = 7 value = [0, 7] 24260->24276 24262 x13_4 <= 0.5 gini = 0.019 samples = 102 value = [1, 101] 24261->24262 24275 gini = 0.0 samples = 15 value = [0, 15] 24261->24275 24263 x14_1 <= 0.5 gini = 0.02 samples = 99 value = [1, 98] 24262->24263 24274 gini = 0.0 samples = 3 value = [0, 3] 24262->24274 24264 x7_NJ <= 0.5 gini = 0.02 samples = 98 value = [1, 97] 24263->24264 24273 gini = 0.0 samples = 1 value = [0, 1] 24263->24273 24265 x13_1 <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 24264->24265 24272 gini = 0.0 samples = 28 value = [0, 28] 24264->24272 24266 x7_MA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24265->24266 24271 gini = 0.0 samples = 62 value = [0, 62] 24265->24271 24267 log_spend <= 5.762 gini = 0.245 samples = 7 value = [1, 6] 24266->24267 24270 gini = 0.0 samples = 1 value = [0, 1] 24266->24270 24268 gini = 0.0 samples = 3 value = [0, 3] 24267->24268 24269 gini = 0.375 samples = 4 value = [1, 3] 24267->24269 24288 x7_MI <= 0.5 gini = 0.032 samples = 124 value = [2, 122] 24287->24288 24319 x4_Cash or cash equivalent <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 24287->24319 24289 x4_Cash or cash equivalent <= 0.5 gini = 0.032 samples = 123 value = [2, 121] 24288->24289 24318 gini = 0.0 samples = 1 value = [0, 1] 24288->24318 24290 x7_MA <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 24289->24290 24317 gini = 0.0 samples = 72 value = [0, 72] 24289->24317 24291 x13_4 <= 0.5 gini = 0.077 samples = 50 value = [2, 48] 24290->24291 24316 gini = 0.0 samples = 1 value = [0, 1] 24290->24316 24292 x7_HI <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 24291->24292 24315 gini = 0.0 samples = 10 value = [0, 10] 24291->24315 24293 x7_MT <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 24292->24293 24314 gini = 0.0 samples = 2 value = [0, 2] 24292->24314 24294 x14_11 <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 24293->24294 24313 gini = 0.0 samples = 1 value = [0, 1] 24293->24313 24295 x13_1 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 24294->24295 24312 gini = 0.0 samples = 1 value = [0, 1] 24294->24312 24296 x7_CA <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 24295->24296 24311 gini = 0.0 samples = 11 value = [0, 11] 24295->24311 24297 x7_NC <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 24296->24297 24310 gini = 0.0 samples = 2 value = [0, 2] 24296->24310 24298 x7_FL <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 24297->24298 24309 gini = 0.0 samples = 3 value = [0, 3] 24297->24309 24299 log_spend <= 5.255 gini = 0.219 samples = 16 value = [2, 14] 24298->24299 24308 gini = 0.0 samples = 4 value = [0, 4] 24298->24308 24300 gini = 0.0 samples = 4 value = [0, 4] 24299->24300 24301 x13_3 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 24299->24301 24302 gini = 0.0 samples = 6 value = [0, 6] 24301->24302 24303 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24301->24303 24304 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24303->24304 24307 gini = 0.0 samples = 1 value = [0, 1] 24303->24307 24305 gini = 0.444 samples = 3 value = [1, 2] 24304->24305 24306 gini = 0.5 samples = 2 value = [1, 1] 24304->24306 24320 gini = 0.0 samples = 10 value = [0, 10] 24319->24320 24321 x9_169 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 24319->24321 24322 gini = 0.5 samples = 2 value = [1, 1] 24321->24322 24323 gini = 0.0 samples = 8 value = [0, 8] 24321->24323 24325 x11_60 <= 0.5 gini = 0.246 samples = 621 value = [89, 532] 24324->24325 24660 x17_other <= 0.5 gini = 0.498 samples = 49 value = [26, 23] 24324->24660 24326 x12_100000000203 <= 0.5 gini = 0.223 samples = 593 value = [76, 517] 24325->24326 24629 x7_TN <= 0.5 gini = 0.497 samples = 28 value = [13, 15] 24325->24629 24327 x14_12 <= 0.5 gini = 0.221 samples = 592 value = [75, 517] 24326->24327 24628 gini = 0.0 samples = 1 value = [1, 0] 24326->24628 24328 x10_580 <= 0.5 gini = 0.212 samples = 549 value = [66, 483] 24327->24328 24597 x11_10 <= 0.5 gini = 0.331 samples = 43 value = [9, 34] 24327->24597 24329 x12_100000000204 <= 0.5 gini = 0.209 samples = 547 value = [65, 482] 24328->24329 24596 gini = 0.5 samples = 2 value = [1, 1] 24328->24596 24330 x11_1 <= 0.5 gini = 0.196 samples = 527 value = [58, 469] 24329->24330 24579 x14_7 <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 24329->24579 24331 x7_AZ <= 0.5 gini = 0.291 samples = 232 value = [41, 191] 24330->24331 24492 x17_sanofi <= 0.5 gini = 0.109 samples = 295 value = [17, 278] 24330->24492 24332 log_spend <= 7.124 gini = 0.293 samples = 224 value = [40, 184] 24331->24332 24483 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24331->24483 24333 x7_NJ <= 0.5 gini = 0.226 samples = 131 value = [17, 114] 24332->24333 24412 x7_OH <= 0.5 gini = 0.372 samples = 93 value = [23, 70] 24332->24412 24334 x5_Drug <= 0.5 gini = 0.227 samples = 130 value = [17, 113] 24333->24334 24411 gini = 0.0 samples = 1 value = [0, 1] 24333->24411 24335 gini = 0.0 samples = 2 value = [2, 0] 24334->24335 24336 x12_100000000144 <= 0.5 gini = 0.207 samples = 128 value = [15, 113] 24334->24336 24337 x7_MA <= 0.5 gini = 0.208 samples = 127 value = [15, 112] 24336->24337 24410 gini = 0.0 samples = 1 value = [0, 1] 24336->24410 24338 x7_MI <= 0.5 gini = 0.214 samples = 123 value = [15, 108] 24337->24338 24409 gini = 0.0 samples = 4 value = [0, 4] 24337->24409 24339 x7_TN <= 0.5 gini = 0.227 samples = 115 value = [15, 100] 24338->24339 24408 gini = 0.0 samples = 8 value = [0, 8] 24338->24408 24340 x7_GA <= 0.5 gini = 0.222 samples = 110 value = [14, 96] 24339->24340 24405 x11_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24339->24405 24341 x1_TN <= 0.5 gini = 0.217 samples = 97 value = [12, 85] 24340->24341 24398 x14_2 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 24340->24398 24342 x7_NC <= 0.5 gini = 0.203 samples = 96 value = [11, 85] 24341->24342 24397 gini = 0.0 samples = 1 value = [1, 0] 24341->24397 24343 x0_Ireland <= 0.5 gini = 0.207 samples = 94 value = [11, 83] 24342->24343 24396 gini = 0.0 samples = 2 value = [0, 2] 24342->24396 24344 x17_pfizer <= 0.5 gini = 0.194 samples = 92 value = [10, 82] 24343->24344 24395 gini = 0.5 samples = 2 value = [1, 1] 24343->24395 24345 x11_10 <= 0.5 gini = 0.224 samples = 78 value = [10, 68] 24344->24345 24394 gini = 0.0 samples = 14 value = [0, 14] 24344->24394 24346 x7_PA <= 0.5 gini = 0.209 samples = 76 value = [9, 67] 24345->24346 24393 gini = 0.5 samples = 2 value = [1, 1] 24345->24393 24347 x11_30 <= 0.5 gini = 0.159 samples = 69 value = [6, 63] 24346->24347 24388 x9_169 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 24346->24388 24348 x1_GA <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 24347->24348 24373 x17_other <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 24347->24373 24349 x7_IL <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 24348->24349 24372 gini = 0.0 samples = 3 value = [0, 3] 24348->24372 24350 x11_0 <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 24349->24350 24371 gini = 0.0 samples = 5 value = [0, 5] 24349->24371 24351 x1_MD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24350->24351 24354 log_spend <= 6.074 gini = 0.147 samples = 25 value = [2, 23] 24350->24354 24352 gini = 0.0 samples = 5 value = [0, 5] 24351->24352 24353 gini = 0.0 samples = 1 value = [1, 0] 24351->24353 24355 gini = 0.0 samples = 12 value = [0, 12] 24354->24355 24356 x1_MD <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 24354->24356 24357 x7_NY <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 24356->24357 24370 gini = 0.0 samples = 1 value = [1, 0] 24356->24370 24358 x1_MA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 24357->24358 24369 gini = 0.0 samples = 1 value = [0, 1] 24357->24369 24359 x1_NY <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24358->24359 24368 gini = 0.0 samples = 2 value = [0, 2] 24358->24368 24360 x7_LA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24359->24360 24367 gini = 0.0 samples = 1 value = [0, 1] 24359->24367 24361 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24360->24361 24366 gini = 0.0 samples = 1 value = [0, 1] 24360->24366 24362 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24361->24362 24365 gini = 0.0 samples = 1 value = [0, 1] 24361->24365 24363 gini = 0.0 samples = 4 value = [0, 4] 24362->24363 24364 gini = 0.5 samples = 2 value = [1, 1] 24362->24364 24374 gini = 0.0 samples = 1 value = [0, 1] 24373->24374 24375 x7_AR <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 24373->24375 24376 x7_FL <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 24375->24376 24387 gini = 0.0 samples = 1 value = [0, 1] 24375->24387 24377 x14_3 <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 24376->24377 24386 gini = 0.375 samples = 4 value = [1, 3] 24376->24386 24378 x16_cardio <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 24377->24378 24385 gini = 0.375 samples = 4 value = [1, 3] 24377->24385 24379 gini = 0.0 samples = 13 value = [0, 13] 24378->24379 24380 x7_KY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24378->24380 24381 log_spend <= 5.657 gini = 0.278 samples = 6 value = [1, 5] 24380->24381 24384 gini = 0.0 samples = 1 value = [0, 1] 24380->24384 24382 gini = 0.0 samples = 1 value = [1, 0] 24381->24382 24383 gini = 0.0 samples = 5 value = [0, 5] 24381->24383 24389 x0_Canada <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 24388->24389 24392 gini = 0.0 samples = 2 value = [0, 2] 24388->24392 24390 gini = 0.375 samples = 4 value = [3, 1] 24389->24390 24391 gini = 0.0 samples = 1 value = [0, 1] 24389->24391 24399 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 24398->24399 24404 gini = 0.0 samples = 5 value = [0, 5] 24398->24404 24400 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24399->24400 24403 gini = 0.0 samples = 1 value = [0, 1] 24399->24403 24401 gini = 0.375 samples = 4 value = [1, 3] 24400->24401 24402 gini = 0.444 samples = 3 value = [1, 2] 24400->24402 24406 gini = 0.5 samples = 2 value = [1, 1] 24405->24406 24407 gini = 0.0 samples = 3 value = [0, 3] 24405->24407 24413 x1_MD <= 0.5 gini = 0.361 samples = 89 value = [21, 68] 24412->24413 24482 gini = 0.5 samples = 4 value = [2, 2] 24412->24482 24414 log_spend <= 7.179 gini = 0.351 samples = 88 value = [20, 68] 24413->24414 24481 gini = 0.0 samples = 1 value = [1, 0] 24413->24481 24415 gini = 0.0 samples = 2 value = [2, 0] 24414->24415 24416 x7_TX <= 0.5 gini = 0.331 samples = 86 value = [18, 68] 24414->24416 24417 x7_PA <= 0.5 gini = 0.351 samples = 75 value = [17, 58] 24416->24417 24478 x14_1 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 24416->24478 24418 x11_15 <= 0.5 gini = 0.34 samples = 69 value = [15, 54] 24417->24418 24473 x0_Ireland <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24417->24473 24419 x7_OR <= 0.5 gini = 0.351 samples = 66 value = [15, 51] 24418->24419 24472 gini = 0.0 samples = 3 value = [0, 3] 24418->24472 24420 x7_IA <= 0.5 gini = 0.359 samples = 64 value = [15, 49] 24419->24420 24471 gini = 0.0 samples = 2 value = [0, 2] 24419->24471 24421 x7_GA <= 0.5 gini = 0.363 samples = 63 value = [15, 48] 24420->24421 24470 gini = 0.0 samples = 1 value = [0, 1] 24420->24470 24422 x12_100000000278 <= 0.5 gini = 0.354 samples = 61 value = [14, 47] 24421->24422 24469 gini = 0.5 samples = 2 value = [1, 1] 24421->24469 24423 x16_other <= 0.5 gini = 0.339 samples = 60 value = [13, 47] 24422->24423 24468 gini = 0.0 samples = 1 value = [1, 0] 24422->24468 24424 x7_RI <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 24423->24424 24433 x1_NA <= 0.5 gini = 0.254 samples = 47 value = [7, 40] 24423->24433 24425 x11_30 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 24424->24425 24432 gini = 0.0 samples = 1 value = [0, 1] 24424->24432 24426 x1_NY <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 24425->24426 24431 gini = 0.444 samples = 3 value = [1, 2] 24425->24431 24427 log_spend <= 7.791 gini = 0.48 samples = 5 value = [2, 3] 24426->24427 24430 gini = 0.375 samples = 4 value = [3, 1] 24426->24430 24428 gini = 0.0 samples = 2 value = [0, 2] 24427->24428 24429 gini = 0.444 samples = 3 value = [2, 1] 24427->24429 24434 x1_NJ <= 0.5 gini = 0.313 samples = 36 value = [7, 29] 24433->24434 24467 gini = 0.0 samples = 11 value = [0, 11] 24433->24467 24435 x1_CA <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 24434->24435 24460 x11_20 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24434->24460 24436 x14_11 <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 24435->24436 24457 x14_11 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24435->24457 24437 x7_NE <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 24436->24437 24456 gini = 0.0 samples = 1 value = [1, 0] 24436->24456 24438 x1_CO <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 24437->24438 24455 gini = 0.0 samples = 1 value = [0, 1] 24437->24455 24439 x1_MA <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 24438->24439 24454 gini = 0.0 samples = 1 value = [0, 1] 24438->24454 24440 x1_NY <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 24439->24440 24453 gini = 0.5 samples = 2 value = [1, 1] 24439->24453 24441 x7_NV <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 24440->24441 24452 gini = 0.0 samples = 4 value = [0, 4] 24440->24452 24442 x7_VT <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 24441->24442 24451 gini = 0.0 samples = 2 value = [0, 2] 24441->24451 24443 x14_8 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 24442->24443 24450 gini = 0.0 samples = 1 value = [0, 1] 24442->24450 24444 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 24443->24444 24449 gini = 0.5 samples = 2 value = [1, 1] 24443->24449 24445 x1_TN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24444->24445 24448 gini = 0.0 samples = 2 value = [0, 2] 24444->24448 24446 gini = 0.0 samples = 7 value = [0, 7] 24445->24446 24447 gini = 0.0 samples = 1 value = [1, 0] 24445->24447 24458 gini = 0.0 samples = 2 value = [2, 0] 24457->24458 24459 gini = 0.0 samples = 3 value = [0, 3] 24457->24459 24461 x11_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24460->24461 24466 gini = 0.0 samples = 1 value = [0, 1] 24460->24466 24462 x7_LA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24461->24462 24465 gini = 0.0 samples = 1 value = [0, 1] 24461->24465 24463 gini = 0.375 samples = 4 value = [1, 3] 24462->24463 24464 gini = 0.0 samples = 1 value = [0, 1] 24462->24464 24474 x1_CO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24473->24474 24477 gini = 0.0 samples = 1 value = [1, 0] 24473->24477 24475 gini = 0.375 samples = 4 value = [1, 3] 24474->24475 24476 gini = 0.0 samples = 1 value = [0, 1] 24474->24476 24479 gini = 0.0 samples = 7 value = [0, 7] 24478->24479 24480 gini = 0.375 samples = 4 value = [1, 3] 24478->24480 24484 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24483->24484 24491 gini = 0.0 samples = 1 value = [0, 1] 24483->24491 24485 x1_NA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24484->24485 24490 gini = 0.0 samples = 1 value = [0, 1] 24484->24490 24486 x5_Medical Supply <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24485->24486 24489 gini = 0.0 samples = 1 value = [0, 1] 24485->24489 24487 gini = 0.0 samples = 4 value = [0, 4] 24486->24487 24488 gini = 0.0 samples = 1 value = [1, 0] 24486->24488 24493 x12_100000000278 <= 0.5 gini = 0.086 samples = 290 value = [13, 277] 24492->24493 24576 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 24492->24576 24494 x1_CA <= 0.5 gini = 0.074 samples = 287 value = [11, 276] 24493->24494 24575 gini = 0.444 samples = 3 value = [2, 1] 24493->24575 24495 x12_0 <= 0.5 gini = 0.123 samples = 106 value = [7, 99] 24494->24495 24536 x14_1 <= 0.5 gini = 0.043 samples = 181 value = [4, 177] 24494->24536 24496 gini = 0.0 samples = 1 value = [1, 0] 24495->24496 24497 x14_6 <= 0.5 gini = 0.108 samples = 105 value = [6, 99] 24495->24497 24498 x14_7 <= 0.5 gini = 0.134 samples = 83 value = [6, 77] 24497->24498 24535 gini = 0.0 samples = 22 value = [0, 22] 24497->24535 24499 x7_OR <= 0.5 gini = 0.159 samples = 69 value = [6, 63] 24498->24499 24534 gini = 0.0 samples = 14 value = [0, 14] 24498->24534 24500 x7_IN <= 0.5 gini = 0.165 samples = 66 value = [6, 60] 24499->24500 24533 gini = 0.0 samples = 3 value = [0, 3] 24499->24533 24501 x14_3 <= 0.5 gini = 0.172 samples = 63 value = [6, 57] 24500->24501 24532 gini = 0.0 samples = 3 value = [0, 3] 24500->24532 24502 x7_MA <= 0.5 gini = 0.153 samples = 60 value = [5, 55] 24501->24502 24531 gini = 0.444 samples = 3 value = [1, 2] 24501->24531 24503 x17_janssen <= 0.5 gini = 0.16 samples = 57 value = [5, 52] 24502->24503 24530 gini = 0.0 samples = 3 value = [0, 3] 24502->24530 24504 x7_TN <= 0.5 gini = 0.18 samples = 50 value = [5, 45] 24503->24504 24529 gini = 0.0 samples = 7 value = [0, 7] 24503->24529 24505 x14_1 <= 0.5 gini = 0.183 samples = 49 value = [5, 44] 24504->24505 24528 gini = 0.0 samples = 1 value = [0, 1] 24504->24528 24506 x7_IL <= 0.5 gini = 0.293 samples = 28 value = [5, 23] 24505->24506 24527 gini = 0.0 samples = 21 value = [0, 21] 24505->24527 24507 x7_MD <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 24506->24507 24526 gini = 0.0 samples = 2 value = [0, 2] 24506->24526 24508 x14_4 <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 24507->24508 24525 gini = 0.0 samples = 2 value = [0, 2] 24507->24525 24509 x7_NC <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 24508->24509 24524 gini = 0.375 samples = 4 value = [1, 3] 24508->24524 24510 x14_2 <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 24509->24510 24523 gini = 0.0 samples = 1 value = [0, 1] 24509->24523 24511 x14_11 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 24510->24511 24520 log_spend <= 7.209 gini = 0.48 samples = 5 value = [2, 3] 24510->24520 24512 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24511->24512 24519 gini = 0.0 samples = 7 value = [0, 7] 24511->24519 24513 gini = 0.0 samples = 1 value = [0, 1] 24512->24513 24514 x7_NV <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24512->24514 24515 x1_MA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24514->24515 24518 gini = 0.0 samples = 1 value = [0, 1] 24514->24518 24516 gini = 0.444 samples = 3 value = [2, 1] 24515->24516 24517 gini = 0.0 samples = 2 value = [0, 2] 24515->24517 24521 gini = 0.0 samples = 3 value = [0, 3] 24520->24521 24522 gini = 0.0 samples = 2 value = [2, 0] 24520->24522 24537 x7_MI <= 0.5 gini = 0.044 samples = 178 value = [4, 174] 24536->24537 24574 gini = 0.0 samples = 3 value = [0, 3] 24536->24574 24538 x14_7 <= 0.5 gini = 0.045 samples = 173 value = [4, 169] 24537->24538 24573 gini = 0.0 samples = 5 value = [0, 5] 24537->24573 24539 x7_FL <= 0.5 gini = 0.049 samples = 158 value = [4, 154] 24538->24539 24572 gini = 0.0 samples = 15 value = [0, 15] 24538->24572 24540 x7_DC <= 0.5 gini = 0.039 samples = 151 value = [3, 148] 24539->24540 24569 log_spend <= 7.598 gini = 0.245 samples = 7 value = [1, 6] 24539->24569 24541 x7_MO <= 0.5 gini = 0.039 samples = 150 value = [3, 147] 24540->24541 24568 gini = 0.0 samples = 1 value = [0, 1] 24540->24568 24542 x7_OR <= 0.5 gini = 0.04 samples = 146 value = [3, 143] 24541->24542 24567 gini = 0.0 samples = 4 value = [0, 4] 24541->24567 24543 log_spend <= 7.586 gini = 0.041 samples = 145 value = [3, 142] 24542->24543 24566 gini = 0.0 samples = 1 value = [0, 1] 24542->24566 24544 gini = 0.0 samples = 103 value = [0, 103] 24543->24544 24545 x7_CO <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 24543->24545 24546 x7_MA <= 0.5 gini = 0.136 samples = 41 value = [3, 38] 24545->24546 24565 gini = 0.0 samples = 1 value = [0, 1] 24545->24565 24547 x14_4 <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 24546->24547 24564 gini = 0.0 samples = 2 value = [0, 2] 24546->24564 24548 x7_MS <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 24547->24548 24563 gini = 0.0 samples = 1 value = [0, 1] 24547->24563 24549 log_spend <= 7.625 gini = 0.149 samples = 37 value = [3, 34] 24548->24549 24562 gini = 0.0 samples = 1 value = [0, 1] 24548->24562 24550 gini = 0.5 samples = 4 value = [2, 2] 24549->24550 24551 x7_VA <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 24549->24551 24552 log_spend <= 8.283 gini = 0.061 samples = 32 value = [1, 31] 24551->24552 24561 gini = 0.0 samples = 1 value = [0, 1] 24551->24561 24553 gini = 0.0 samples = 24 value = [0, 24] 24552->24553 24554 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24552->24554 24555 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24554->24555 24560 gini = 0.0 samples = 2 value = [0, 2] 24554->24560 24556 log_spend <= 8.313 gini = 0.32 samples = 5 value = [1, 4] 24555->24556 24559 gini = 0.0 samples = 1 value = [0, 1] 24555->24559 24557 gini = 0.0 samples = 1 value = [1, 0] 24556->24557 24558 gini = 0.0 samples = 4 value = [0, 4] 24556->24558 24570 gini = 0.0 samples = 5 value = [0, 5] 24569->24570 24571 gini = 0.5 samples = 2 value = [1, 1] 24569->24571 24577 gini = 0.375 samples = 4 value = [3, 1] 24576->24577 24578 gini = 0.0 samples = 1 value = [1, 0] 24576->24578 24580 x7_AZ <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 24579->24580 24595 gini = 0.0 samples = 3 value = [0, 3] 24579->24595 24581 x7_NY <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 24580->24581 24594 gini = 0.0 samples = 2 value = [0, 2] 24580->24594 24582 x14_9 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 24581->24582 24593 gini = 0.0 samples = 1 value = [1, 0] 24581->24593 24583 log_spend <= 7.461 gini = 0.486 samples = 12 value = [5, 7] 24582->24583 24592 gini = 0.5 samples = 2 value = [1, 1] 24582->24592 24584 x7_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24583->24584 24589 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 24583->24589 24585 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24584->24585 24588 gini = 0.0 samples = 2 value = [0, 2] 24584->24588 24586 gini = 0.0 samples = 3 value = [0, 3] 24585->24586 24587 gini = 0.5 samples = 2 value = [1, 1] 24585->24587 24590 gini = 0.444 samples = 3 value = [2, 1] 24589->24590 24591 gini = 0.0 samples = 2 value = [2, 0] 24589->24591 24598 x7_SD <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 24597->24598 24627 gini = 0.444 samples = 3 value = [2, 1] 24597->24627 24599 x1_MA <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 24598->24599 24626 gini = 0.0 samples = 1 value = [0, 1] 24598->24626 24600 x11_2 <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 24599->24600 24625 gini = 0.444 samples = 3 value = [2, 1] 24599->24625 24601 x16_other <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 24600->24601 24624 gini = 0.0 samples = 2 value = [0, 2] 24600->24624 24602 x1_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24601->24602 24605 x10_0 <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 24601->24605 24603 gini = 0.5 samples = 4 value = [2, 2] 24602->24603 24604 gini = 0.0 samples = 2 value = [0, 2] 24602->24604 24606 gini = 0.0 samples = 13 value = [0, 13] 24605->24606 24607 x1_CA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 24605->24607 24608 x7_VA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 24607->24608 24623 gini = 0.0 samples = 3 value = [0, 3] 24607->24623 24609 x7_UT <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 24608->24609 24622 gini = 0.0 samples = 2 value = [0, 2] 24608->24622 24610 x0_Switzerland <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 24609->24610 24621 gini = 0.0 samples = 1 value = [0, 1] 24609->24621 24611 x7_LA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 24610->24611 24620 gini = 0.0 samples = 1 value = [0, 1] 24610->24620 24612 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24611->24612 24619 gini = 0.0 samples = 1 value = [1, 0] 24611->24619 24613 x17_other <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24612->24613 24618 gini = 0.0 samples = 1 value = [0, 1] 24612->24618 24614 gini = 0.0 samples = 1 value = [1, 0] 24613->24614 24615 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24613->24615 24616 gini = 0.375 samples = 4 value = [1, 3] 24615->24616 24617 gini = 0.0 samples = 1 value = [0, 1] 24615->24617 24630 x7_PA <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 24629->24630 24659 gini = 0.0 samples = 2 value = [2, 0] 24629->24659 24631 x7_AL <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 24630->24631 24658 gini = 0.5 samples = 2 value = [1, 1] 24630->24658 24632 x1_PA <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 24631->24632 24657 gini = 0.0 samples = 1 value = [0, 1] 24631->24657 24633 x14_7 <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 24632->24633 24656 gini = 0.0 samples = 1 value = [1, 0] 24632->24656 24634 x1_NC <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 24633->24634 24655 gini = 0.0 samples = 2 value = [0, 2] 24633->24655 24635 x14_5 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 24634->24635 24654 gini = 0.0 samples = 2 value = [2, 0] 24634->24654 24636 x7_NC <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 24635->24636 24651 x7_NA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24635->24651 24637 x7_AZ <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 24636->24637 24650 gini = 0.5 samples = 2 value = [1, 1] 24636->24650 24638 x7_FL <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 24637->24638 24649 gini = 0.0 samples = 1 value = [1, 0] 24637->24649 24639 x14_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 24638->24639 24648 gini = 0.0 samples = 1 value = [0, 1] 24638->24648 24640 x1_CA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 24639->24640 24647 gini = 0.0 samples = 1 value = [1, 0] 24639->24647 24641 gini = 0.0 samples = 2 value = [0, 2] 24640->24641 24642 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 24640->24642 24643 x7_PR <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 24642->24643 24646 gini = 0.0 samples = 1 value = [0, 1] 24642->24646 24644 gini = 0.0 samples = 3 value = [3, 0] 24643->24644 24645 gini = 0.0 samples = 2 value = [0, 2] 24643->24645 24652 gini = 0.5 samples = 2 value = [1, 1] 24651->24652 24653 gini = 0.0 samples = 3 value = [0, 3] 24651->24653 24661 x11_0 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 24660->24661 24676 x1_MD <= 0.5 gini = 0.477 samples = 28 value = [17, 11] 24660->24676 24662 x1_NJ <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 24661->24662 24675 gini = 0.0 samples = 2 value = [2, 0] 24661->24675 24663 x7_TN <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 24662->24663 24674 gini = 0.0 samples = 2 value = [0, 2] 24662->24674 24664 x9_0 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 24663->24664 24673 gini = 0.0 samples = 2 value = [0, 2] 24663->24673 24665 gini = 0.0 samples = 4 value = [0, 4] 24664->24665 24666 x14_8 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 24664->24666 24667 x14_1 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 24666->24667 24672 gini = 0.0 samples = 2 value = [2, 0] 24666->24672 24668 x7_TX <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 24667->24668 24671 gini = 0.5 samples = 2 value = [1, 1] 24667->24671 24669 gini = 0.5 samples = 4 value = [2, 2] 24668->24669 24670 gini = 0.444 samples = 3 value = [2, 1] 24668->24670 24677 x1_FL <= 0.5 gini = 0.488 samples = 26 value = [15, 11] 24676->24677 24704 gini = 0.0 samples = 2 value = [2, 0] 24676->24704 24678 x7_FL <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 24677->24678 24703 gini = 0.0 samples = 1 value = [1, 0] 24677->24703 24679 x10_0 <= 0.5 gini = 0.499 samples = 23 value = [12, 11] 24678->24679 24702 gini = 0.0 samples = 2 value = [2, 0] 24678->24702 24680 gini = 0.0 samples = 3 value = [0, 3] 24679->24680 24681 x1_NA <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 24679->24681 24682 x14_2 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 24681->24682 24701 gini = 0.0 samples = 1 value = [0, 1] 24681->24701 24683 x1_MO <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 24682->24683 24700 gini = 0.0 samples = 1 value = [1, 0] 24682->24700 24684 x7_MA <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 24683->24684 24699 gini = 0.0 samples = 1 value = [1, 0] 24683->24699 24685 x1_PA <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 24684->24685 24698 gini = 0.0 samples = 2 value = [0, 2] 24684->24698 24686 x16_other <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 24685->24686 24697 gini = 0.0 samples = 1 value = [1, 0] 24685->24697 24687 gini = 0.5 samples = 2 value = [1, 1] 24686->24687 24688 x14_8 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 24686->24688 24689 x14_6 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 24688->24689 24696 gini = 0.0 samples = 1 value = [0, 1] 24688->24696 24690 x11_60 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 24689->24690 24695 gini = 0.0 samples = 1 value = [1, 0] 24689->24695 24691 gini = 0.0 samples = 5 value = [5, 0] 24690->24691 24692 x14_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24690->24692 24693 gini = 0.375 samples = 4 value = [1, 3] 24692->24693 24694 gini = 0.0 samples = 1 value = [1, 0] 24692->24694 24706 x13_3 <= 0.5 gini = 0.082 samples = 348 value = [15, 333] 24705->24706 24795 x4_Cash or cash equivalent <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24705->24795 24707 x16_gastro <= 0.5 gini = 0.082 samples = 302 value = [13, 289] 24706->24707 24786 x7_NJ <= 0.5 gini = 0.083 samples = 46 value = [2, 44] 24706->24786 24708 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 24707->24708 24713 x14_8 <= 0.5 gini = 0.06 samples = 292 value = [9, 283] 24707->24713 24709 x7_TN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24708->24709 24712 gini = 0.375 samples = 4 value = [3, 1] 24708->24712 24710 gini = 0.375 samples = 4 value = [1, 3] 24709->24710 24711 gini = 0.0 samples = 2 value = [0, 2] 24709->24711 24714 x7_GA <= 0.5 gini = 0.065 samples = 269 value = [9, 260] 24713->24714 24785 gini = 0.0 samples = 23 value = [0, 23] 24713->24785 24715 x14_12 <= 0.5 gini = 0.052 samples = 262 value = [7, 255] 24714->24715 24782 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24714->24782 24716 x14_3 <= 0.5 gini = 0.056 samples = 243 value = [7, 236] 24715->24716 24781 gini = 0.0 samples = 19 value = [0, 19] 24715->24781 24717 x7_CA <= 0.5 gini = 0.061 samples = 222 value = [7, 215] 24716->24717 24780 gini = 0.0 samples = 21 value = [0, 21] 24716->24780 24718 x7_MD <= 0.5 gini = 0.068 samples = 199 value = [7, 192] 24717->24718 24779 gini = 0.0 samples = 23 value = [0, 23] 24717->24779 24719 x14_4 <= 0.5 gini = 0.07 samples = 193 value = [7, 186] 24718->24719 24778 gini = 0.0 samples = 6 value = [0, 6] 24718->24778 24720 x7_OK <= 0.5 gini = 0.048 samples = 163 value = [4, 159] 24719->24720 24769 x4_Cash or cash equivalent <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 24719->24769 24721 x7_ID <= 0.5 gini = 0.049 samples = 160 value = [4, 156] 24720->24721 24768 gini = 0.0 samples = 3 value = [0, 3] 24720->24768 24722 x7_LA <= 0.5 gini = 0.05 samples = 157 value = [4, 153] 24721->24722 24767 gini = 0.0 samples = 3 value = [0, 3] 24721->24767 24723 x14_11 <= 0.5 gini = 0.052 samples = 151 value = [4, 147] 24722->24723 24766 gini = 0.0 samples = 6 value = [0, 6] 24722->24766 24724 x7_AR <= 0.5 gini = 0.048 samples = 123 value = [3, 120] 24723->24724 24753 x7_OH <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 24723->24753 24725 x7_FL <= 0.5 gini = 0.049 samples = 120 value = [3, 117] 24724->24725 24752 gini = 0.0 samples = 3 value = [0, 3] 24724->24752 24726 x14_7 <= 0.5 gini = 0.059 samples = 99 value = [3, 96] 24725->24726 24751 gini = 0.0 samples = 21 value = [0, 21] 24725->24751 24727 x7_NY <= 0.5 gini = 0.066 samples = 88 value = [3, 85] 24726->24727 24750 gini = 0.0 samples = 11 value = [0, 11] 24726->24750 24728 x14_1 <= 0.5 gini = 0.072 samples = 80 value = [3, 77] 24727->24728 24749 gini = 0.0 samples = 8 value = [0, 8] 24727->24749 24729 x4_Cash or cash equivalent <= 0.5 gini = 0.057 samples = 68 value = [2, 66] 24728->24729 24738 x7_MT <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 24728->24738 24730 gini = 0.0 samples = 1 value = [1, 0] 24729->24730 24731 x7_TX <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 24729->24731 24732 x7_NE <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 24731->24732 24737 gini = 0.0 samples = 20 value = [0, 20] 24731->24737 24733 x7_IL <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 24732->24733 24736 gini = 0.0 samples = 1 value = [0, 1] 24732->24736 24734 gini = 0.0 samples = 44 value = [0, 44] 24733->24734 24735 gini = 0.5 samples = 2 value = [1, 1] 24733->24735 24739 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 24738->24739 24748 gini = 0.0 samples = 1 value = [0, 1] 24738->24748 24740 x7_TN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 24739->24740 24747 gini = 0.0 samples = 1 value = [0, 1] 24739->24747 24741 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24740->24741 24746 gini = 0.0 samples = 1 value = [0, 1] 24740->24746 24742 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24741->24742 24745 gini = 0.0 samples = 2 value = [0, 2] 24741->24745 24743 gini = 0.0 samples = 1 value = [1, 0] 24742->24743 24744 gini = 0.0 samples = 6 value = [0, 6] 24742->24744 24754 x7_MT <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 24753->24754 24765 gini = 0.0 samples = 2 value = [0, 2] 24753->24765 24755 x7_MO <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 24754->24755 24764 gini = 0.0 samples = 1 value = [0, 1] 24754->24764 24756 x7_NJ <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 24755->24756 24763 gini = 0.0 samples = 1 value = [0, 1] 24755->24763 24757 x7_TX <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 24756->24757 24762 gini = 0.0 samples = 1 value = [0, 1] 24756->24762 24758 gini = 0.0 samples = 17 value = [0, 17] 24757->24758 24759 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24757->24759 24760 gini = 0.0 samples = 1 value = [1, 0] 24759->24760 24761 gini = 0.0 samples = 5 value = [0, 5] 24759->24761 24770 gini = 0.0 samples = 2 value = [2, 0] 24769->24770 24771 x7_TX <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 24769->24771 24772 x7_TN <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 24771->24772 24777 gini = 0.0 samples = 2 value = [0, 2] 24771->24777 24773 x13_0 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 24772->24773 24776 gini = 0.0 samples = 1 value = [0, 1] 24772->24776 24774 gini = 0.0 samples = 24 value = [0, 24] 24773->24774 24775 gini = 0.0 samples = 1 value = [1, 0] 24773->24775 24783 gini = 0.5 samples = 4 value = [2, 2] 24782->24783 24784 gini = 0.0 samples = 3 value = [0, 3] 24782->24784 24787 x7_FL <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 24786->24787 24794 gini = 0.0 samples = 3 value = [0, 3] 24786->24794 24788 x7_PR <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 24787->24788 24793 gini = 0.0 samples = 5 value = [0, 5] 24787->24793 24789 x4_In-kind items and services <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 24788->24789 24792 gini = 0.0 samples = 1 value = [0, 1] 24788->24792 24790 gini = 0.0 samples = 35 value = [0, 35] 24789->24790 24791 gini = 0.0 samples = 2 value = [2, 0] 24789->24791 24796 gini = 0.0 samples = 1 value = [1, 0] 24795->24796 24797 gini = 0.0 samples = 7 value = [0, 7] 24795->24797 24799 x11_60 <= 0.5 gini = 0.425 samples = 356 value = [109, 247] 24798->24799 25036 x7_OH <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 24798->25036 24800 x1_MA <= 0.5 gini = 0.398 samples = 335 value = [92, 243] 24799->24800 25023 x13_4 <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 24799->25023 24801 x7_WV <= 0.5 gini = 0.387 samples = 301 value = [79, 222] 24800->24801 25000 x7_GA <= 0.5 gini = 0.472 samples = 34 value = [13, 21] 24800->25000 24802 x1_NC <= 0.5 gini = 0.389 samples = 299 value = [79, 220] 24801->24802 24999 gini = 0.0 samples = 2 value = [0, 2] 24801->24999 24803 x7_WI <= 0.5 gini = 0.393 samples = 294 value = [79, 215] 24802->24803 24998 gini = 0.0 samples = 5 value = [0, 5] 24802->24998 24804 x1_PA <= 0.5 gini = 0.396 samples = 291 value = [79, 212] 24803->24804 24997 gini = 0.0 samples = 3 value = [0, 3] 24803->24997 24805 x1_AL <= 0.5 gini = 0.392 samples = 276 value = [74, 202] 24804->24805 24980 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 24804->24980 24806 x17_novo <= 0.5 gini = 0.38 samples = 271 value = [69, 202] 24805->24806 24979 gini = 0.0 samples = 5 value = [5, 0] 24805->24979 24807 x7_WA <= 0.5 gini = 0.385 samples = 258 value = [67, 191] 24806->24807 24976 x0_Denmark <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 24806->24976 24808 x11_1 <= 0.5 gini = 0.381 samples = 254 value = [65, 189] 24807->24808 24975 gini = 0.5 samples = 4 value = [2, 2] 24807->24975 24809 x4_In-kind items and services <= 0.5 gini = 0.378 samples = 178 value = [45, 133] 24808->24809 24932 x7_MA <= 0.5 gini = 0.388 samples = 76 value = [20, 56] 24808->24932 24810 x16_other <= 0.5 gini = 0.306 samples = 154 value = [29, 125] 24809->24810 24905 x1_MD <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 24809->24905 24811 x17_other <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 24810->24811 24814 x1_NJ <= 0.5 gini = 0.356 samples = 121 value = [28, 93] 24810->24814 24812 gini = 0.5 samples = 2 value = [1, 1] 24811->24812 24813 gini = 0.0 samples = 31 value = [0, 31] 24811->24813 24815 x0_Denmark <= 0.5 gini = 0.375 samples = 96 value = [24, 72] 24814->24815 24888 x11_30 <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 24814->24888 24816 x0_Ireland <= 0.5 gini = 0.367 samples = 95 value = [23, 72] 24815->24816 24887 gini = 0.0 samples = 1 value = [1, 0] 24815->24887 24817 x13_3 <= 0.5 gini = 0.32 samples = 90 value = [18, 72] 24816->24817 24886 gini = 0.0 samples = 5 value = [5, 0] 24816->24886 24818 x7_NV <= 0.5 gini = 0.26 samples = 78 value = [12, 66] 24817->24818 24869 x7_MI <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 24817->24869 24819 x11_15 <= 0.5 gini = 0.248 samples = 76 value = [11, 65] 24818->24819 24868 gini = 0.5 samples = 2 value = [1, 1] 24818->24868 24820 x12_100000000286 <= 0.5 gini = 0.231 samples = 75 value = [10, 65] 24819->24820 24867 gini = 0.0 samples = 1 value = [1, 0] 24819->24867 24821 x11_0 <= 0.5 gini = 0.219 samples = 72 value = [9, 63] 24820->24821 24866 gini = 0.444 samples = 3 value = [1, 2] 24820->24866 24822 log_spend <= 7.089 gini = 0.214 samples = 41 value = [5, 36] 24821->24822 24837 x13_1 <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 24821->24837 24823 gini = 0.0 samples = 27 value = [0, 27] 24822->24823 24824 x7_MA <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 24822->24824 24825 x7_GA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 24824->24825 24836 gini = 0.0 samples = 2 value = [2, 0] 24824->24836 24826 x7_TX <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 24825->24826 24835 gini = 0.0 samples = 1 value = [0, 1] 24825->24835 24827 x7_TN <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 24826->24827 24834 gini = 0.0 samples = 1 value = [1, 0] 24826->24834 24828 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24827->24828 24833 gini = 0.0 samples = 1 value = [1, 0] 24827->24833 24829 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24828->24829 24832 gini = 0.0 samples = 2 value = [0, 2] 24828->24832 24830 gini = 0.444 samples = 3 value = [1, 2] 24829->24830 24831 gini = 0.0 samples = 4 value = [0, 4] 24829->24831 24838 x7_PA <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 24837->24838 24859 x0_Sweden <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 24837->24859 24839 x1_IL <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 24838->24839 24858 gini = 0.0 samples = 1 value = [0, 1] 24838->24858 24840 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 24839->24840 24851 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 24839->24851 24841 x13_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24840->24841 24850 gini = 0.0 samples = 4 value = [0, 4] 24840->24850 24842 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 24841->24842 24849 gini = 0.0 samples = 1 value = [0, 1] 24841->24849 24843 x0_Switzerland <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 24842->24843 24848 gini = 0.0 samples = 1 value = [0, 1] 24842->24848 24844 x7_TX <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24843->24844 24847 gini = 0.0 samples = 1 value = [0, 1] 24843->24847 24845 gini = 0.0 samples = 3 value = [0, 3] 24844->24845 24846 gini = 0.444 samples = 3 value = [1, 2] 24844->24846 24852 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 24851->24852 24857 gini = 0.0 samples = 1 value = [0, 1] 24851->24857 24853 log_spend <= 7.712 gini = 0.245 samples = 7 value = [1, 6] 24852->24853 24856 gini = 0.0 samples = 2 value = [0, 2] 24852->24856 24854 gini = 0.0 samples = 4 value = [0, 4] 24853->24854 24855 gini = 0.444 samples = 3 value = [1, 2] 24853->24855 24860 x1_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24859->24860 24865 gini = 0.0 samples = 1 value = [0, 1] 24859->24865 24861 x12_100000000204 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24860->24861 24864 gini = 0.0 samples = 1 value = [1, 0] 24860->24864 24862 gini = 0.375 samples = 4 value = [1, 3] 24861->24862 24863 gini = 0.0 samples = 1 value = [0, 1] 24861->24863 24870 x0_United States <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 24869->24870 24885 gini = 0.0 samples = 1 value = [0, 1] 24869->24885 24871 gini = 0.0 samples = 1 value = [0, 1] 24870->24871 24872 x7_FL <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 24870->24872 24873 x7_UT <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 24872->24873 24884 gini = 0.0 samples = 1 value = [1, 0] 24872->24884 24874 x7_MD <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 24873->24874 24883 gini = 0.0 samples = 1 value = [0, 1] 24873->24883 24875 x7_NJ <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 24874->24875 24882 gini = 0.0 samples = 1 value = [1, 0] 24874->24882 24876 x1_MD <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 24875->24876 24881 gini = 0.0 samples = 1 value = [1, 0] 24875->24881 24877 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24876->24877 24880 gini = 0.0 samples = 1 value = [1, 0] 24876->24880 24878 gini = 0.375 samples = 4 value = [1, 3] 24877->24878 24879 gini = 0.0 samples = 1 value = [1, 0] 24877->24879 24889 x12_0 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 24888->24889 24902 x7_KY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24888->24902 24890 gini = 0.0 samples = 1 value = [0, 1] 24889->24890 24891 x7_KS <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 24889->24891 24892 x13_1 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 24891->24892 24901 gini = 0.0 samples = 1 value = [0, 1] 24891->24901 24893 x13_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 24892->24893 24900 gini = 0.0 samples = 4 value = [0, 4] 24892->24900 24894 x7_OH <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 24893->24894 24899 gini = 0.0 samples = 5 value = [0, 5] 24893->24899 24895 x11_0 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 24894->24895 24898 gini = 0.0 samples = 1 value = [0, 1] 24894->24898 24896 gini = 0.375 samples = 4 value = [1, 3] 24895->24896 24897 gini = 0.375 samples = 4 value = [1, 3] 24895->24897 24903 gini = 0.5 samples = 4 value = [2, 2] 24902->24903 24904 gini = 0.0 samples = 1 value = [0, 1] 24902->24904 24906 x7_PA <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 24905->24906 24931 gini = 0.0 samples = 1 value = [1, 0] 24905->24931 24907 x11_30 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 24906->24907 24926 x12_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 24906->24926 24908 x1_NA <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 24907->24908 24923 x7_DC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 24907->24923 24909 x13_3 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 24908->24909 24922 gini = 0.0 samples = 1 value = [1, 0] 24908->24922 24910 x17_abbvie, <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 24909->24910 24921 gini = 0.0 samples = 1 value = [0, 1] 24909->24921 24911 x7_OH <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 24910->24911 24920 gini = 0.0 samples = 1 value = [0, 1] 24910->24920 24912 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 24911->24912 24919 gini = 0.0 samples = 1 value = [1, 0] 24911->24919 24913 x16_other <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 24912->24913 24918 gini = 0.0 samples = 2 value = [2, 0] 24912->24918 24914 gini = 0.0 samples = 1 value = [1, 0] 24913->24914 24915 x12_100000000278 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24913->24915 24916 gini = 0.375 samples = 4 value = [1, 3] 24915->24916 24917 gini = 0.0 samples = 1 value = [1, 0] 24915->24917 24924 gini = 0.5 samples = 4 value = [2, 2] 24923->24924 24925 gini = 0.0 samples = 1 value = [1, 0] 24923->24925 24927 gini = 0.0 samples = 1 value = [1, 0] 24926->24927 24928 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 24926->24928 24929 gini = 0.375 samples = 4 value = [3, 1] 24928->24929 24930 gini = 0.0 samples = 1 value = [1, 0] 24928->24930 24933 x7_MI <= 0.5 gini = 0.401 samples = 72 value = [20, 52] 24932->24933 24974 gini = 0.0 samples = 4 value = [0, 4] 24932->24974 24934 x17_janssen <= 0.5 gini = 0.405 samples = 71 value = [20, 51] 24933->24934 24973 gini = 0.0 samples = 1 value = [0, 1] 24933->24973 24935 x7_TN <= 0.5 gini = 0.419 samples = 67 value = [20, 47] 24934->24935 24972 gini = 0.0 samples = 4 value = [0, 4] 24934->24972 24936 x13_0 <= 0.5 gini = 0.43 samples = 64 value = [20, 44] 24935->24936 24971 gini = 0.0 samples = 3 value = [0, 3] 24935->24971 24937 log_spend <= 5.41 gini = 0.496 samples = 35 value = [19, 16] 24936->24937 24968 x12_0 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 24936->24968 24938 gini = 0.0 samples = 6 value = [6, 0] 24937->24938 24939 x7_KY <= 0.5 gini = 0.495 samples = 29 value = [13, 16] 24937->24939 24940 x1_VA <= 0.5 gini = 0.49 samples = 28 value = [12, 16] 24939->24940 24967 gini = 0.0 samples = 1 value = [1, 0] 24939->24967 24941 x17_pfizer <= 0.5 gini = 0.497 samples = 26 value = [12, 14] 24940->24941 24966 gini = 0.0 samples = 2 value = [0, 2] 24940->24966 24942 x7_OH <= 0.5 gini = 0.5 samples = 24 value = [12, 12] 24941->24942 24965 gini = 0.0 samples = 2 value = [0, 2] 24941->24965 24943 x7_MO <= 0.5 gini = 0.499 samples = 21 value = [11, 10] 24942->24943 24964 gini = 0.444 samples = 3 value = [1, 2] 24942->24964 24944 x7_GA <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 24943->24944 24963 gini = 0.0 samples = 1 value = [1, 0] 24943->24963 24945 x7_UT <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 24944->24945 24962 gini = 0.0 samples = 1 value = [1, 0] 24944->24962 24946 x0_Ireland <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 24945->24946 24961 gini = 0.0 samples = 1 value = [0, 1] 24945->24961 24947 x4_In-kind items and services <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 24946->24947 24960 gini = 0.0 samples = 1 value = [1, 0] 24946->24960 24948 x12_0 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 24947->24948 24959 gini = 0.0 samples = 5 value = [5, 0] 24947->24959 24949 x13_2 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 24948->24949 24958 gini = 0.0 samples = 1 value = [0, 1] 24948->24958 24950 x12_100000000278 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 24949->24950 24953 x7_LA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 24949->24953 24951 gini = 0.5 samples = 2 value = [1, 1] 24950->24951 24952 gini = 0.444 samples = 3 value = [1, 2] 24950->24952 24954 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24953->24954 24957 gini = 0.0 samples = 1 value = [0, 1] 24953->24957 24955 gini = 0.0 samples = 4 value = [0, 4] 24954->24955 24956 gini = 0.0 samples = 1 value = [1, 0] 24954->24956 24969 gini = 0.0 samples = 28 value = [0, 28] 24968->24969 24970 gini = 0.0 samples = 1 value = [1, 0] 24968->24970 24977 gini = 0.0 samples = 2 value = [2, 0] 24976->24977 24978 gini = 0.0 samples = 11 value = [0, 11] 24976->24978 24981 gini = 0.444 samples = 3 value = [1, 2] 24980->24981 24982 x7_NJ <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 24980->24982 24983 x7_FL <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 24982->24983 24996 gini = 0.0 samples = 1 value = [0, 1] 24982->24996 24984 x11_15 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 24983->24984 24995 gini = 0.0 samples = 1 value = [1, 0] 24983->24995 24985 x7_LA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 24984->24985 24994 gini = 0.0 samples = 1 value = [0, 1] 24984->24994 24986 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 24985->24986 24993 gini = 0.0 samples = 2 value = [0, 2] 24985->24993 24987 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 24986->24987 24992 gini = 0.0 samples = 1 value = [1, 0] 24986->24992 24988 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 24987->24988 24991 gini = 0.0 samples = 1 value = [1, 0] 24987->24991 24989 gini = 0.5 samples = 2 value = [1, 1] 24988->24989 24990 gini = 0.0 samples = 3 value = [0, 3] 24988->24990 25001 x4_Cash or cash equivalent <= 0.5 gini = 0.469 samples = 32 value = [12, 20] 25000->25001 25022 gini = 0.5 samples = 2 value = [1, 1] 25000->25022 25002 gini = 0.0 samples = 6 value = [6, 0] 25001->25002 25003 x7_VA <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 25001->25003 25004 x13_3 <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 25003->25004 25021 gini = 0.444 samples = 3 value = [1, 2] 25003->25021 25005 log_spend <= 6.136 gini = 0.255 samples = 20 value = [3, 17] 25004->25005 25020 gini = 0.444 samples = 3 value = [2, 1] 25004->25020 25006 gini = 0.5 samples = 4 value = [2, 2] 25005->25006 25007 x7_AR <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 25005->25007 25008 x7_CA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 25007->25008 25019 gini = 0.0 samples = 1 value = [0, 1] 25007->25019 25009 x7_NY <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 25008->25009 25018 gini = 0.0 samples = 3 value = [0, 3] 25008->25018 25010 x7_RI <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 25009->25010 25017 gini = 0.0 samples = 1 value = [0, 1] 25009->25017 25011 x7_DE <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25010->25011 25016 gini = 0.0 samples = 1 value = [0, 1] 25010->25016 25012 x17_sanofi <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25011->25012 25015 gini = 0.0 samples = 1 value = [0, 1] 25011->25015 25013 gini = 0.0 samples = 7 value = [0, 7] 25012->25013 25014 gini = 0.5 samples = 2 value = [1, 1] 25012->25014 25024 x1_PA <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 25023->25024 25033 log_spend <= 6.371 gini = 0.219 samples = 8 value = [7, 1] 25023->25033 25025 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 25024->25025 25032 gini = 0.0 samples = 6 value = [6, 0] 25024->25032 25026 x7_AL <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 25025->25026 25031 gini = 0.0 samples = 1 value = [0, 1] 25025->25031 25027 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 25026->25027 25030 gini = 0.0 samples = 1 value = [1, 0] 25026->25030 25028 gini = 0.5 samples = 4 value = [2, 2] 25027->25028 25029 gini = 0.0 samples = 1 value = [1, 0] 25027->25029 25034 gini = 0.444 samples = 3 value = [2, 1] 25033->25034 25035 gini = 0.0 samples = 5 value = [5, 0] 25033->25035 25037 x11_60 <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 25036->25037 25054 gini = 0.0 samples = 2 value = [0, 2] 25036->25054 25038 x7_WA <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 25037->25038 25053 gini = 0.0 samples = 1 value = [0, 1] 25037->25053 25039 x7_MO <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 25038->25039 25052 gini = 0.0 samples = 2 value = [0, 2] 25038->25052 25040 x4_Cash or cash equivalent <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 25039->25040 25051 gini = 0.0 samples = 1 value = [0, 1] 25039->25051 25041 gini = 0.0 samples = 3 value = [3, 0] 25040->25041 25042 x13_2 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 25040->25042 25043 gini = 0.0 samples = 7 value = [0, 7] 25042->25043 25044 x7_PA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 25042->25044 25045 x7_MI <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 25044->25045 25050 gini = 0.0 samples = 1 value = [0, 1] 25044->25050 25046 x16_resp <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 25045->25046 25049 gini = 0.0 samples = 1 value = [0, 1] 25045->25049 25047 gini = 0.0 samples = 17 value = [0, 17] 25046->25047 25048 gini = 0.5 samples = 2 value = [1, 1] 25046->25048 25056 x7_PR <= 0.5 gini = 0.238 samples = 1633 value = [226, 1407] 25055->25056 25893 x7_LA <= 0.5 gini = 0.139 samples = 279 value = [21, 258] 25055->25893 25057 x14_12 <= 0.5 gini = 0.237 samples = 1628 value = [224, 1404] 25056->25057 25890 x1_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 25056->25890 25058 x7_GA <= 0.5 gini = 0.223 samples = 1525 value = [195, 1330] 25057->25058 25819 x9_69 <= 0.5 gini = 0.405 samples = 103 value = [29, 74] 25057->25819 25059 x11_0 <= 0.5 gini = 0.226 samples = 1463 value = [190, 1273] 25058->25059 25776 x1_NY <= 0.5 gini = 0.148 samples = 62 value = [5, 57] 25058->25776 25060 x1_PA <= 0.5 gini = 0.311 samples = 697 value = [134, 563] 25059->25060 25475 x14_5 <= 0.5 gini = 0.136 samples = 766 value = [56, 710] 25059->25475 25061 x7_WI <= 0.5 gini = 0.288 samples = 653 value = [114, 539] 25060->25061 25448 x7_AZ <= 0.5 gini = 0.496 samples = 44 value = [20, 24] 25060->25448 25062 x17_other <= 0.5 gini = 0.291 samples = 634 value = [112, 522] 25061->25062 25435 x12_0 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 25061->25435 25063 x9_69 <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 25062->25063 25086 x7_IL <= 0.5 gini = 0.281 samples = 608 value = [103, 505] 25062->25086 25064 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 25063->25064 25067 x13_1 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 25063->25067 25065 gini = 0.375 samples = 4 value = [3, 1] 25064->25065 25066 gini = 0.0 samples = 2 value = [2, 0] 25064->25066 25068 x4_Cash or cash equivalent <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 25067->25068 25085 gini = 0.0 samples = 2 value = [2, 0] 25067->25085 25069 gini = 0.0 samples = 1 value = [0, 1] 25068->25069 25070 x14_8 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 25068->25070 25071 x7_SD <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 25070->25071 25084 gini = 0.0 samples = 2 value = [0, 2] 25070->25084 25072 x14_10 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 25071->25072 25083 gini = 0.0 samples = 1 value = [0, 1] 25071->25083 25073 x7_TX <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 25072->25073 25082 gini = 0.0 samples = 3 value = [0, 3] 25072->25082 25074 log_spend <= 7.621 gini = 0.346 samples = 9 value = [2, 7] 25073->25074 25081 gini = 0.0 samples = 2 value = [0, 2] 25073->25081 25075 x7_ND <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25074->25075 25080 gini = 0.0 samples = 3 value = [0, 3] 25074->25080 25076 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25075->25076 25079 gini = 0.0 samples = 1 value = [1, 0] 25075->25079 25077 gini = 0.0 samples = 1 value = [1, 0] 25076->25077 25078 gini = 0.0 samples = 4 value = [0, 4] 25076->25078 25087 x7_KY <= 0.5 gini = 0.268 samples = 584 value = [93, 491] 25086->25087 25416 x4_Cash or cash equivalent <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 25086->25416 25088 x1_NJ <= 0.5 gini = 0.264 samples = 568 value = [89, 479] 25087->25088 25407 x1_MO <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 25087->25407 25089 x11_1 <= 0.5 gini = 0.257 samples = 560 value = [85, 475] 25088->25089 25402 x14_4 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 25088->25402 25090 x7_CA <= 0.5 gini = 0.175 samples = 176 value = [17, 159] 25089->25090 25165 x14_2 <= 0.5 gini = 0.291 samples = 384 value = [68, 316] 25089->25165 25091 x7_VA <= 0.5 gini = 0.128 samples = 160 value = [11, 149] 25090->25091 25152 x11_2 <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 25090->25152 25092 x1_CA <= 0.5 gini = 0.119 samples = 157 value = [10, 147] 25091->25092 25151 gini = 0.444 samples = 3 value = [1, 2] 25091->25151 25093 x13_1 <= 0.5 gini = 0.05 samples = 116 value = [3, 113] 25092->25093 25122 x7_OR <= 0.5 gini = 0.283 samples = 41 value = [7, 34] 25092->25122 25094 x13_4 <= 0.5 gini = 0.062 samples = 94 value = [3, 91] 25093->25094 25121 gini = 0.0 samples = 22 value = [0, 22] 25093->25121 25095 x7_AZ <= 0.5 gini = 0.082 samples = 70 value = [3, 67] 25094->25095 25120 gini = 0.0 samples = 24 value = [0, 24] 25094->25120 25096 x7_OH <= 0.5 gini = 0.091 samples = 63 value = [3, 60] 25095->25096 25119 gini = 0.0 samples = 7 value = [0, 7] 25095->25119 25097 x7_TN <= 0.5 gini = 0.097 samples = 59 value = [3, 56] 25096->25097 25118 gini = 0.0 samples = 4 value = [0, 4] 25096->25118 25098 x7_WA <= 0.5 gini = 0.105 samples = 54 value = [3, 51] 25097->25098 25117 gini = 0.0 samples = 5 value = [0, 5] 25097->25117 25099 x4_Cash or cash equivalent <= 0.5 gini = 0.107 samples = 53 value = [3, 50] 25098->25099 25116 gini = 0.0 samples = 1 value = [0, 1] 25098->25116 25100 x14_6 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 25099->25100 25105 x14_5 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 25099->25105 25101 x14_1 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25100->25101 25104 gini = 0.5 samples = 2 value = [1, 1] 25100->25104 25102 gini = 0.0 samples = 9 value = [0, 9] 25101->25102 25103 gini = 0.0 samples = 1 value = [1, 0] 25101->25103 25106 x14_3 <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 25105->25106 25115 gini = 0.0 samples = 1 value = [0, 1] 25105->25115 25107 x1_IL <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 25106->25107 25114 gini = 0.0 samples = 5 value = [0, 5] 25106->25114 25108 gini = 0.0 samples = 14 value = [0, 14] 25107->25108 25109 x7_SC <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 25107->25109 25110 x14_6 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 25109->25110 25113 gini = 0.0 samples = 1 value = [0, 1] 25109->25113 25111 gini = 0.0 samples = 17 value = [0, 17] 25110->25111 25112 gini = 0.444 samples = 3 value = [1, 2] 25110->25112 25123 x14_8 <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 25122->25123 25150 gini = 0.0 samples = 1 value = [0, 1] 25122->25150 25124 x14_10 <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 25123->25124 25149 gini = 0.0 samples = 1 value = [0, 1] 25123->25149 25125 x11_2 <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 25124->25125 25148 gini = 0.444 samples = 3 value = [2, 1] 25124->25148 25126 x7_CO <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 25125->25126 25141 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25125->25141 25127 x7_PA <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 25126->25127 25140 gini = 0.0 samples = 2 value = [0, 2] 25126->25140 25128 x14_9 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 25127->25128 25139 gini = 0.5 samples = 2 value = [1, 1] 25127->25139 25129 x12_100000000203 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 25128->25129 25138 gini = 0.5 samples = 2 value = [1, 1] 25128->25138 25130 gini = 0.0 samples = 4 value = [0, 4] 25129->25130 25131 x14_4 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 25129->25131 25132 x7_NY <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 25131->25132 25137 gini = 0.0 samples = 6 value = [0, 6] 25131->25137 25133 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 25132->25133 25136 gini = 0.0 samples = 3 value = [0, 3] 25132->25136 25134 gini = 0.5 samples = 4 value = [2, 2] 25133->25134 25135 gini = 0.0 samples = 3 value = [0, 3] 25133->25135 25142 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25141->25142 25147 gini = 0.0 samples = 2 value = [0, 2] 25141->25147 25143 x7_NH <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25142->25143 25146 gini = 0.0 samples = 3 value = [0, 3] 25142->25146 25144 gini = 0.0 samples = 3 value = [0, 3] 25143->25144 25145 gini = 0.5 samples = 2 value = [1, 1] 25143->25145 25153 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 25152->25153 25164 gini = 0.5 samples = 4 value = [2, 2] 25152->25164 25154 x13_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25153->25154 25159 x1_IL <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25153->25159 25155 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 25154->25155 25158 gini = 0.0 samples = 1 value = [0, 1] 25154->25158 25156 gini = 0.444 samples = 3 value = [1, 2] 25155->25156 25157 gini = 0.5 samples = 2 value = [1, 1] 25155->25157 25160 x12_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25159->25160 25163 gini = 0.0 samples = 1 value = [1, 0] 25159->25163 25161 gini = 0.375 samples = 4 value = [1, 3] 25160->25161 25162 gini = 0.0 samples = 1 value = [0, 1] 25160->25162 25166 x7_ME <= 0.5 gini = 0.281 samples = 325 value = [55, 270] 25165->25166 25355 x7_ME <= 0.5 gini = 0.344 samples = 59 value = [13, 46] 25165->25355 25167 x1_NC <= 0.5 gini = 0.285 samples = 320 value = [55, 265] 25166->25167 25354 gini = 0.0 samples = 5 value = [0, 5] 25166->25354 25168 x7_IA <= 0.5 gini = 0.283 samples = 317 value = [54, 263] 25167->25168 25353 gini = 0.444 samples = 3 value = [1, 2] 25167->25353 25169 x14_11 <= 0.5 gini = 0.282 samples = 312 value = [53, 259] 25168->25169 25350 log_spend <= 7.065 gini = 0.32 samples = 5 value = [1, 4] 25168->25350 25170 x1_MO <= 0.5 gini = 0.252 samples = 291 value = [43, 248] 25169->25170 25329 x13_3 <= 0.5 gini = 0.499 samples = 21 value = [10, 11] 25169->25329 25171 x1_NA <= 0.5 gini = 0.213 samples = 248 value = [30, 218] 25170->25171 25300 x7_VA <= 0.5 gini = 0.422 samples = 43 value = [13, 30] 25170->25300 25172 x7_ND <= 0.5 gini = 0.207 samples = 247 value = [29, 218] 25171->25172 25299 gini = 0.0 samples = 1 value = [1, 0] 25171->25299 25173 x13_2 <= 0.5 gini = 0.208 samples = 246 value = [29, 217] 25172->25173 25298 gini = 0.0 samples = 1 value = [0, 1] 25172->25298 25174 log_spend <= 7.474 gini = 0.177 samples = 194 value = [19, 175] 25173->25174 25267 x1_CA <= 0.5 gini = 0.311 samples = 52 value = [10, 42] 25173->25267 25175 x12_100000000193 <= 0.5 gini = 0.107 samples = 158 value = [9, 149] 25174->25175 25246 x7_AL <= 0.5 gini = 0.401 samples = 36 value = [10, 26] 25174->25246 25176 x12_100000000203 <= 0.5 gini = 0.114 samples = 149 value = [9, 140] 25175->25176 25245 gini = 0.0 samples = 9 value = [0, 9] 25175->25245 25177 log_spend <= 5.322 gini = 0.208 samples = 17 value = [2, 15] 25176->25177 25186 x13_1 <= 0.5 gini = 0.1 samples = 132 value = [7, 125] 25176->25186 25178 gini = 0.0 samples = 1 value = [1, 0] 25177->25178 25179 x1_CA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 25177->25179 25180 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25179->25180 25185 gini = 0.0 samples = 7 value = [0, 7] 25179->25185 25181 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25180->25181 25184 gini = 0.0 samples = 3 value = [0, 3] 25180->25184 25182 gini = 0.0 samples = 5 value = [0, 5] 25181->25182 25183 gini = 0.0 samples = 1 value = [1, 0] 25181->25183 25187 x14_3 <= 0.5 gini = 0.139 samples = 80 value = [6, 74] 25186->25187 25220 x7_NY <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 25186->25220 25188 x7_NY <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 25187->25188 25207 x7_AR <= 0.5 gini = 0.109 samples = 52 value = [3, 49] 25187->25207 25189 x7_WA <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 25188->25189 25206 gini = 0.0 samples = 6 value = [0, 6] 25188->25206 25190 x7_MI <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 25189->25190 25205 gini = 0.0 samples = 1 value = [0, 1] 25189->25205 25191 x7_VA <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 25190->25191 25204 gini = 0.0 samples = 1 value = [0, 1] 25190->25204 25192 x14_6 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 25191->25192 25203 gini = 0.0 samples = 2 value = [0, 2] 25191->25203 25193 x14_1 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 25192->25193 25202 gini = 0.0 samples = 3 value = [0, 3] 25192->25202 25194 x14_7 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 25193->25194 25201 gini = 0.0 samples = 6 value = [0, 6] 25193->25201 25195 x14_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 25194->25195 25200 gini = 0.0 samples = 1 value = [0, 1] 25194->25200 25196 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 25195->25196 25199 gini = 0.0 samples = 1 value = [0, 1] 25195->25199 25197 gini = 0.0 samples = 3 value = [0, 3] 25196->25197 25198 gini = 0.375 samples = 4 value = [3, 1] 25196->25198 25208 x7_NY <= 0.5 gini = 0.111 samples = 51 value = [3, 48] 25207->25208 25219 gini = 0.0 samples = 1 value = [0, 1] 25207->25219 25209 log_spend <= 5.237 gini = 0.117 samples = 48 value = [3, 45] 25208->25209 25218 gini = 0.0 samples = 3 value = [0, 3] 25208->25218 25210 gini = 0.0 samples = 1 value = [1, 0] 25209->25210 25211 x7_FL <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 25209->25211 25212 x7_MD <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 25211->25212 25215 log_spend <= 6.272 gini = 0.165 samples = 11 value = [1, 10] 25211->25215 25213 gini = 0.0 samples = 32 value = [0, 32] 25212->25213 25214 gini = 0.375 samples = 4 value = [1, 3] 25212->25214 25216 gini = 0.375 samples = 4 value = [1, 3] 25215->25216 25217 gini = 0.0 samples = 7 value = [0, 7] 25215->25217 25221 x7_KS <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 25220->25221 25244 gini = 0.0 samples = 6 value = [0, 6] 25220->25244 25222 x7_PA <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 25221->25222 25243 gini = 0.0 samples = 1 value = [0, 1] 25221->25243 25223 x7_VA <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 25222->25223 25242 gini = 0.0 samples = 2 value = [0, 2] 25222->25242 25224 x7_MO <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 25223->25224 25241 gini = 0.0 samples = 2 value = [0, 2] 25223->25241 25225 x7_TX <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 25224->25225 25240 gini = 0.0 samples = 2 value = [0, 2] 25224->25240 25226 x7_IN <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 25225->25226 25239 gini = 0.0 samples = 8 value = [0, 8] 25225->25239 25227 x7_OR <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 25226->25227 25238 gini = 0.0 samples = 1 value = [0, 1] 25226->25238 25228 x7_FL <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 25227->25228 25237 gini = 0.0 samples = 1 value = [0, 1] 25227->25237 25229 gini = 0.0 samples = 16 value = [0, 16] 25228->25229 25230 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 25228->25230 25231 x14_8 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 25230->25231 25236 gini = 0.0 samples = 1 value = [0, 1] 25230->25236 25232 x14_7 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 25231->25232 25235 gini = 0.0 samples = 1 value = [0, 1] 25231->25235 25233 gini = 0.0 samples = 10 value = [0, 10] 25232->25233 25234 gini = 0.0 samples = 1 value = [1, 0] 25232->25234 25247 x1_CA <= 0.5 gini = 0.408 samples = 35 value = [10, 25] 25246->25247 25266 gini = 0.0 samples = 1 value = [0, 1] 25246->25266 25248 gini = 0.0 samples = 1 value = [0, 1] 25247->25248 25249 x7_CT <= 0.5 gini = 0.415 samples = 34 value = [10, 24] 25247->25249 25250 x7_TX <= 0.5 gini = 0.422 samples = 33 value = [10, 23] 25249->25250 25265 gini = 0.0 samples = 1 value = [0, 1] 25249->25265 25251 x16_other <= 0.5 gini = 0.43 samples = 32 value = [10, 22] 25250->25251 25264 gini = 0.0 samples = 1 value = [0, 1] 25250->25264 25252 x14_1 <= 0.5 gini = 0.466 samples = 27 value = [10, 17] 25251->25252 25263 gini = 0.0 samples = 5 value = [0, 5] 25251->25263 25253 x13_4 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 25252->25253 25260 x7_MI <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 25252->25260 25254 gini = 0.0 samples = 6 value = [6, 0] 25253->25254 25255 x4_In-kind items and services <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 25253->25255 25256 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 25255->25256 25259 gini = 0.0 samples = 4 value = [0, 4] 25255->25259 25257 gini = 0.375 samples = 4 value = [3, 1] 25256->25257 25258 gini = 0.0 samples = 2 value = [0, 2] 25256->25258 25261 gini = 0.0 samples = 10 value = [0, 10] 25260->25261 25262 gini = 0.0 samples = 1 value = [1, 0] 25260->25262 25268 gini = 0.0 samples = 5 value = [0, 5] 25267->25268 25269 log_spend <= 7.293 gini = 0.335 samples = 47 value = [10, 37] 25267->25269 25270 x16_other <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 25269->25270 25287 x16_cardio <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 25269->25287 25271 x7_FL <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 25270->25271 25286 gini = 0.0 samples = 9 value = [0, 9] 25270->25286 25272 x14_5 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 25271->25272 25285 gini = 0.0 samples = 4 value = [0, 4] 25271->25285 25273 x7_MD <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 25272->25273 25282 x4_Cash or cash equivalent <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25272->25282 25274 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 25273->25274 25281 gini = 0.0 samples = 1 value = [0, 1] 25273->25281 25275 gini = 0.375 samples = 4 value = [1, 3] 25274->25275 25276 x7_NY <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25274->25276 25277 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25276->25277 25280 gini = 0.0 samples = 2 value = [0, 2] 25276->25280 25278 gini = 0.0 samples = 7 value = [0, 7] 25277->25278 25279 gini = 0.0 samples = 1 value = [1, 0] 25277->25279 25283 gini = 0.0 samples = 8 value = [0, 8] 25282->25283 25284 gini = 0.0 samples = 1 value = [1, 0] 25282->25284 25288 gini = 0.0 samples = 1 value = [1, 0] 25287->25288 25289 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 25287->25289 25290 x7_WA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 25289->25290 25297 gini = 0.0 samples = 1 value = [1, 0] 25289->25297 25291 x7_MI <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 25290->25291 25296 gini = 0.5 samples = 2 value = [1, 1] 25290->25296 25292 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25291->25292 25295 gini = 0.0 samples = 1 value = [0, 1] 25291->25295 25293 gini = 0.444 samples = 3 value = [2, 1] 25292->25293 25294 gini = 0.0 samples = 2 value = [2, 0] 25292->25294 25301 x13_4 <= 0.5 gini = 0.427 samples = 42 value = [13, 29] 25300->25301 25328 gini = 0.0 samples = 1 value = [0, 1] 25300->25328 25302 x7_NE <= 0.5 gini = 0.463 samples = 33 value = [12, 21] 25301->25302 25325 x4_Cash or cash equivalent <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25301->25325 25303 x7_OR <= 0.5 gini = 0.451 samples = 32 value = [11, 21] 25302->25303 25324 gini = 0.0 samples = 1 value = [1, 0] 25302->25324 25304 x7_CA <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 25303->25304 25323 gini = 0.0 samples = 1 value = [0, 1] 25303->25323 25305 x13_1 <= 0.5 gini = 0.444 samples = 30 value = [10, 20] 25304->25305 25322 gini = 0.0 samples = 1 value = [1, 0] 25304->25322 25306 x13_0 <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 25305->25306 25321 gini = 0.0 samples = 4 value = [0, 4] 25305->25321 25307 x13_2 <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 25306->25307 25320 gini = 0.0 samples = 4 value = [4, 0] 25306->25320 25308 x14_7 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 25307->25308 25313 x7_IN <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 25307->25313 25309 x4_Cash or cash equivalent <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25308->25309 25312 gini = 0.0 samples = 6 value = [0, 6] 25308->25312 25310 gini = 0.0 samples = 1 value = [1, 0] 25309->25310 25311 gini = 0.0 samples = 6 value = [0, 6] 25309->25311 25314 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 25313->25314 25319 gini = 0.0 samples = 1 value = [1, 0] 25313->25319 25315 x7_AL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25314->25315 25318 gini = 0.0 samples = 3 value = [0, 3] 25314->25318 25316 gini = 0.375 samples = 4 value = [3, 1] 25315->25316 25317 gini = 0.0 samples = 1 value = [1, 0] 25315->25317 25326 gini = 0.0 samples = 1 value = [1, 0] 25325->25326 25327 gini = 0.0 samples = 8 value = [0, 8] 25325->25327 25330 x7_IN <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 25329->25330 25349 gini = 0.375 samples = 4 value = [1, 3] 25329->25349 25331 x12_100000000203 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 25330->25331 25348 gini = 0.0 samples = 1 value = [1, 0] 25330->25348 25332 x0_Germany <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 25331->25332 25341 x4_Cash or cash equivalent <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 25331->25341 25333 x7_CA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 25332->25333 25340 gini = 0.0 samples = 1 value = [1, 0] 25332->25340 25334 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 25333->25334 25339 gini = 0.0 samples = 1 value = [0, 1] 25333->25339 25335 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25334->25335 25338 gini = 0.5 samples = 2 value = [1, 1] 25334->25338 25336 gini = 0.0 samples = 4 value = [0, 4] 25335->25336 25337 gini = 0.0 samples = 1 value = [1, 0] 25335->25337 25342 gini = 0.0 samples = 1 value = [0, 1] 25341->25342 25343 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 25341->25343 25344 x7_CO <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25343->25344 25347 gini = 0.0 samples = 1 value = [1, 0] 25343->25347 25345 gini = 0.444 samples = 3 value = [2, 1] 25344->25345 25346 gini = 0.0 samples = 2 value = [2, 0] 25344->25346 25351 gini = 0.0 samples = 1 value = [1, 0] 25350->25351 25352 gini = 0.0 samples = 4 value = [0, 4] 25350->25352 25356 x7_NC <= 0.5 gini = 0.348 samples = 58 value = [13, 45] 25355->25356 25401 gini = 0.0 samples = 1 value = [0, 1] 25355->25401 25357 x13_3 <= 0.5 gini = 0.361 samples = 55 value = [13, 42] 25356->25357 25400 gini = 0.0 samples = 3 value = [0, 3] 25356->25400 25358 x12_100000000203 <= 0.5 gini = 0.355 samples = 52 value = [12, 40] 25357->25358 25399 gini = 0.444 samples = 3 value = [1, 2] 25357->25399 25359 x7_PA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 25358->25359 25368 log_spend <= 5.921 gini = 0.326 samples = 39 value = [8, 31] 25358->25368 25360 x1_MO <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 25359->25360 25367 gini = 0.444 samples = 3 value = [1, 2] 25359->25367 25361 gini = 0.0 samples = 2 value = [0, 2] 25360->25361 25362 x4_Cash or cash equivalent <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 25360->25362 25363 gini = 0.5 samples = 2 value = [1, 1] 25362->25363 25364 log_spend <= 7.324 gini = 0.444 samples = 6 value = [2, 4] 25362->25364 25365 gini = 0.0 samples = 2 value = [0, 2] 25364->25365 25366 gini = 0.5 samples = 4 value = [2, 2] 25364->25366 25369 x7_FL <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 25368->25369 25378 x13_0 <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 25368->25378 25370 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 25369->25370 25377 gini = 0.0 samples = 1 value = [1, 0] 25369->25377 25371 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 25370->25371 25376 gini = 0.0 samples = 1 value = [1, 0] 25370->25376 25372 gini = 0.5 samples = 2 value = [1, 1] 25371->25372 25373 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 25371->25373 25374 gini = 0.375 samples = 4 value = [3, 1] 25373->25374 25375 gini = 0.0 samples = 1 value = [0, 1] 25373->25375 25379 x7_SC <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 25378->25379 25398 gini = 0.0 samples = 1 value = [1, 0] 25378->25398 25380 x7_IN <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 25379->25380 25397 gini = 0.0 samples = 1 value = [0, 1] 25379->25397 25381 x7_AZ <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 25380->25381 25396 gini = 0.0 samples = 1 value = [0, 1] 25380->25396 25382 x7_RI <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 25381->25382 25395 gini = 0.0 samples = 1 value = [0, 1] 25381->25395 25383 x7_NJ <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 25382->25383 25394 gini = 0.0 samples = 1 value = [0, 1] 25382->25394 25384 x7_MI <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 25383->25384 25393 gini = 0.0 samples = 1 value = [0, 1] 25383->25393 25385 x4_Cash or cash equivalent <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 25384->25385 25392 gini = 0.0 samples = 3 value = [0, 3] 25384->25392 25386 x7_FL <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 25385->25386 25391 gini = 0.0 samples = 5 value = [0, 5] 25385->25391 25387 gini = 0.0 samples = 11 value = [0, 11] 25386->25387 25388 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25386->25388 25389 gini = 0.375 samples = 4 value = [1, 3] 25388->25389 25390 gini = 0.0 samples = 1 value = [0, 1] 25388->25390 25403 x11_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 25402->25403 25406 gini = 0.0 samples = 1 value = [0, 1] 25402->25406 25404 gini = 0.0 samples = 3 value = [0, 3] 25403->25404 25405 gini = 0.0 samples = 4 value = [4, 0] 25403->25405 25408 x13_2 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 25407->25408 25415 gini = 0.0 samples = 1 value = [0, 1] 25407->25415 25409 x13_3 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 25408->25409 25414 gini = 0.0 samples = 4 value = [0, 4] 25408->25414 25410 log_spend <= 6.547 gini = 0.42 samples = 10 value = [3, 7] 25409->25410 25413 gini = 0.0 samples = 1 value = [1, 0] 25409->25413 25411 gini = 0.375 samples = 4 value = [3, 1] 25410->25411 25412 gini = 0.0 samples = 6 value = [0, 6] 25410->25412 25417 x12_100000000203 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 25416->25417 25420 x1_CA <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 25416->25420 25418 gini = 0.0 samples = 3 value = [3, 0] 25417->25418 25419 gini = 0.0 samples = 4 value = [0, 4] 25417->25419 25421 x1_MA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 25420->25421 25428 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 25420->25428 25422 x1_IL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 25421->25422 25425 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25421->25425 25423 gini = 0.0 samples = 2 value = [2, 0] 25422->25423 25424 gini = 0.0 samples = 3 value = [0, 3] 25422->25424 25426 gini = 0.0 samples = 4 value = [0, 4] 25425->25426 25427 gini = 0.0 samples = 1 value = [1, 0] 25425->25427 25429 log_spend <= 7.311 gini = 0.444 samples = 6 value = [4, 2] 25428->25429 25434 gini = 0.0 samples = 1 value = [0, 1] 25428->25434 25430 gini = 0.0 samples = 1 value = [0, 1] 25429->25430 25431 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25429->25431 25432 gini = 0.375 samples = 4 value = [3, 1] 25431->25432 25433 gini = 0.0 samples = 1 value = [1, 0] 25431->25433 25436 gini = 0.0 samples = 1 value = [0, 1] 25435->25436 25437 x14_7 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 25435->25437 25438 x14_6 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 25437->25438 25447 gini = 0.0 samples = 1 value = [0, 1] 25437->25447 25439 x1_MO <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 25438->25439 25446 gini = 0.0 samples = 1 value = [1, 0] 25438->25446 25440 x13_1 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 25439->25440 25445 gini = 0.0 samples = 2 value = [0, 2] 25439->25445 25441 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25440->25441 25444 gini = 0.0 samples = 8 value = [0, 8] 25440->25444 25442 gini = 0.0 samples = 1 value = [1, 0] 25441->25442 25443 gini = 0.0 samples = 5 value = [0, 5] 25441->25443 25449 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 39 value = [19, 20] 25448->25449 25472 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25448->25472 25450 gini = 0.0 samples = 12 value = [12, 0] 25449->25450 25451 x13_2 <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 25449->25451 25452 x14_8 <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 25451->25452 25469 x11_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25451->25469 25453 x14_4 <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 25452->25453 25468 gini = 0.0 samples = 1 value = [0, 1] 25452->25468 25454 x14_9 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 25453->25454 25467 gini = 0.444 samples = 3 value = [2, 1] 25453->25467 25455 x14_7 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 25454->25455 25466 gini = 0.0 samples = 1 value = [0, 1] 25454->25466 25456 x7_KY <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 25455->25456 25465 gini = 0.0 samples = 1 value = [0, 1] 25455->25465 25457 x14_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 25456->25457 25464 gini = 0.0 samples = 2 value = [2, 0] 25456->25464 25458 x16_immun <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 25457->25458 25463 gini = 0.0 samples = 5 value = [0, 5] 25457->25463 25459 gini = 0.0 samples = 1 value = [1, 0] 25458->25459 25460 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25458->25460 25461 gini = 0.0 samples = 6 value = [0, 6] 25460->25461 25462 gini = 0.5 samples = 2 value = [1, 1] 25460->25462 25470 gini = 0.375 samples = 4 value = [1, 3] 25469->25470 25471 gini = 0.0 samples = 1 value = [0, 1] 25469->25471 25473 gini = 0.444 samples = 3 value = [1, 2] 25472->25473 25474 gini = 0.0 samples = 2 value = [0, 2] 25472->25474 25476 log_spend <= 5.08 gini = 0.133 samples = 672 value = [48, 624] 25475->25476 25733 x1_NY <= 0.5 gini = 0.156 samples = 94 value = [8, 86] 25475->25733 25477 x7_TX <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 25476->25477 25488 x7_WA <= 0.5 gini = 0.125 samples = 659 value = [44, 615] 25476->25488 25478 x13_4 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 25477->25478 25487 gini = 0.0 samples = 1 value = [1, 0] 25477->25487 25479 x14_11 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 25478->25479 25486 gini = 0.0 samples = 1 value = [1, 0] 25478->25486 25480 x1_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25479->25480 25485 gini = 0.5 samples = 2 value = [1, 1] 25479->25485 25481 gini = 0.0 samples = 3 value = [0, 3] 25480->25481 25482 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25480->25482 25483 gini = 0.0 samples = 3 value = [0, 3] 25482->25483 25484 gini = 0.444 samples = 3 value = [1, 2] 25482->25484 25489 x1_NC <= 0.5 gini = 0.127 samples = 643 value = [44, 599] 25488->25489 25732 gini = 0.0 samples = 16 value = [0, 16] 25488->25732 25490 x7_TX <= 0.5 gini = 0.157 samples = 512 value = [44, 468] 25489->25490 25731 gini = 0.0 samples = 131 value = [0, 131] 25489->25731 25491 x14_1 <= 0.5 gini = 0.168 samples = 466 value = [43, 423] 25490->25491 25714 x14_7 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 25490->25714 25492 x13_2 <= 0.5 gini = 0.176 samples = 410 value = [40, 370] 25491->25492 25699 x7_MT <= 0.5 gini = 0.101 samples = 56 value = [3, 53] 25491->25699 25493 x7_OH <= 0.5 gini = 0.199 samples = 285 value = [32, 253] 25492->25493 25646 x7_UT <= 0.5 gini = 0.12 samples = 125 value = [8, 117] 25492->25646 25494 x7_UT <= 0.5 gini = 0.191 samples = 271 value = [29, 242] 25493->25494 25633 x14_4 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 25493->25633 25495 x13_4 <= 0.5 gini = 0.186 samples = 270 value = [28, 242] 25494->25495 25632 gini = 0.0 samples = 1 value = [1, 0] 25494->25632 25496 x13_3 <= 0.5 gini = 0.21 samples = 185 value = [22, 163] 25495->25496 25591 x7_OR <= 0.5 gini = 0.131 samples = 85 value = [6, 79] 25495->25591 25497 x7_TN <= 0.5 gini = 0.188 samples = 105 value = [11, 94] 25496->25497 25538 x7_MO <= 0.5 gini = 0.237 samples = 80 value = [11, 69] 25496->25538 25498 x17_pfizer <= 0.5 gini = 0.174 samples = 104 value = [10, 94] 25497->25498 25537 gini = 0.0 samples = 1 value = [1, 0] 25497->25537 25499 x14_9 <= 0.5 gini = 0.173 samples = 94 value = [9, 85] 25498->25499 25530 x14_6 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25498->25530 25500 x14_6 <= 0.5 gini = 0.187 samples = 86 value = [9, 77] 25499->25500 25529 gini = 0.0 samples = 8 value = [0, 8] 25499->25529 25501 x13_0 <= 0.5 gini = 0.2 samples = 80 value = [9, 71] 25500->25501 25528 gini = 0.0 samples = 6 value = [0, 6] 25500->25528 25502 x7_NC <= 0.5 gini = 0.227 samples = 46 value = [6, 40] 25501->25502 25519 x14_3 <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 25501->25519 25503 x16_immun <= 0.5 gini = 0.206 samples = 43 value = [5, 38] 25502->25503 25518 gini = 0.444 samples = 3 value = [1, 2] 25502->25518 25504 x4_In-kind items and services <= 0.5 gini = 0.214 samples = 41 value = [5, 36] 25503->25504 25517 gini = 0.0 samples = 2 value = [0, 2] 25503->25517 25505 x16_cardio <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 25504->25505 25516 gini = 0.0 samples = 16 value = [0, 16] 25504->25516 25506 x1_MA <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 25505->25506 25515 gini = 0.0 samples = 1 value = [1, 0] 25505->25515 25507 x7_NY <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 25506->25507 25514 gini = 0.0 samples = 8 value = [0, 8] 25506->25514 25508 log_spend <= 7.355 gini = 0.391 samples = 15 value = [4, 11] 25507->25508 25513 gini = 0.0 samples = 1 value = [0, 1] 25507->25513 25509 x12_100000000203 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 25508->25509 25512 gini = 0.444 samples = 3 value = [2, 1] 25508->25512 25510 gini = 0.0 samples = 10 value = [0, 10] 25509->25510 25511 gini = 0.0 samples = 2 value = [2, 0] 25509->25511 25520 x7_VA <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 25519->25520 25527 gini = 0.0 samples = 9 value = [0, 9] 25519->25527 25521 x12_0 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 25520->25521 25526 gini = 0.0 samples = 1 value = [0, 1] 25520->25526 25522 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 25521->25522 25525 gini = 0.0 samples = 19 value = [0, 19] 25521->25525 25523 gini = 0.5 samples = 4 value = [2, 2] 25522->25523 25524 gini = 0.0 samples = 1 value = [1, 0] 25522->25524 25531 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25530->25531 25536 gini = 0.0 samples = 4 value = [0, 4] 25530->25536 25532 x7_AL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25531->25532 25535 gini = 0.0 samples = 1 value = [0, 1] 25531->25535 25533 gini = 0.375 samples = 4 value = [1, 3] 25532->25533 25534 gini = 0.0 samples = 1 value = [0, 1] 25532->25534 25539 x1_OH <= 0.5 gini = 0.209 samples = 76 value = [9, 67] 25538->25539 25590 gini = 0.5 samples = 4 value = [2, 2] 25538->25590 25540 x7_KS <= 0.5 gini = 0.191 samples = 75 value = [8, 67] 25539->25540 25589 gini = 0.0 samples = 1 value = [1, 0] 25539->25589 25541 x1_TN <= 0.5 gini = 0.193 samples = 74 value = [8, 66] 25540->25541 25588 gini = 0.0 samples = 1 value = [0, 1] 25540->25588 25542 x14_8 <= 0.5 gini = 0.161 samples = 68 value = [6, 62] 25541->25542 25583 x7_NC <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25541->25583 25543 x7_NC <= 0.5 gini = 0.175 samples = 62 value = [6, 56] 25542->25543 25582 gini = 0.0 samples = 6 value = [0, 6] 25542->25582 25544 x17_pfizer <= 0.5 gini = 0.188 samples = 57 value = [6, 51] 25543->25544 25581 gini = 0.0 samples = 5 value = [0, 5] 25543->25581 25545 x14_2 <= 0.5 gini = 0.201 samples = 53 value = [6, 47] 25544->25545 25580 gini = 0.0 samples = 4 value = [0, 4] 25544->25580 25546 x7_MD <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 25545->25546 25579 gini = 0.0 samples = 5 value = [0, 5] 25545->25579 25547 x7_IN <= 0.5 gini = 0.194 samples = 46 value = [5, 41] 25546->25547 25578 gini = 0.5 samples = 2 value = [1, 1] 25546->25578 25548 x7_CA <= 0.5 gini = 0.198 samples = 45 value = [5, 40] 25547->25548 25577 gini = 0.0 samples = 1 value = [0, 1] 25547->25577 25549 x14_7 <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 25548->25549 25570 x14_9 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 25548->25570 25550 x1_CA <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 25549->25550 25569 gini = 0.0 samples = 3 value = [0, 3] 25549->25569 25551 x7_AZ <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 25550->25551 25560 x14_9 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 25550->25560 25552 x14_4 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 25551->25552 25559 gini = 0.0 samples = 1 value = [0, 1] 25551->25559 25553 log_spend <= 7.486 gini = 0.1 samples = 19 value = [1, 18] 25552->25553 25558 gini = 0.0 samples = 3 value = [0, 3] 25552->25558 25554 gini = 0.0 samples = 12 value = [0, 12] 25553->25554 25555 x7_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25553->25555 25556 gini = 0.0 samples = 6 value = [0, 6] 25555->25556 25557 gini = 0.0 samples = 1 value = [1, 0] 25555->25557 25561 x14_3 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 25560->25561 25568 gini = 0.0 samples = 1 value = [0, 1] 25560->25568 25562 x7_MN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 25561->25562 25567 gini = 0.0 samples = 1 value = [0, 1] 25561->25567 25563 log_spend <= 7.428 gini = 0.408 samples = 7 value = [2, 5] 25562->25563 25566 gini = 0.0 samples = 1 value = [0, 1] 25562->25566 25564 gini = 0.0 samples = 5 value = [0, 5] 25563->25564 25565 gini = 0.0 samples = 2 value = [2, 0] 25563->25565 25571 log_spend <= 7.537 gini = 0.375 samples = 8 value = [2, 6] 25570->25571 25576 gini = 0.0 samples = 1 value = [0, 1] 25570->25576 25572 x1_PA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25571->25572 25575 gini = 0.0 samples = 1 value = [1, 0] 25571->25575 25573 gini = 0.0 samples = 6 value = [0, 6] 25572->25573 25574 gini = 0.0 samples = 1 value = [1, 0] 25572->25574 25584 log_spend <= 7.782 gini = 0.48 samples = 5 value = [2, 3] 25583->25584 25587 gini = 0.0 samples = 1 value = [0, 1] 25583->25587 25585 gini = 0.444 samples = 3 value = [2, 1] 25584->25585 25586 gini = 0.0 samples = 2 value = [0, 2] 25584->25586 25592 x7_AL <= 0.5 gini = 0.133 samples = 84 value = [6, 78] 25591->25592 25631 gini = 0.0 samples = 1 value = [0, 1] 25591->25631 25593 x4_Cash or cash equivalent <= 0.5 gini = 0.142 samples = 78 value = [6, 72] 25592->25593 25630 gini = 0.0 samples = 6 value = [0, 6] 25592->25630 25594 x1_NY <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 25593->25594 25601 x14_4 <= 0.5 gini = 0.095 samples = 60 value = [3, 57] 25593->25601 25595 x12_100000000203 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 25594->25595 25600 gini = 0.0 samples = 1 value = [0, 1] 25594->25600 25596 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 25595->25596 25599 gini = 0.0 samples = 12 value = [0, 12] 25595->25599 25597 gini = 0.375 samples = 4 value = [3, 1] 25596->25597 25598 gini = 0.0 samples = 1 value = [0, 1] 25596->25598 25602 x14_10 <= 0.5 gini = 0.111 samples = 51 value = [3, 48] 25601->25602 25629 gini = 0.0 samples = 9 value = [0, 9] 25601->25629 25603 x7_CO <= 0.5 gini = 0.083 samples = 46 value = [2, 44] 25602->25603 25626 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25602->25626 25604 x16_immun <= 0.5 gini = 0.087 samples = 44 value = [2, 42] 25603->25604 25625 gini = 0.0 samples = 2 value = [0, 2] 25603->25625 25605 x7_SC <= 0.5 gini = 0.093 samples = 41 value = [2, 39] 25604->25605 25624 gini = 0.0 samples = 3 value = [0, 3] 25604->25624 25606 x7_KY <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 25605->25606 25623 gini = 0.0 samples = 4 value = [0, 4] 25605->25623 25607 x14_6 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 25606->25607 25622 gini = 0.0 samples = 1 value = [0, 1] 25606->25622 25608 log_spend <= 7.413 gini = 0.111 samples = 34 value = [2, 32] 25607->25608 25621 gini = 0.0 samples = 2 value = [0, 2] 25607->25621 25609 gini = 0.0 samples = 24 value = [0, 24] 25608->25609 25610 x7_MI <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 25608->25610 25611 x7_VA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 25610->25611 25620 gini = 0.0 samples = 1 value = [0, 1] 25610->25620 25612 x14_9 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 25611->25612 25619 gini = 0.0 samples = 1 value = [0, 1] 25611->25619 25613 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25612->25613 25618 gini = 0.5 samples = 2 value = [1, 1] 25612->25618 25614 log_spend <= 8.205 gini = 0.32 samples = 5 value = [1, 4] 25613->25614 25617 gini = 0.0 samples = 1 value = [0, 1] 25613->25617 25615 gini = 0.0 samples = 3 value = [0, 3] 25614->25615 25616 gini = 0.5 samples = 2 value = [1, 1] 25614->25616 25627 gini = 0.375 samples = 4 value = [1, 3] 25626->25627 25628 gini = 0.0 samples = 1 value = [0, 1] 25626->25628 25634 x1_PA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 25633->25634 25645 gini = 0.0 samples = 1 value = [0, 1] 25633->25645 25635 x14_9 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 25634->25635 25644 gini = 0.0 samples = 1 value = [0, 1] 25634->25644 25636 x12_0 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 25635->25636 25643 gini = 0.5 samples = 2 value = [1, 1] 25635->25643 25637 gini = 0.0 samples = 1 value = [0, 1] 25636->25637 25638 x1_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 25636->25638 25639 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25638->25639 25642 gini = 0.0 samples = 3 value = [0, 3] 25638->25642 25640 gini = 0.5 samples = 4 value = [2, 2] 25639->25640 25641 gini = 0.0 samples = 2 value = [0, 2] 25639->25641 25647 x14_11 <= 0.5 gini = 0.109 samples = 121 value = [7, 114] 25646->25647 25698 gini = 0.375 samples = 4 value = [1, 3] 25646->25698 25648 x12_100000000203 <= 0.5 gini = 0.133 samples = 98 value = [7, 91] 25647->25648 25697 gini = 0.0 samples = 23 value = [0, 23] 25647->25697 25649 x7_CO <= 0.5 gini = 0.111 samples = 85 value = [5, 80] 25648->25649 25694 x4_Cash or cash equivalent <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 25648->25694 25650 x7_AZ <= 0.5 gini = 0.093 samples = 82 value = [4, 78] 25649->25650 25693 gini = 0.444 samples = 3 value = [1, 2] 25649->25693 25651 x7_PA <= 0.5 gini = 0.098 samples = 77 value = [4, 73] 25650->25651 25692 gini = 0.0 samples = 5 value = [0, 5] 25650->25692 25652 x4_Cash or cash equivalent <= 0.5 gini = 0.056 samples = 70 value = [2, 68] 25651->25652 25687 x14_9 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 25651->25687 25653 x7_NC <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 25652->25653 25658 x1_CA <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 25652->25658 25654 x7_IL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 25653->25654 25657 gini = 0.0 samples = 1 value = [0, 1] 25653->25657 25655 gini = 0.0 samples = 9 value = [0, 9] 25654->25655 25656 gini = 0.0 samples = 1 value = [1, 0] 25654->25656 25659 x7_LA <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 25658->25659 25686 gini = 0.0 samples = 3 value = [0, 3] 25658->25686 25660 x7_KY <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 25659->25660 25685 gini = 0.0 samples = 1 value = [0, 1] 25659->25685 25661 x14_8 <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 25660->25661 25684 gini = 0.0 samples = 1 value = [0, 1] 25660->25684 25662 x1_NJ <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 25661->25662 25683 gini = 0.0 samples = 13 value = [0, 13] 25661->25683 25663 x7_VA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 25662->25663 25682 gini = 0.0 samples = 1 value = [0, 1] 25662->25682 25664 x7_NE <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 25663->25664 25681 gini = 0.0 samples = 1 value = [0, 1] 25663->25681 25665 x1_PA <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 25664->25665 25680 gini = 0.0 samples = 4 value = [0, 4] 25664->25680 25666 x7_MO <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 25665->25666 25679 gini = 0.0 samples = 4 value = [0, 4] 25665->25679 25667 x1_NY <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 25666->25667 25678 gini = 0.0 samples = 2 value = [0, 2] 25666->25678 25668 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 25667->25668 25677 gini = 0.0 samples = 15 value = [0, 15] 25667->25677 25669 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 25668->25669 25676 gini = 0.0 samples = 1 value = [0, 1] 25668->25676 25670 x7_AL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25669->25670 25675 gini = 0.0 samples = 7 value = [0, 7] 25669->25675 25671 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25670->25671 25674 gini = 0.0 samples = 1 value = [0, 1] 25670->25674 25672 gini = 0.375 samples = 4 value = [1, 3] 25671->25672 25673 gini = 0.0 samples = 1 value = [0, 1] 25671->25673 25688 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 25687->25688 25691 gini = 0.0 samples = 2 value = [0, 2] 25687->25691 25689 gini = 0.375 samples = 4 value = [1, 3] 25688->25689 25690 gini = 0.0 samples = 1 value = [1, 0] 25688->25690 25695 gini = 0.0 samples = 9 value = [0, 9] 25694->25695 25696 gini = 0.5 samples = 4 value = [2, 2] 25694->25696 25700 x13_2 <= 0.5 gini = 0.103 samples = 55 value = [3, 52] 25699->25700 25713 gini = 0.0 samples = 1 value = [0, 1] 25699->25713 25701 x4_In-kind items and services <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 25700->25701 25712 gini = 0.5 samples = 4 value = [2, 2] 25700->25712 25702 x7_NY <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 25701->25702 25711 gini = 0.0 samples = 27 value = [0, 27] 25701->25711 25703 x7_CA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 25702->25703 25710 gini = 0.0 samples = 1 value = [0, 1] 25702->25710 25704 x1_WA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 25703->25704 25709 gini = 0.0 samples = 3 value = [0, 3] 25703->25709 25705 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25704->25705 25708 gini = 0.0 samples = 15 value = [0, 15] 25704->25708 25706 gini = 0.444 samples = 3 value = [1, 2] 25705->25706 25707 gini = 0.0 samples = 2 value = [0, 2] 25705->25707 25715 x13_6 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 25714->25715 25730 gini = 0.0 samples = 7 value = [0, 7] 25714->25730 25716 x1_NY <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 25715->25716 25729 gini = 0.0 samples = 5 value = [0, 5] 25715->25729 25717 x1_PA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 25716->25717 25728 gini = 0.0 samples = 6 value = [0, 6] 25716->25728 25718 x4_In-kind items and services <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 25717->25718 25727 gini = 0.0 samples = 1 value = [0, 1] 25717->25727 25719 x14_8 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 25718->25719 25726 gini = 0.0 samples = 2 value = [0, 2] 25718->25726 25720 x13_3 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 25719->25720 25725 gini = 0.0 samples = 4 value = [0, 4] 25719->25725 25721 x1_WA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 25720->25721 25724 gini = 0.0 samples = 3 value = [0, 3] 25720->25724 25722 gini = 0.5 samples = 2 value = [1, 1] 25721->25722 25723 gini = 0.0 samples = 16 value = [0, 16] 25721->25723 25734 x7_CO <= 0.5 gini = 0.198 samples = 72 value = [8, 64] 25733->25734 25775 gini = 0.0 samples = 22 value = [0, 22] 25733->25775 25735 x1_AL <= 0.5 gini = 0.202 samples = 70 value = [8, 62] 25734->25735 25774 gini = 0.0 samples = 2 value = [0, 2] 25734->25774 25736 x7_IN <= 0.5 gini = 0.182 samples = 69 value = [7, 62] 25735->25736 25773 gini = 0.0 samples = 1 value = [1, 0] 25735->25773 25737 x7_NC <= 0.5 gini = 0.185 samples = 68 value = [7, 61] 25736->25737 25772 gini = 0.0 samples = 1 value = [0, 1] 25736->25772 25738 log_spend <= 7.597 gini = 0.19 samples = 66 value = [7, 59] 25737->25738 25771 gini = 0.0 samples = 2 value = [0, 2] 25737->25771 25739 x7_CA <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 25738->25739 25756 x7_FL <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 25738->25756 25740 x7_MO <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 25739->25740 25753 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25739->25753 25741 x13_3 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 25740->25741 25752 gini = 0.0 samples = 1 value = [0, 1] 25740->25752 25742 gini = 0.0 samples = 22 value = [0, 22] 25741->25742 25743 x7_FL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25741->25743 25744 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25743->25744 25751 gini = 0.0 samples = 2 value = [0, 2] 25743->25751 25745 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25744->25745 25750 gini = 0.0 samples = 1 value = [0, 1] 25744->25750 25746 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25745->25746 25749 gini = 0.0 samples = 1 value = [0, 1] 25745->25749 25747 gini = 0.0 samples = 4 value = [0, 4] 25746->25747 25748 gini = 0.0 samples = 1 value = [1, 0] 25746->25748 25754 gini = 0.5 samples = 2 value = [1, 1] 25753->25754 25755 gini = 0.0 samples = 6 value = [0, 6] 25753->25755 25757 log_spend <= 7.652 gini = 0.33 samples = 24 value = [5, 19] 25756->25757 25770 gini = 0.0 samples = 2 value = [0, 2] 25756->25770 25758 gini = 0.0 samples = 2 value = [2, 0] 25757->25758 25759 x13_4 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 25757->25759 25760 log_spend <= 8.003 gini = 0.219 samples = 8 value = [1, 7] 25759->25760 25763 x7_TX <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 25759->25763 25761 gini = 0.0 samples = 5 value = [0, 5] 25760->25761 25762 gini = 0.444 samples = 3 value = [1, 2] 25760->25762 25764 x12_100000005449 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 25763->25764 25769 gini = 0.5 samples = 2 value = [1, 1] 25763->25769 25765 x7_WI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25764->25765 25768 gini = 0.0 samples = 7 value = [0, 7] 25764->25768 25766 gini = 0.375 samples = 4 value = [1, 3] 25765->25766 25767 gini = 0.0 samples = 1 value = [0, 1] 25765->25767 25777 x14_8 <= 0.5 gini = 0.153 samples = 60 value = [5, 55] 25776->25777 25818 gini = 0.0 samples = 2 value = [0, 2] 25776->25818 25778 x1_IL <= 0.5 gini = 0.18 samples = 50 value = [5, 45] 25777->25778 25817 gini = 0.0 samples = 10 value = [0, 10] 25777->25817 25779 x12_100000000203 <= 0.5 gini = 0.153 samples = 48 value = [4, 44] 25778->25779 25816 gini = 0.5 samples = 2 value = [1, 1] 25778->25816 25780 x14_5 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 25779->25780 25803 x13_4 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 25779->25803 25781 x14_6 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 25780->25781 25802 gini = 0.0 samples = 4 value = [0, 4] 25780->25802 25782 x12_0 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 25781->25782 25801 gini = 0.0 samples = 3 value = [0, 3] 25781->25801 25783 gini = 0.0 samples = 3 value = [0, 3] 25782->25783 25784 x11_0 <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 25782->25784 25785 x16_other <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 25784->25785 25792 x14_10 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 25784->25792 25786 gini = 0.0 samples = 2 value = [0, 2] 25785->25786 25787 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25785->25787 25788 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25787->25788 25791 gini = 0.0 samples = 1 value = [0, 1] 25787->25791 25789 gini = 0.0 samples = 3 value = [0, 3] 25788->25789 25790 gini = 0.444 samples = 3 value = [1, 2] 25788->25790 25793 x13_2 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 25792->25793 25800 gini = 0.0 samples = 4 value = [0, 4] 25792->25800 25794 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25793->25794 25799 gini = 0.0 samples = 5 value = [0, 5] 25793->25799 25795 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25794->25795 25798 gini = 0.0 samples = 1 value = [0, 1] 25794->25798 25796 gini = 0.0 samples = 2 value = [0, 2] 25795->25796 25797 gini = 0.375 samples = 4 value = [1, 3] 25795->25797 25804 x11_0 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 25803->25804 25815 gini = 0.0 samples = 3 value = [0, 3] 25803->25815 25805 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25804->25805 25814 gini = 0.5 samples = 2 value = [1, 1] 25804->25814 25806 x14_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25805->25806 25813 gini = 0.0 samples = 1 value = [0, 1] 25805->25813 25807 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25806->25807 25812 gini = 0.0 samples = 1 value = [0, 1] 25806->25812 25808 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25807->25808 25811 gini = 0.0 samples = 1 value = [0, 1] 25807->25811 25809 gini = 0.0 samples = 1 value = [0, 1] 25808->25809 25810 gini = 0.375 samples = 4 value = [1, 3] 25808->25810 25820 log_spend <= 5.648 gini = 0.398 samples = 102 value = [28, 74] 25819->25820 25889 gini = 0.0 samples = 1 value = [1, 0] 25819->25889 25821 x13_0 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 25820->25821 25832 x1_OH <= 0.5 gini = 0.341 samples = 87 value = [19, 68] 25820->25832 25822 x7_AZ <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 25821->25822 25831 gini = 0.0 samples = 1 value = [1, 0] 25821->25831 25823 x11_0 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 25822->25823 25830 gini = 0.0 samples = 1 value = [0, 1] 25822->25830 25824 x12_100000000203 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 25823->25824 25829 gini = 0.375 samples = 4 value = [1, 3] 25823->25829 25825 gini = 0.0 samples = 1 value = [0, 1] 25824->25825 25826 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 25824->25826 25827 gini = 0.0 samples = 7 value = [7, 0] 25826->25827 25828 gini = 0.0 samples = 1 value = [0, 1] 25826->25828 25833 x12_0 <= 0.5 gini = 0.331 samples = 86 value = [18, 68] 25832->25833 25888 gini = 0.0 samples = 1 value = [1, 0] 25832->25888 25834 x12_100000000203 <= 0.5 gini = 0.438 samples = 34 value = [11, 23] 25833->25834 25855 x7_CA <= 0.5 gini = 0.233 samples = 52 value = [7, 45] 25833->25855 25835 gini = 0.0 samples = 9 value = [0, 9] 25834->25835 25836 x11_1 <= 0.5 gini = 0.493 samples = 25 value = [11, 14] 25834->25836 25837 gini = 0.5 samples = 4 value = [2, 2] 25836->25837 25838 x7_PA <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 25836->25838 25839 x4_Cash or cash equivalent <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 25838->25839 25854 gini = 0.0 samples = 2 value = [2, 0] 25838->25854 25840 x7_ME <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 25839->25840 25853 gini = 0.0 samples = 4 value = [4, 0] 25839->25853 25841 x7_TX <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 25840->25841 25852 gini = 0.0 samples = 1 value = [0, 1] 25840->25852 25842 x7_LA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 25841->25842 25851 gini = 0.0 samples = 2 value = [0, 2] 25841->25851 25843 x7_MN <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 25842->25843 25850 gini = 0.0 samples = 2 value = [0, 2] 25842->25850 25844 x13_6 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 25843->25844 25849 gini = 0.0 samples = 1 value = [0, 1] 25843->25849 25845 log_spend <= 6.5 gini = 0.48 samples = 5 value = [3, 2] 25844->25845 25848 gini = 0.0 samples = 4 value = [0, 4] 25844->25848 25846 gini = 0.0 samples = 3 value = [3, 0] 25845->25846 25847 gini = 0.0 samples = 2 value = [0, 2] 25845->25847 25856 x1_NJ <= 0.5 gini = 0.245 samples = 49 value = [7, 42] 25855->25856 25887 gini = 0.0 samples = 3 value = [0, 3] 25855->25887 25857 x0_Switzerland <= 0.5 gini = 0.273 samples = 43 value = [7, 36] 25856->25857 25886 gini = 0.0 samples = 6 value = [0, 6] 25856->25886 25858 x11_1 <= 0.5 gini = 0.245 samples = 42 value = [6, 36] 25857->25858 25885 gini = 0.0 samples = 1 value = [1, 0] 25857->25885 25859 x13_2 <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 25858->25859 25880 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 25858->25880 25860 log_spend <= 6.188 gini = 0.252 samples = 27 value = [4, 23] 25859->25860 25879 gini = 0.0 samples = 9 value = [0, 9] 25859->25879 25861 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 25860->25861 25864 x7_OH <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 25860->25864 25862 gini = 0.0 samples = 2 value = [2, 0] 25861->25862 25863 gini = 0.0 samples = 3 value = [0, 3] 25861->25863 25865 x13_6 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 25864->25865 25878 gini = 0.0 samples = 1 value = [0, 1] 25864->25878 25866 x1_WA <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 25865->25866 25877 gini = 0.0 samples = 1 value = [0, 1] 25865->25877 25867 x1_IN <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 25866->25867 25876 gini = 0.0 samples = 5 value = [0, 5] 25866->25876 25868 x13_0 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 25867->25868 25875 gini = 0.0 samples = 1 value = [0, 1] 25867->25875 25869 x7_NV <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 25868->25869 25874 gini = 0.0 samples = 2 value = [0, 2] 25868->25874 25870 x1_MD <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 25869->25870 25873 gini = 0.0 samples = 1 value = [1, 0] 25869->25873 25871 gini = 0.0 samples = 10 value = [0, 10] 25870->25871 25872 gini = 0.0 samples = 1 value = [1, 0] 25870->25872 25881 x16_other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25880->25881 25884 gini = 0.0 samples = 1 value = [1, 0] 25880->25884 25882 gini = 0.444 samples = 3 value = [1, 2] 25881->25882 25883 gini = 0.0 samples = 2 value = [0, 2] 25881->25883 25891 gini = 0.444 samples = 3 value = [2, 1] 25890->25891 25892 gini = 0.0 samples = 2 value = [0, 2] 25890->25892 25894 x7_IN <= 0.5 gini = 0.134 samples = 276 value = [20, 256] 25893->25894 25959 gini = 0.444 samples = 3 value = [1, 2] 25893->25959 25895 x14_2 <= 0.5 gini = 0.13 samples = 271 value = [19, 252] 25894->25895 25956 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 25894->25956 25896 x7_TX <= 0.5 gini = 0.141 samples = 248 value = [19, 229] 25895->25896 25955 gini = 0.0 samples = 23 value = [0, 23] 25895->25955 25897 x7_GA <= 0.5 gini = 0.144 samples = 230 value = [18, 212] 25896->25897 25946 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 25896->25946 25898 x14_4 <= 0.5 gini = 0.13 samples = 214 value = [15, 199] 25897->25898 25931 x14_6 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 25897->25931 25899 x13_4 <= 0.5 gini = 0.143 samples = 194 value = [15, 179] 25898->25899 25930 gini = 0.0 samples = 20 value = [0, 20] 25898->25930 25900 x7_KS <= 0.5 gini = 0.119 samples = 189 value = [12, 177] 25899->25900 25927 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 25899->25927 25901 x4_In-kind items and services <= 0.5 gini = 0.12 samples = 188 value = [12, 176] 25900->25901 25926 gini = 0.0 samples = 1 value = [0, 1] 25900->25926 25902 x14_12 <= 0.5 gini = 0.011 samples = 174 value = [1, 173] 25901->25902 25919 x7_FL <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 25901->25919 25903 gini = 0.0 samples = 153 value = [0, 153] 25902->25903 25904 x7_CA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 25902->25904 25905 x7_OK <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 25904->25905 25918 gini = 0.0 samples = 1 value = [0, 1] 25904->25918 25906 x7_CO <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 25905->25906 25917 gini = 0.0 samples = 1 value = [0, 1] 25905->25917 25907 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 25906->25907 25916 gini = 0.0 samples = 1 value = [0, 1] 25906->25916 25908 x7_NC <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 25907->25908 25915 gini = 0.0 samples = 3 value = [0, 3] 25907->25915 25909 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 25908->25909 25914 gini = 0.0 samples = 3 value = [0, 3] 25908->25914 25910 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25909->25910 25913 gini = 0.0 samples = 6 value = [0, 6] 25909->25913 25911 gini = 0.0 samples = 5 value = [0, 5] 25910->25911 25912 gini = 0.0 samples = 1 value = [1, 0] 25910->25912 25920 x14_12 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 25919->25920 25925 gini = 0.5 samples = 4 value = [2, 2] 25919->25925 25921 log_spend <= 5.847 gini = 0.219 samples = 8 value = [7, 1] 25920->25921 25924 gini = 0.0 samples = 2 value = [2, 0] 25920->25924 25922 gini = 0.0 samples = 5 value = [5, 0] 25921->25922 25923 gini = 0.444 samples = 3 value = [2, 1] 25921->25923 25928 gini = 0.0 samples = 3 value = [3, 0] 25927->25928 25929 gini = 0.0 samples = 2 value = [0, 2] 25927->25929 25932 x13_1 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 25931->25932 25945 gini = 0.0 samples = 1 value = [1, 0] 25931->25945 25933 x14_10 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 25932->25933 25944 gini = 0.0 samples = 2 value = [0, 2] 25932->25944 25934 x13_0 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 25933->25934 25943 gini = 0.0 samples = 2 value = [0, 2] 25933->25943 25935 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25934->25935 25942 gini = 0.444 samples = 3 value = [1, 2] 25934->25942 25936 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 25935->25936 25941 gini = 0.0 samples = 1 value = [0, 1] 25935->25941 25937 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 25936->25937 25940 gini = 0.0 samples = 1 value = [0, 1] 25936->25940 25938 gini = 0.0 samples = 5 value = [0, 5] 25937->25938 25939 gini = 0.0 samples = 1 value = [1, 0] 25937->25939 25947 x14_12 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 25946->25947 25954 gini = 0.0 samples = 3 value = [0, 3] 25946->25954 25948 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 25947->25948 25953 gini = 0.0 samples = 2 value = [0, 2] 25947->25953 25949 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 25948->25949 25952 gini = 0.0 samples = 5 value = [0, 5] 25948->25952 25950 gini = 0.0 samples = 6 value = [0, 6] 25949->25950 25951 gini = 0.5 samples = 2 value = [1, 1] 25949->25951 25957 gini = 0.375 samples = 4 value = [1, 3] 25956->25957 25958 gini = 0.0 samples = 1 value = [0, 1] 25956->25958 25961 x13_0 <= 0.5 gini = 0.334 samples = 52 value = [41, 11] 25960->25961 25996 gini = 0.0 samples = 1 value = [0, 1] 25960->25996 25962 x14_8 <= 0.5 gini = 0.335 samples = 47 value = [37, 10] 25961->25962 25993 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25961->25993 25963 x14_1 <= 0.5 gini = 0.34 samples = 46 value = [36, 10] 25962->25963 25992 gini = 0.0 samples = 1 value = [1, 0] 25962->25992 25964 x7_WA <= 0.5 gini = 0.278 samples = 42 value = [35, 7] 25963->25964 25991 gini = 0.375 samples = 4 value = [1, 3] 25963->25991 25965 x5_Drug <= 0.5 gini = 0.283 samples = 41 value = [34, 7] 25964->25965 25990 gini = 0.0 samples = 1 value = [1, 0] 25964->25990 25966 x14_6 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 25965->25966 25971 x14_7 <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 25965->25971 25967 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25966->25967 25970 gini = 0.444 samples = 3 value = [2, 1] 25966->25970 25968 gini = 0.444 samples = 3 value = [2, 1] 25967->25968 25969 gini = 0.0 samples = 2 value = [2, 0] 25967->25969 25972 x14_9 <= 0.5 gini = 0.252 samples = 27 value = [23, 4] 25971->25972 25987 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 25971->25987 25973 x7_NV <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 25972->25973 25984 x7_NV <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 25972->25984 25974 x4_Cash or cash equivalent <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 25973->25974 25983 gini = 0.0 samples = 1 value = [1, 0] 25973->25983 25975 gini = 0.0 samples = 9 value = [9, 0] 25974->25975 25976 x7_CA <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 25974->25976 25977 x7_TX <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 25976->25977 25982 gini = 0.0 samples = 3 value = [3, 0] 25976->25982 25978 x13_3 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 25977->25978 25981 gini = 0.0 samples = 1 value = [0, 1] 25977->25981 25979 gini = 0.5 samples = 4 value = [2, 2] 25978->25979 25980 gini = 0.0 samples = 4 value = [4, 0] 25978->25980 25985 gini = 0.375 samples = 4 value = [3, 1] 25984->25985 25986 gini = 0.0 samples = 1 value = [1, 0] 25984->25986 25988 gini = 0.0 samples = 3 value = [3, 0] 25987->25988 25989 gini = 0.444 samples = 3 value = [2, 1] 25987->25989 25994 gini = 0.0 samples = 3 value = [3, 0] 25993->25994 25995 gini = 0.5 samples = 2 value = [1, 1] 25993->25995 25998 x7_IN <= 0.5 gini = 0.168 samples = 560 value = [52, 508] 25997->25998 26223 gini = 0.0 samples = 17 value = [17, 0] 25997->26223 25999 x13_2 <= 0.5 gini = 0.166 samples = 558 value = [51, 507] 25998->25999 26222 gini = 0.5 samples = 2 value = [1, 1] 25998->26222 26000 x7_PR <= 0.5 gini = 0.141 samples = 433 value = [33, 400] 25999->26000 26153 x7_NV <= 0.5 gini = 0.247 samples = 125 value = [18, 107] 25999->26153 26001 x7_DC <= 0.5 gini = 0.146 samples = 415 value = [33, 382] 26000->26001 26152 gini = 0.0 samples = 18 value = [0, 18] 26000->26152 26002 x7_CO <= 0.5 gini = 0.146 samples = 404 value = [32, 372] 26001->26002 26147 log_spend <= 6.884 gini = 0.165 samples = 11 value = [1, 10] 26001->26147 26003 x11_0 <= 0.5 gini = 0.136 samples = 396 value = [29, 367] 26002->26003 26140 x14_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 26002->26140 26004 x7_FL <= 0.5 gini = 0.262 samples = 155 value = [24, 131] 26003->26004 26107 x7_NM <= 0.5 gini = 0.041 samples = 241 value = [5, 236] 26003->26107 26005 x7_DE <= 0.5 gini = 0.239 samples = 151 value = [21, 130] 26004->26005 26106 gini = 0.375 samples = 4 value = [3, 1] 26004->26106 26006 x14_6 <= 0.5 gini = 0.223 samples = 149 value = [19, 130] 26005->26006 26105 gini = 0.0 samples = 2 value = [2, 0] 26005->26105 26007 x14_7 <= 0.5 gini = 0.207 samples = 128 value = [15, 113] 26006->26007 26084 x13_0 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 26006->26084 26008 x7_NC <= 0.5 gini = 0.222 samples = 118 value = [15, 103] 26007->26008 26083 gini = 0.0 samples = 10 value = [0, 10] 26007->26083 26009 x4_In-kind items and services <= 0.5 gini = 0.23 samples = 113 value = [15, 98] 26008->26009 26082 gini = 0.0 samples = 5 value = [0, 5] 26008->26082 26010 x14_2 <= 0.5 gini = 0.204 samples = 78 value = [9, 69] 26009->26010 26053 x7_MI <= 0.5 gini = 0.284 samples = 35 value = [6, 29] 26009->26053 26011 x9_6 <= 0.5 gini = 0.227 samples = 69 value = [9, 60] 26010->26011 26052 gini = 0.0 samples = 9 value = [0, 9] 26010->26052 26012 x7_CA <= 0.5 gini = 0.262 samples = 58 value = [9, 49] 26011->26012 26051 gini = 0.0 samples = 11 value = [0, 11] 26011->26051 26013 x14_8 <= 0.5 gini = 0.263 samples = 45 value = [7, 38] 26012->26013 26044 x13_0 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 26012->26044 26014 x7_WI <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 26013->26014 26043 gini = 0.0 samples = 5 value = [0, 5] 26013->26043 26015 x13_4 <= 0.5 gini = 0.301 samples = 38 value = [7, 31] 26014->26015 26042 gini = 0.0 samples = 2 value = [0, 2] 26014->26042 26016 x7_OH <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 26015->26016 26041 gini = 0.0 samples = 10 value = [0, 10] 26015->26041 26017 x7_NE <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 26016->26017 26040 gini = 0.0 samples = 1 value = [0, 1] 26016->26040 26018 x13_1 <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 26017->26018 26039 gini = 0.0 samples = 2 value = [0, 2] 26017->26039 26019 x7_MI <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 26018->26019 26032 x14_3 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 26018->26032 26020 x7_AL <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 26019->26020 26031 gini = 0.0 samples = 1 value = [0, 1] 26019->26031 26021 x14_3 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 26020->26021 26030 gini = 0.0 samples = 1 value = [0, 1] 26020->26030 26022 x13_0 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 26021->26022 26029 gini = 0.5 samples = 2 value = [1, 1] 26021->26029 26023 gini = 0.0 samples = 3 value = [0, 3] 26022->26023 26024 x7_CT <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 26022->26024 26025 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 26024->26025 26028 gini = 0.0 samples = 1 value = [0, 1] 26024->26028 26026 gini = 0.5 samples = 4 value = [2, 2] 26025->26026 26027 gini = 0.0 samples = 1 value = [0, 1] 26025->26027 26033 x7_LA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 26032->26033 26038 gini = 0.375 samples = 4 value = [1, 3] 26032->26038 26034 log_spend <= 7.605 gini = 0.49 samples = 7 value = [3, 4] 26033->26034 26037 gini = 0.0 samples = 1 value = [0, 1] 26033->26037 26035 gini = 0.375 samples = 4 value = [1, 3] 26034->26035 26036 gini = 0.444 samples = 3 value = [2, 1] 26034->26036 26045 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 26044->26045 26048 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26044->26048 26046 gini = 0.0 samples = 4 value = [0, 4] 26045->26046 26047 gini = 0.444 samples = 3 value = [1, 2] 26045->26047 26049 gini = 0.375 samples = 4 value = [1, 3] 26048->26049 26050 gini = 0.0 samples = 2 value = [0, 2] 26048->26050 26054 x14_9 <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 26053->26054 26081 gini = 0.0 samples = 1 value = [1, 0] 26053->26081 26055 x7_TX <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 26054->26055 26080 gini = 0.0 samples = 8 value = [0, 8] 26054->26080 26056 x7_AR <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 26055->26056 26079 gini = 0.0 samples = 1 value = [1, 0] 26055->26079 26057 x5_Drug <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 26056->26057 26078 gini = 0.0 samples = 1 value = [0, 1] 26056->26078 26058 gini = 0.0 samples = 7 value = [0, 7] 26057->26058 26059 x14_4 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 26057->26059 26060 x14_12 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 26059->26060 26077 gini = 0.0 samples = 1 value = [0, 1] 26059->26077 26061 x13_0 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 26060->26061 26076 gini = 0.0 samples = 2 value = [0, 2] 26060->26076 26062 x7_MS <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 26061->26062 26071 log_spend <= 5.817 gini = 0.444 samples = 6 value = [2, 4] 26061->26071 26063 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 26062->26063 26070 gini = 0.0 samples = 1 value = [0, 1] 26062->26070 26064 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 26063->26064 26069 gini = 0.0 samples = 1 value = [0, 1] 26063->26069 26065 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26064->26065 26068 gini = 0.0 samples = 1 value = [1, 0] 26064->26068 26066 gini = 0.0 samples = 1 value = [0, 1] 26065->26066 26067 gini = 0.375 samples = 4 value = [1, 3] 26065->26067 26072 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26071->26072 26075 gini = 0.0 samples = 1 value = [1, 0] 26071->26075 26073 gini = 0.375 samples = 4 value = [1, 3] 26072->26073 26074 gini = 0.0 samples = 1 value = [0, 1] 26072->26074 26085 x7_IL <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 26084->26085 26104 gini = 0.0 samples = 1 value = [0, 1] 26084->26104 26086 x13_1 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 26085->26086 26103 gini = 0.0 samples = 2 value = [0, 2] 26085->26103 26087 x4_Cash or cash equivalent <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 26086->26087 26102 gini = 0.0 samples = 1 value = [0, 1] 26086->26102 26088 gini = 0.0 samples = 1 value = [1, 0] 26087->26088 26089 x7_TN <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 26087->26089 26090 x7_MA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 26089->26090 26101 gini = 0.0 samples = 1 value = [0, 1] 26089->26101 26091 x5_Drug <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 26090->26091 26100 gini = 0.0 samples = 1 value = [1, 0] 26090->26100 26092 gini = 0.0 samples = 1 value = [0, 1] 26091->26092 26093 x7_KY <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 26091->26093 26094 log_spend <= 6.764 gini = 0.298 samples = 11 value = [2, 9] 26093->26094 26099 gini = 0.0 samples = 2 value = [0, 2] 26093->26099 26095 gini = 0.0 samples = 6 value = [0, 6] 26094->26095 26096 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 26094->26096 26097 gini = 0.5 samples = 4 value = [2, 2] 26096->26097 26098 gini = 0.0 samples = 1 value = [0, 1] 26096->26098 26108 x14_3 <= 0.5 gini = 0.041 samples = 240 value = [5, 235] 26107->26108 26139 gini = 0.0 samples = 1 value = [0, 1] 26107->26139 26109 x7_CA <= 0.5 gini = 0.045 samples = 219 value = [5, 214] 26108->26109 26138 gini = 0.0 samples = 21 value = [0, 21] 26108->26138 26110 x7_IL <= 0.5 gini = 0.052 samples = 187 value = [5, 182] 26109->26110 26137 gini = 0.0 samples = 32 value = [0, 32] 26109->26137 26111 log_spend <= 6.927 gini = 0.056 samples = 172 value = [5, 167] 26110->26111 26136 gini = 0.0 samples = 15 value = [0, 15] 26110->26136 26112 x4_Cash or cash equivalent <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 26111->26112 26123 x14_11 <= 0.5 gini = 0.098 samples = 77 value = [4, 73] 26111->26123 26113 x7_AL <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 26112->26113 26122 gini = 0.0 samples = 25 value = [0, 25] 26112->26122 26114 x7_UT <= 0.5 gini = 0.029 samples = 69 value = [1, 68] 26113->26114 26121 gini = 0.0 samples = 1 value = [0, 1] 26113->26121 26115 x7_OH <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 26114->26115 26120 gini = 0.0 samples = 4 value = [0, 4] 26114->26120 26116 gini = 0.0 samples = 60 value = [0, 60] 26115->26116 26117 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26115->26117 26118 gini = 0.375 samples = 4 value = [1, 3] 26117->26118 26119 gini = 0.0 samples = 1 value = [0, 1] 26117->26119 26124 x7_AZ <= 0.5 gini = 0.053 samples = 73 value = [2, 71] 26123->26124 26135 gini = 0.5 samples = 4 value = [2, 2] 26123->26135 26125 x13_1 <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 26124->26125 26134 gini = 0.444 samples = 3 value = [1, 2] 26124->26134 26126 x14_12 <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 26125->26126 26133 gini = 0.0 samples = 33 value = [0, 33] 26125->26133 26127 x14_1 <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 26126->26127 26132 gini = 0.0 samples = 4 value = [0, 4] 26126->26132 26128 log_spend <= 6.944 gini = 0.062 samples = 31 value = [1, 30] 26127->26128 26131 gini = 0.0 samples = 2 value = [0, 2] 26127->26131 26129 gini = 0.0 samples = 1 value = [1, 0] 26128->26129 26130 gini = 0.0 samples = 30 value = [0, 30] 26128->26130 26141 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26140->26141 26146 gini = 0.0 samples = 2 value = [2, 0] 26140->26146 26142 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26141->26142 26145 gini = 0.0 samples = 1 value = [0, 1] 26141->26145 26143 gini = 0.375 samples = 4 value = [1, 3] 26142->26143 26144 gini = 0.0 samples = 1 value = [0, 1] 26142->26144 26148 gini = 0.0 samples = 5 value = [0, 5] 26147->26148 26149 x11_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26147->26149 26150 gini = 0.0 samples = 1 value = [1, 0] 26149->26150 26151 gini = 0.0 samples = 5 value = [0, 5] 26149->26151 26154 x7_MS <= 0.5 gini = 0.248 samples = 124 value = [18, 106] 26153->26154 26221 gini = 0.0 samples = 1 value = [0, 1] 26153->26221 26155 x7_FL <= 0.5 gini = 0.252 samples = 122 value = [18, 104] 26154->26155 26220 gini = 0.0 samples = 2 value = [0, 2] 26154->26220 26156 x7_PA <= 0.5 gini = 0.25 samples = 109 value = [16, 93] 26155->26156 26213 x14_5 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 26155->26213 26157 x7_RI <= 0.5 gini = 0.241 samples = 107 value = [15, 92] 26156->26157 26212 gini = 0.5 samples = 2 value = [1, 1] 26156->26212 26158 x4_Cash or cash equivalent <= 0.5 gini = 0.251 samples = 102 value = [15, 87] 26157->26158 26211 gini = 0.0 samples = 5 value = [0, 5] 26157->26211 26159 x14_10 <= 0.5 gini = 0.146 samples = 63 value = [5, 58] 26158->26159 26184 log_spend <= 6.939 gini = 0.381 samples = 39 value = [10, 29] 26158->26184 26160 x14_1 <= 0.5 gini = 0.131 samples = 57 value = [4, 53] 26159->26160 26181 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26159->26181 26161 x7_MD <= 0.5 gini = 0.115 samples = 49 value = [3, 46] 26160->26161 26178 x7_TX <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26160->26178 26162 x14_9 <= 0.5 gini = 0.08 samples = 48 value = [2, 46] 26161->26162 26177 gini = 0.0 samples = 1 value = [1, 0] 26161->26177 26163 x7_PR <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 26162->26163 26176 gini = 0.0 samples = 5 value = [0, 5] 26162->26176 26164 log_spend <= 4.993 gini = 0.111 samples = 34 value = [2, 32] 26163->26164 26175 gini = 0.0 samples = 9 value = [0, 9] 26163->26175 26165 gini = 0.0 samples = 1 value = [1, 0] 26164->26165 26166 x7_OH <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 26164->26166 26167 x7_CT <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 26166->26167 26174 gini = 0.0 samples = 3 value = [0, 3] 26166->26174 26168 x7_AZ <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 26167->26168 26173 gini = 0.0 samples = 2 value = [0, 2] 26167->26173 26169 x11_1 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 26168->26169 26172 gini = 0.0 samples = 3 value = [0, 3] 26168->26172 26170 gini = 0.0 samples = 21 value = [0, 21] 26169->26170 26171 gini = 0.375 samples = 4 value = [1, 3] 26169->26171 26179 gini = 0.0 samples = 4 value = [0, 4] 26178->26179 26180 gini = 0.375 samples = 4 value = [1, 3] 26178->26180 26182 gini = 0.0 samples = 5 value = [0, 5] 26181->26182 26183 gini = 0.0 samples = 1 value = [1, 0] 26181->26183 26185 x7_TX <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 26184->26185 26202 x14_1 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 26184->26202 26186 x7_MO <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 26185->26186 26201 gini = 0.0 samples = 2 value = [2, 0] 26185->26201 26187 x14_6 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 26186->26187 26200 gini = 0.0 samples = 2 value = [0, 2] 26186->26200 26188 x14_12 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 26187->26188 26199 gini = 0.5 samples = 2 value = [1, 1] 26187->26199 26189 x14_2 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 26188->26189 26198 gini = 0.0 samples = 1 value = [0, 1] 26188->26198 26190 x7_KY <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 26189->26190 26197 gini = 0.0 samples = 1 value = [1, 0] 26189->26197 26191 x14_3 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 26190->26191 26196 gini = 0.0 samples = 1 value = [1, 0] 26190->26196 26192 log_spend <= 6.764 gini = 0.469 samples = 8 value = [3, 5] 26191->26192 26195 gini = 0.0 samples = 1 value = [0, 1] 26191->26195 26193 gini = 0.0 samples = 5 value = [0, 5] 26192->26193 26194 gini = 0.0 samples = 3 value = [3, 0] 26192->26194 26203 log_spend <= 7.78 gini = 0.219 samples = 16 value = [2, 14] 26202->26203 26210 gini = 0.0 samples = 5 value = [0, 5] 26202->26210 26204 x7_PR <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 26203->26204 26209 gini = 0.0 samples = 7 value = [0, 7] 26203->26209 26205 gini = 0.375 samples = 4 value = [1, 3] 26204->26205 26206 log_spend <= 7.314 gini = 0.32 samples = 5 value = [1, 4] 26204->26206 26207 gini = 0.5 samples = 2 value = [1, 1] 26206->26207 26208 gini = 0.0 samples = 3 value = [0, 3] 26206->26208 26214 x9_0 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 26213->26214 26219 gini = 0.0 samples = 1 value = [0, 1] 26213->26219 26215 gini = 0.0 samples = 1 value = [1, 0] 26214->26215 26216 x4_Cash or cash equivalent <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 26214->26216 26217 gini = 0.0 samples = 9 value = [0, 9] 26216->26217 26218 gini = 0.5 samples = 2 value = [1, 1] 26216->26218 26225 x1_UT <= 0.5 gini = 0.038 samples = 5021 value = [97, 4924] 26224->26225 26958 x14_3 <= 0.5 gini = 0.004 samples = 509 value = [1, 508] 26224->26958 26226 x15_ophthalmology <= 0.5 gini = 0.038 samples = 5020 value = [96, 4924] 26225->26226 26957 gini = 0.0 samples = 1 value = [1, 0] 26225->26957 26227 x1_IN <= 0.5 gini = 0.036 samples = 4950 value = [92, 4858] 26226->26227 26938 x7_SC <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 26226->26938 26228 x0_Switzerland <= 0.5 gini = 0.036 samples = 4889 value = [90, 4799] 26227->26228 26923 x13_0 <= 0.5 gini = 0.063 samples = 61 value = [2, 59] 26227->26923 26229 x1_NJ <= 0.5 gini = 0.035 samples = 4823 value = [87, 4736] 26228->26229 26908 x5_Biological <= 0.5 gini = 0.087 samples = 66 value = [3, 63] 26228->26908 26230 x1_VA <= 0.5 gini = 0.039 samples = 3511 value = [69, 3442] 26229->26230 26765 x7_KS <= 0.5 gini = 0.027 samples = 1312 value = [18, 1294] 26229->26765 26231 x14_3 <= 0.5 gini = 0.039 samples = 3496 value = [69, 3427] 26230->26231 26764 gini = 0.0 samples = 15 value = [0, 15] 26230->26764 26232 x7_MO <= 0.5 gini = 0.04 samples = 3194 value = [66, 3128] 26231->26232 26727 x17_boehringer <= 0.5 gini = 0.02 samples = 302 value = [3, 299] 26231->26727 26233 x9_0 <= 0.5 gini = 0.039 samples = 3143 value = [62, 3081] 26232->26233 26706 x9_31 <= 0.5 gini = 0.145 samples = 51 value = [4, 47] 26232->26706 26234 x7_MI <= 0.5 gini = 0.028 samples = 565 value = [8, 557] 26233->26234 26299 x11_2 <= 0.5 gini = 0.041 samples = 2578 value = [54, 2524] 26233->26299 26235 x16_other <= 0.5 gini = 0.025 samples = 554 value = [7, 547] 26234->26235 26294 x0_Denmark <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 26234->26294 26236 x7_PA <= 0.5 gini = 0.029 samples = 469 value = [7, 462] 26235->26236 26293 gini = 0.0 samples = 85 value = [0, 85] 26235->26293 26237 x14_11 <= 0.5 gini = 0.031 samples = 447 value = [7, 440] 26236->26237 26292 gini = 0.0 samples = 22 value = [0, 22] 26236->26292 26238 x12_100000000286 <= 0.5 gini = 0.024 samples = 406 value = [5, 401] 26237->26238 26271 x7_IL <= 0.5 gini = 0.093 samples = 41 value = [2, 39] 26237->26271 26239 log_spend <= 9.277 gini = 0.041 samples = 240 value = [5, 235] 26238->26239 26270 gini = 0.0 samples = 166 value = [0, 166] 26238->26270 26240 x7_IN <= 0.5 gini = 0.083 samples = 115 value = [5, 110] 26239->26240 26269 gini = 0.0 samples = 125 value = [0, 125] 26239->26269 26241 x15_Other <= 0.5 gini = 0.087 samples = 110 value = [5, 105] 26240->26241 26268 gini = 0.0 samples = 5 value = [0, 5] 26240->26268 26242 x7_NC <= 0.5 gini = 0.029 samples = 69 value = [1, 68] 26241->26242 26249 x13_3 <= 0.5 gini = 0.176 samples = 41 value = [4, 37] 26241->26249 26243 x1_CT <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 26242->26243 26248 gini = 0.0 samples = 9 value = [0, 9] 26242->26248 26244 x17_sanofi <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 26243->26244 26247 gini = 0.0 samples = 20 value = [0, 20] 26243->26247 26245 gini = 0.0 samples = 39 value = [0, 39] 26244->26245 26246 gini = 0.0 samples = 1 value = [1, 0] 26244->26246 26250 x7_MA <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 26249->26250 26257 x14_10 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 26249->26257 26251 x14_7 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 26250->26251 26256 gini = 0.0 samples = 1 value = [0, 1] 26250->26256 26252 x7_IL <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 26251->26252 26255 gini = 0.0 samples = 2 value = [0, 2] 26251->26255 26253 gini = 0.0 samples = 15 value = [0, 15] 26252->26253 26254 gini = 0.5 samples = 2 value = [1, 1] 26252->26254 26258 x14_9 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 26257->26258 26267 gini = 0.0 samples = 2 value = [0, 2] 26257->26267 26259 log_spend <= 9.266 gini = 0.208 samples = 17 value = [2, 15] 26258->26259 26266 gini = 0.5 samples = 2 value = [1, 1] 26258->26266 26260 x14_5 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26259->26260 26265 gini = 0.0 samples = 1 value = [1, 0] 26259->26265 26261 log_spend <= 9.033 gini = 0.124 samples = 15 value = [1, 14] 26260->26261 26264 gini = 0.0 samples = 1 value = [0, 1] 26260->26264 26262 gini = 0.0 samples = 11 value = [0, 11] 26261->26262 26263 gini = 0.375 samples = 4 value = [1, 3] 26261->26263 26272 x7_TX <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 26271->26272 26291 gini = 0.0 samples = 3 value = [0, 3] 26271->26291 26273 x13_4 <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 26272->26273 26290 gini = 0.0 samples = 5 value = [0, 5] 26272->26290 26274 x13_1 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 26273->26274 26289 gini = 0.0 samples = 2 value = [0, 2] 26273->26289 26275 x5_Biological <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 26274->26275 26288 gini = 0.0 samples = 2 value = [0, 2] 26274->26288 26276 gini = 0.0 samples = 6 value = [0, 6] 26275->26276 26277 x7_DC <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 26275->26277 26278 x15_cardiovascular and metabolism <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 26277->26278 26287 gini = 0.0 samples = 1 value = [0, 1] 26277->26287 26279 x13_2 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 26278->26279 26286 gini = 0.0 samples = 1 value = [1, 0] 26278->26286 26280 gini = 0.0 samples = 8 value = [0, 8] 26279->26280 26281 x7_NC <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 26279->26281 26282 log_spend <= 8.849 gini = 0.153 samples = 12 value = [1, 11] 26281->26282 26285 gini = 0.0 samples = 1 value = [0, 1] 26281->26285 26283 gini = 0.375 samples = 4 value = [1, 3] 26282->26283 26284 gini = 0.0 samples = 8 value = [0, 8] 26282->26284 26295 x17_other <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26294->26295 26298 gini = 0.0 samples = 2 value = [0, 2] 26294->26298 26296 gini = 0.0 samples = 8 value = [0, 8] 26295->26296 26297 gini = 0.0 samples = 1 value = [1, 0] 26295->26297 26300 x5_Biological <= 0.5 gini = 0.042 samples = 2327 value = [50, 2277] 26299->26300 26653 x12_0 <= 0.5 gini = 0.031 samples = 251 value = [4, 247] 26299->26653 26301 x1_AZ <= 0.5 gini = 0.051 samples = 1454 value = [38, 1416] 26300->26301 26546 x13_1 <= 0.5 gini = 0.027 samples = 873 value = [12, 861] 26300->26546 26302 x7_NC <= 0.5 gini = 0.047 samples = 1450 value = [35, 1415] 26301->26302 26545 gini = 0.375 samples = 4 value = [3, 1] 26301->26545 26303 x13_2 <= 0.5 gini = 0.045 samples = 1402 value = [32, 1370] 26302->26303 26516 x16_gastro <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 26302->26516 26304 x16_resp <= 0.5 gini = 0.05 samples = 1140 value = [29, 1111] 26303->26304 26487 x7_FL <= 0.5 gini = 0.023 samples = 262 value = [3, 259] 26303->26487 26305 x11_90 <= 0.5 gini = 0.056 samples = 1013 value = [29, 984] 26304->26305 26486 gini = 0.0 samples = 127 value = [0, 127] 26304->26486 26306 x17_pfizer <= 0.5 gini = 0.054 samples = 1012 value = [28, 984] 26305->26306 26485 gini = 0.0 samples = 1 value = [1, 0] 26305->26485 26307 x15_neuroscience <= 0.5 gini = 0.044 samples = 984 value = [22, 962] 26306->26307 26462 x16_other <= 0.5 gini = 0.337 samples = 28 value = [6, 22] 26306->26462 26308 x1_PA <= 0.5 gini = 0.043 samples = 964 value = [21, 943] 26307->26308 26451 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 26307->26451 26309 x1_MO <= 0.5 gini = 0.045 samples = 910 value = [21, 889] 26308->26309 26450 gini = 0.0 samples = 54 value = [0, 54] 26308->26450 26310 x7_LA <= 0.5 gini = 0.043 samples = 902 value = [20, 882] 26309->26310 26447 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26309->26447 26311 log_spend <= 8.819 gini = 0.044 samples = 892 value = [20, 872] 26310->26311 26446 gini = 0.0 samples = 10 value = [0, 10] 26310->26446 26312 x11_10 <= 0.5 gini = 0.126 samples = 222 value = [15, 207] 26311->26312 26393 x17_sanofi <= 0.5 gini = 0.015 samples = 670 value = [5, 665] 26311->26393 26313 x14_11 <= 0.5 gini = 0.119 samples = 221 value = [14, 207] 26312->26313 26392 gini = 0.0 samples = 1 value = [1, 0] 26312->26392 26314 x17_abbvie, <= 0.5 gini = 0.108 samples = 209 value = [12, 197] 26313->26314 26381 x1_IL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 26313->26381 26315 x17_other <= 0.5 gini = 0.111 samples = 204 value = [12, 192] 26314->26315 26380 gini = 0.0 samples = 5 value = [0, 5] 26314->26380 26316 log_spend <= 8.463 gini = 0.434 samples = 22 value = [7, 15] 26315->26316 26325 x1_CA <= 0.5 gini = 0.053 samples = 182 value = [5, 177] 26315->26325 26317 gini = 0.0 samples = 4 value = [0, 4] 26316->26317 26318 log_spend <= 8.519 gini = 0.475 samples = 18 value = [7, 11] 26316->26318 26319 gini = 0.0 samples = 4 value = [4, 0] 26318->26319 26320 x13_1 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 26318->26320 26321 x1_NA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 26320->26321 26324 gini = 0.0 samples = 8 value = [0, 8] 26320->26324 26322 gini = 0.0 samples = 3 value = [3, 0] 26321->26322 26323 gini = 0.0 samples = 3 value = [0, 3] 26321->26323 26326 x13_1 <= 0.5 gini = 0.029 samples = 136 value = [2, 134] 26325->26326 26355 x14_7 <= 0.5 gini = 0.122 samples = 46 value = [3, 43] 26325->26355 26327 x14_7 <= 0.5 gini = 0.038 samples = 104 value = [2, 102] 26326->26327 26354 gini = 0.0 samples = 32 value = [0, 32] 26326->26354 26328 x0_Denmark <= 0.5 gini = 0.041 samples = 95 value = [2, 93] 26327->26328 26353 gini = 0.0 samples = 9 value = [0, 9] 26327->26353 26329 x1_NA <= 0.5 gini = 0.021 samples = 94 value = [1, 93] 26328->26329 26352 gini = 0.0 samples = 1 value = [1, 0] 26328->26352 26330 x7_PA <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 26329->26330 26351 gini = 0.0 samples = 10 value = [0, 10] 26329->26351 26331 x11_0 <= 0.5 gini = 0.024 samples = 82 value = [1, 81] 26330->26331 26350 gini = 0.0 samples = 2 value = [0, 2] 26330->26350 26332 x11_1 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 26331->26332 26349 gini = 0.0 samples = 31 value = [0, 31] 26331->26349 26333 x7_RI <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 26332->26333 26348 gini = 0.0 samples = 13 value = [0, 13] 26332->26348 26334 x7_TX <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 26333->26334 26347 gini = 0.0 samples = 2 value = [0, 2] 26333->26347 26335 x14_4 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 26334->26335 26346 gini = 0.0 samples = 5 value = [0, 5] 26334->26346 26336 x13_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 26335->26336 26345 gini = 0.0 samples = 6 value = [0, 6] 26335->26345 26337 gini = 0.0 samples = 13 value = [0, 13] 26336->26337 26338 x14_9 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26336->26338 26339 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26338->26339 26344 gini = 0.0 samples = 2 value = [0, 2] 26338->26344 26340 x15_neurology <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26339->26340 26343 gini = 0.0 samples = 1 value = [0, 1] 26339->26343 26341 gini = 0.0 samples = 8 value = [0, 8] 26340->26341 26342 gini = 0.0 samples = 1 value = [1, 0] 26340->26342 26356 x13_0 <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 26355->26356 26379 gini = 0.0 samples = 8 value = [0, 8] 26355->26379 26357 log_spend <= 8.487 gini = 0.111 samples = 34 value = [2, 32] 26356->26357 26378 gini = 0.375 samples = 4 value = [1, 3] 26356->26378 26358 x11_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26357->26358 26361 x7_SC <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 26357->26361 26359 gini = 0.0 samples = 4 value = [0, 4] 26358->26359 26360 gini = 0.0 samples = 1 value = [1, 0] 26358->26360 26362 x13_4 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 26361->26362 26377 gini = 0.0 samples = 1 value = [0, 1] 26361->26377 26363 gini = 0.0 samples = 10 value = [0, 10] 26362->26363 26364 x16_cardio <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26362->26364 26365 gini = 0.0 samples = 9 value = [0, 9] 26364->26365 26366 x7_OR <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26364->26366 26367 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26366->26367 26376 gini = 0.0 samples = 1 value = [0, 1] 26366->26376 26368 x7_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 26367->26368 26375 gini = 0.0 samples = 1 value = [0, 1] 26367->26375 26369 x7_IN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26368->26369 26374 gini = 0.0 samples = 1 value = [0, 1] 26368->26374 26370 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26369->26370 26373 gini = 0.0 samples = 1 value = [0, 1] 26369->26373 26371 gini = 0.375 samples = 4 value = [1, 3] 26370->26371 26372 gini = 0.0 samples = 1 value = [0, 1] 26370->26372 26382 x7_MN <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 26381->26382 26391 gini = 0.0 samples = 3 value = [0, 3] 26381->26391 26383 x11_60 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 26382->26383 26390 gini = 0.0 samples = 1 value = [0, 1] 26382->26390 26384 log_spend <= 8.758 gini = 0.408 samples = 7 value = [2, 5] 26383->26384 26389 gini = 0.0 samples = 1 value = [0, 1] 26383->26389 26385 x7_VA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26384->26385 26388 gini = 0.0 samples = 1 value = [1, 0] 26384->26388 26386 gini = 0.375 samples = 4 value = [1, 3] 26385->26386 26387 gini = 0.0 samples = 2 value = [0, 2] 26385->26387 26394 x14_4 <= 0.5 gini = 0.009 samples = 651 value = [3, 648] 26393->26394 26441 x7_AZ <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 26393->26441 26395 x15_dermatology <= 0.5 gini = 0.007 samples = 591 value = [2, 589] 26394->26395 26418 x7_IL <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 26394->26418 26396 log_spend <= 9.579 gini = 0.007 samples = 573 value = [2, 571] 26395->26396 26417 gini = 0.0 samples = 18 value = [0, 18] 26395->26417 26397 gini = 0.0 samples = 279 value = [0, 279] 26396->26397 26398 x5_Drug <= 0.5 gini = 0.014 samples = 294 value = [2, 292] 26396->26398 26399 gini = 0.0 samples = 1 value = [1, 0] 26398->26399 26400 x16_other <= 0.5 gini = 0.007 samples = 293 value = [1, 292] 26398->26400 26401 x13_3 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 26400->26401 26416 gini = 0.0 samples = 235 value = [0, 235] 26400->26416 26402 x7_MI <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 26401->26402 26415 gini = 0.0 samples = 8 value = [0, 8] 26401->26415 26403 x7_CA <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 26402->26403 26414 gini = 0.0 samples = 3 value = [0, 3] 26402->26414 26404 x1_NC <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 26403->26404 26413 gini = 0.0 samples = 9 value = [0, 9] 26403->26413 26405 x1_NA <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 26404->26405 26412 gini = 0.0 samples = 2 value = [0, 2] 26404->26412 26406 x7_MN <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 26405->26406 26411 gini = 0.0 samples = 15 value = [0, 15] 26405->26411 26407 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 26406->26407 26410 gini = 0.0 samples = 1 value = [0, 1] 26406->26410 26408 gini = 0.0 samples = 17 value = [0, 17] 26407->26408 26409 gini = 0.444 samples = 3 value = [1, 2] 26407->26409 26419 x11_0 <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 26418->26419 26440 gini = 0.0 samples = 3 value = [0, 3] 26418->26440 26420 x7_MA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 26419->26420 26439 gini = 0.0 samples = 29 value = [0, 29] 26419->26439 26421 x13_6 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 26420->26421 26438 gini = 0.0 samples = 1 value = [0, 1] 26420->26438 26422 x7_VA <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 26421->26422 26437 gini = 0.0 samples = 2 value = [0, 2] 26421->26437 26423 x1_NC <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 26422->26423 26436 gini = 0.0 samples = 1 value = [0, 1] 26422->26436 26424 x1_NY <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 26423->26424 26435 gini = 0.0 samples = 2 value = [0, 2] 26423->26435 26425 x13_0 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26424->26425 26434 gini = 0.0 samples = 6 value = [0, 6] 26424->26434 26426 x15_gastroenterology <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 26425->26426 26433 gini = 0.0 samples = 3 value = [0, 3] 26425->26433 26427 x13_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 26426->26427 26432 gini = 0.0 samples = 2 value = [0, 2] 26426->26432 26428 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26427->26428 26431 gini = 0.0 samples = 6 value = [0, 6] 26427->26431 26429 gini = 0.5 samples = 2 value = [1, 1] 26428->26429 26430 gini = 0.0 samples = 3 value = [0, 3] 26428->26430 26442 log_spend <= 8.949 gini = 0.208 samples = 17 value = [2, 15] 26441->26442 26445 gini = 0.0 samples = 2 value = [0, 2] 26441->26445 26443 gini = 0.5 samples = 4 value = [2, 2] 26442->26443 26444 gini = 0.0 samples = 13 value = [0, 13] 26442->26444 26448 gini = 0.375 samples = 4 value = [1, 3] 26447->26448 26449 gini = 0.0 samples = 4 value = [0, 4] 26447->26449 26452 x1_PA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26451->26452 26461 gini = 0.0 samples = 2 value = [0, 2] 26451->26461 26453 x7_SC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26452->26453 26460 gini = 0.0 samples = 10 value = [0, 10] 26452->26460 26454 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26453->26454 26459 gini = 0.0 samples = 2 value = [0, 2] 26453->26459 26455 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26454->26455 26458 gini = 0.0 samples = 1 value = [0, 1] 26454->26458 26456 gini = 0.375 samples = 4 value = [1, 3] 26455->26456 26457 gini = 0.0 samples = 1 value = [0, 1] 26455->26457 26463 x14_2 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26462->26463 26468 x13_4 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 26462->26468 26464 x14_8 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26463->26464 26467 gini = 0.0 samples = 1 value = [0, 1] 26463->26467 26465 gini = 0.0 samples = 6 value = [0, 6] 26464->26465 26466 gini = 0.5 samples = 2 value = [1, 1] 26464->26466 26469 x15_neuroscience <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 26468->26469 26484 gini = 0.0 samples = 1 value = [1, 0] 26468->26484 26470 x11_1 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 26469->26470 26483 gini = 0.0 samples = 4 value = [0, 4] 26469->26483 26471 x7_CA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 26470->26471 26482 gini = 0.0 samples = 2 value = [0, 2] 26470->26482 26472 x7_WA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 26471->26472 26481 gini = 0.0 samples = 1 value = [1, 0] 26471->26481 26473 x13_6 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 26472->26473 26480 gini = 0.0 samples = 1 value = [0, 1] 26472->26480 26474 x11_0 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 26473->26474 26479 gini = 0.0 samples = 1 value = [1, 0] 26473->26479 26475 gini = 0.0 samples = 2 value = [0, 2] 26474->26475 26476 x15_dermatology <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 26474->26476 26477 gini = 0.0 samples = 5 value = [0, 5] 26476->26477 26478 gini = 0.0 samples = 2 value = [2, 0] 26476->26478 26488 x14_9 <= 0.5 gini = 0.025 samples = 235 value = [3, 232] 26487->26488 26515 gini = 0.0 samples = 27 value = [0, 27] 26487->26515 26489 x14_12 <= 0.5 gini = 0.028 samples = 214 value = [3, 211] 26488->26489 26514 gini = 0.0 samples = 21 value = [0, 21] 26488->26514 26490 x7_CA <= 0.5 gini = 0.03 samples = 195 value = [3, 192] 26489->26490 26513 gini = 0.0 samples = 19 value = [0, 19] 26489->26513 26491 x14_5 <= 0.5 gini = 0.024 samples = 165 value = [2, 163] 26490->26491 26506 x1_NA <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 26490->26506 26492 x11_1 <= 0.5 gini = 0.027 samples = 148 value = [2, 146] 26491->26492 26505 gini = 0.0 samples = 17 value = [0, 17] 26491->26505 26493 x11_30 <= 0.5 gini = 0.04 samples = 97 value = [2, 95] 26492->26493 26504 gini = 0.0 samples = 51 value = [0, 51] 26492->26504 26494 x14_11 <= 0.5 gini = 0.061 samples = 64 value = [2, 62] 26493->26494 26503 gini = 0.0 samples = 33 value = [0, 33] 26493->26503 26495 gini = 0.0 samples = 49 value = [0, 49] 26494->26495 26496 x7_CO <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 26494->26496 26497 x1_IL <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 26496->26497 26502 gini = 0.0 samples = 2 value = [0, 2] 26496->26502 26498 x1_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 26497->26498 26501 gini = 0.0 samples = 4 value = [0, 4] 26497->26501 26499 gini = 0.0 samples = 6 value = [0, 6] 26498->26499 26500 gini = 0.444 samples = 3 value = [2, 1] 26498->26500 26507 x14_7 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 26506->26507 26512 gini = 0.0 samples = 3 value = [0, 3] 26506->26512 26508 gini = 0.0 samples = 21 value = [0, 21] 26507->26508 26509 log_spend <= 8.928 gini = 0.278 samples = 6 value = [1, 5] 26507->26509 26510 gini = 0.5 samples = 2 value = [1, 1] 26509->26510 26511 gini = 0.0 samples = 4 value = [0, 4] 26509->26511 26517 x15_immunology <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 26516->26517 26544 gini = 0.0 samples = 1 value = [0, 1] 26516->26544 26518 x16_other <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 26517->26518 26543 gini = 0.0 samples = 5 value = [0, 5] 26517->26543 26519 gini = 0.0 samples = 12 value = [0, 12] 26518->26519 26520 x1_CA <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 26518->26520 26521 x14_6 <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 26520->26521 26542 gini = 0.0 samples = 2 value = [0, 2] 26520->26542 26522 x15_endocrinology <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 26521->26522 26541 gini = 0.0 samples = 4 value = [0, 4] 26521->26541 26523 x0_Ireland <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 26522->26523 26540 gini = 0.5 samples = 2 value = [1, 1] 26522->26540 26524 x1_NY <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 26523->26524 26539 gini = 0.0 samples = 1 value = [1, 0] 26523->26539 26525 x13_6 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26524->26525 26538 gini = 0.0 samples = 3 value = [0, 3] 26524->26538 26526 x12_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 26525->26526 26537 gini = 0.0 samples = 1 value = [0, 1] 26525->26537 26527 gini = 0.0 samples = 1 value = [0, 1] 26526->26527 26528 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26526->26528 26529 x0_Japan <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 26528->26529 26536 gini = 0.0 samples = 1 value = [0, 1] 26528->26536 26530 x14_1 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 26529->26530 26535 gini = 0.0 samples = 1 value = [0, 1] 26529->26535 26531 x1_CT <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26530->26531 26534 gini = 0.0 samples = 2 value = [0, 2] 26530->26534 26532 gini = 0.0 samples = 11 value = [0, 11] 26531->26532 26533 gini = 0.0 samples = 1 value = [1, 0] 26531->26533 26547 x1_NA <= 0.5 gini = 0.034 samples = 695 value = [12, 683] 26546->26547 26652 gini = 0.0 samples = 178 value = [0, 178] 26546->26652 26548 x1_NY <= 0.5 gini = 0.029 samples = 680 value = [10, 670] 26547->26548 26649 x0_Great Britain (Uk) <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 26547->26649 26549 x14_1 <= 0.5 gini = 0.031 samples = 643 value = [10, 633] 26548->26549 26648 gini = 0.0 samples = 37 value = [0, 37] 26548->26648 26550 x7_ME <= 0.5 gini = 0.04 samples = 488 value = [10, 478] 26549->26550 26647 gini = 0.0 samples = 155 value = [0, 155] 26549->26647 26551 x14_12 <= 0.5 gini = 0.04 samples = 485 value = [10, 475] 26550->26551 26646 gini = 0.0 samples = 3 value = [0, 3] 26550->26646 26552 x1_PA <= 0.5 gini = 0.043 samples = 452 value = [10, 442] 26551->26552 26645 gini = 0.0 samples = 33 value = [0, 33] 26551->26645 26553 x15_neurology <= 0.5 gini = 0.032 samples = 432 value = [7, 425] 26552->26553 26632 x7_AL <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 26552->26632 26554 x12_100000000203 <= 0.5 gini = 0.033 samples = 416 value = [7, 409] 26553->26554 26631 gini = 0.0 samples = 16 value = [0, 16] 26553->26631 26555 x7_AL <= 0.5 gini = 0.037 samples = 314 value = [6, 308] 26554->26555 26612 x13_0 <= 0.5 gini = 0.019 samples = 102 value = [1, 101] 26554->26612 26556 x1_MA <= 0.5 gini = 0.038 samples = 307 value = [6, 301] 26555->26556 26611 gini = 0.0 samples = 7 value = [0, 7] 26555->26611 26557 x1_MO <= 0.5 gini = 0.034 samples = 293 value = [5, 288] 26556->26557 26608 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 26556->26608 26558 x7_IA <= 0.5 gini = 0.022 samples = 267 value = [3, 264] 26557->26558 26593 x7_TX <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 26557->26593 26559 x1_NC <= 0.5 gini = 0.022 samples = 266 value = [3, 263] 26558->26559 26592 gini = 0.0 samples = 1 value = [0, 1] 26558->26592 26560 x16_other <= 0.5 gini = 0.027 samples = 216 value = [3, 213] 26559->26560 26591 gini = 0.0 samples = 50 value = [0, 50] 26559->26591 26561 x13_3 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 26560->26561 26568 x7_CO <= 0.5 gini = 0.02 samples = 199 value = [2, 197] 26560->26568 26562 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 26561->26562 26567 gini = 0.0 samples = 2 value = [0, 2] 26561->26567 26563 x7_NY <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 26562->26563 26566 gini = 0.0 samples = 2 value = [0, 2] 26562->26566 26564 gini = 0.0 samples = 12 value = [0, 12] 26563->26564 26565 gini = 0.0 samples = 1 value = [1, 0] 26563->26565 26569 x7_KY <= 0.5 gini = 0.02 samples = 195 value = [2, 193] 26568->26569 26590 gini = 0.0 samples = 4 value = [0, 4] 26568->26590 26570 x14_7 <= 0.5 gini = 0.021 samples = 192 value = [2, 190] 26569->26570 26589 gini = 0.0 samples = 3 value = [0, 3] 26569->26589 26571 x1_IL <= 0.5 gini = 0.022 samples = 177 value = [2, 175] 26570->26571 26588 gini = 0.0 samples = 15 value = [0, 15] 26570->26588 26572 gini = 0.0 samples = 151 value = [0, 151] 26571->26572 26573 x14_6 <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 26571->26573 26574 x14_8 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 26573->26574 26587 gini = 0.0 samples = 4 value = [0, 4] 26573->26587 26575 x7_NY <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 26574->26575 26586 gini = 0.0 samples = 4 value = [0, 4] 26574->26586 26576 x14_4 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26575->26576 26585 gini = 0.5 samples = 2 value = [1, 1] 26575->26585 26577 x7_TX <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 26576->26577 26584 gini = 0.0 samples = 3 value = [0, 3] 26576->26584 26578 x13_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26577->26578 26583 gini = 0.0 samples = 3 value = [0, 3] 26577->26583 26579 log_spend <= 10.323 gini = 0.198 samples = 9 value = [1, 8] 26578->26579 26582 gini = 0.0 samples = 1 value = [0, 1] 26578->26582 26580 gini = 0.0 samples = 7 value = [0, 7] 26579->26580 26581 gini = 0.5 samples = 2 value = [1, 1] 26579->26581 26594 x7_NM <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 26593->26594 26607 gini = 0.0 samples = 4 value = [0, 4] 26593->26607 26595 x14_2 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 26594->26595 26606 gini = 0.0 samples = 1 value = [0, 1] 26594->26606 26596 x14_9 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 26595->26596 26605 gini = 0.0 samples = 1 value = [0, 1] 26595->26605 26597 x11_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26596->26597 26604 gini = 0.5 samples = 2 value = [1, 1] 26596->26604 26598 gini = 0.0 samples = 1 value = [0, 1] 26597->26598 26599 x13_4 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 26597->26599 26600 x7_OK <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26599->26600 26603 gini = 0.0 samples = 7 value = [0, 7] 26599->26603 26601 gini = 0.0 samples = 9 value = [0, 9] 26600->26601 26602 gini = 0.0 samples = 1 value = [1, 0] 26600->26602 26609 gini = 0.0 samples = 10 value = [0, 10] 26608->26609 26610 gini = 0.375 samples = 4 value = [1, 3] 26608->26610 26613 x14_4 <= 0.5 gini = 0.023 samples = 87 value = [1, 86] 26612->26613 26630 gini = 0.0 samples = 15 value = [0, 15] 26612->26630 26614 x7_KY <= 0.5 gini = 0.025 samples = 80 value = [1, 79] 26613->26614 26629 gini = 0.0 samples = 7 value = [0, 7] 26613->26629 26615 x14_7 <= 0.5 gini = 0.025 samples = 79 value = [1, 78] 26614->26615 26628 gini = 0.0 samples = 1 value = [0, 1] 26614->26628 26616 x7_WA <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 26615->26616 26627 gini = 0.0 samples = 9 value = [0, 9] 26615->26627 26617 x7_OK <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 26616->26617 26626 gini = 0.0 samples = 2 value = [0, 2] 26616->26626 26618 x14_9 <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 26617->26618 26625 gini = 0.0 samples = 1 value = [0, 1] 26617->26625 26619 x7_IL <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 26618->26619 26624 gini = 0.0 samples = 3 value = [0, 3] 26618->26624 26620 x14_10 <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 26619->26620 26623 gini = 0.0 samples = 1 value = [0, 1] 26619->26623 26621 gini = 0.0 samples = 60 value = [0, 60] 26620->26621 26622 gini = 0.444 samples = 3 value = [1, 2] 26620->26622 26633 x4_Cash or cash equivalent <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 26632->26633 26644 gini = 0.0 samples = 1 value = [0, 1] 26632->26644 26634 gini = 0.0 samples = 7 value = [0, 7] 26633->26634 26635 x17_other <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 26633->26635 26636 gini = 0.0 samples = 2 value = [2, 0] 26635->26636 26637 x7_MA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26635->26637 26638 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26637->26638 26643 gini = 0.0 samples = 1 value = [0, 1] 26637->26643 26639 x11_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26638->26639 26642 gini = 0.0 samples = 1 value = [0, 1] 26638->26642 26640 gini = 0.0 samples = 7 value = [0, 7] 26639->26640 26641 gini = 0.0 samples = 1 value = [1, 0] 26639->26641 26650 gini = 0.5 samples = 4 value = [2, 2] 26649->26650 26651 gini = 0.0 samples = 11 value = [0, 11] 26649->26651 26654 x14_6 <= 0.5 gini = 0.025 samples = 155 value = [2, 153] 26653->26654 26695 x16_other <= 0.5 gini = 0.041 samples = 96 value = [2, 94] 26653->26695 26655 x7_MA <= 0.5 gini = 0.015 samples = 135 value = [1, 134] 26654->26655 26690 x7_IN <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 26654->26690 26656 x15_Other <= 0.5 gini = 0.016 samples = 127 value = [1, 126] 26655->26656 26689 gini = 0.0 samples = 8 value = [0, 8] 26655->26689 26657 x14_2 <= 0.5 gini = 0.017 samples = 116 value = [1, 115] 26656->26657 26688 gini = 0.0 samples = 11 value = [0, 11] 26656->26688 26658 x7_WV <= 0.5 gini = 0.019 samples = 103 value = [1, 102] 26657->26658 26687 gini = 0.0 samples = 13 value = [0, 13] 26657->26687 26659 x7_NC <= 0.5 gini = 0.02 samples = 101 value = [1, 100] 26658->26659 26686 gini = 0.0 samples = 2 value = [0, 2] 26658->26686 26660 x7_GA <= 0.5 gini = 0.021 samples = 96 value = [1, 95] 26659->26660 26685 gini = 0.0 samples = 5 value = [0, 5] 26659->26685 26661 x7_PR <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 26660->26661 26684 gini = 0.0 samples = 3 value = [0, 3] 26660->26684 26662 x13_0 <= 0.5 gini = 0.022 samples = 90 value = [1, 89] 26661->26662 26683 gini = 0.0 samples = 3 value = [0, 3] 26661->26683 26663 x7_NJ <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 26662->26663 26682 gini = 0.0 samples = 23 value = [0, 23] 26662->26682 26664 x7_FL <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 26663->26664 26681 gini = 0.0 samples = 2 value = [0, 2] 26663->26681 26665 x7_MS <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 26664->26665 26680 gini = 0.0 samples = 6 value = [0, 6] 26664->26680 26666 x13_2 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 26665->26666 26679 gini = 0.0 samples = 1 value = [0, 1] 26665->26679 26667 x4_In-kind items and services <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 26666->26667 26678 gini = 0.0 samples = 17 value = [0, 17] 26666->26678 26668 x14_7 <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 26667->26668 26677 gini = 0.0 samples = 1 value = [0, 1] 26667->26677 26669 x12_100000000193 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 26668->26669 26676 gini = 0.0 samples = 1 value = [0, 1] 26668->26676 26670 x13_3 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 26669->26670 26675 gini = 0.0 samples = 1 value = [0, 1] 26669->26675 26671 x7_AZ <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 26670->26671 26674 gini = 0.0 samples = 14 value = [0, 14] 26670->26674 26672 gini = 0.0 samples = 22 value = [0, 22] 26671->26672 26673 gini = 0.5 samples = 2 value = [1, 1] 26671->26673 26691 x12_100000000193 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 26690->26691 26694 gini = 0.0 samples = 1 value = [0, 1] 26690->26694 26692 gini = 0.0 samples = 17 value = [0, 17] 26691->26692 26693 gini = 0.5 samples = 2 value = [1, 1] 26691->26693 26696 gini = 0.0 samples = 4 value = [0, 4] 26695->26696 26697 x7_FL <= 0.5 gini = 0.043 samples = 92 value = [2, 90] 26695->26697 26698 x1_MA <= 0.5 gini = 0.051 samples = 77 value = [2, 75] 26697->26698 26705 gini = 0.0 samples = 15 value = [0, 15] 26697->26705 26699 gini = 0.0 samples = 43 value = [0, 43] 26698->26699 26700 x7_TX <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 26698->26700 26701 x5_Drug <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 26700->26701 26704 gini = 0.0 samples = 2 value = [0, 2] 26700->26704 26702 gini = 0.444 samples = 3 value = [2, 1] 26701->26702 26703 gini = 0.0 samples = 29 value = [0, 29] 26701->26703 26707 x11_60 <= 0.5 gini = 0.113 samples = 50 value = [3, 47] 26706->26707 26726 gini = 0.0 samples = 1 value = [1, 0] 26706->26726 26708 x14_6 <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 26707->26708 26725 gini = 0.0 samples = 2 value = [0, 2] 26707->26725 26709 log_spend <= 9.367 gini = 0.083 samples = 46 value = [2, 44] 26708->26709 26724 gini = 0.5 samples = 2 value = [1, 1] 26708->26724 26710 x1_NA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 26709->26710 26723 gini = 0.0 samples = 27 value = [0, 27] 26709->26723 26711 x1_NY <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 26710->26711 26722 gini = 0.0 samples = 2 value = [0, 2] 26710->26722 26712 x13_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 26711->26712 26721 gini = 0.375 samples = 4 value = [1, 3] 26711->26721 26713 x1_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 26712->26713 26720 gini = 0.0 samples = 2 value = [0, 2] 26712->26720 26714 x1_FL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26713->26714 26719 gini = 0.0 samples = 2 value = [0, 2] 26713->26719 26715 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26714->26715 26718 gini = 0.0 samples = 1 value = [0, 1] 26714->26718 26716 gini = 0.0 samples = 6 value = [0, 6] 26715->26716 26717 gini = 0.5 samples = 2 value = [1, 1] 26715->26717 26728 x17_other <= 0.5 gini = 0.014 samples = 293 value = [2, 291] 26727->26728 26761 x11_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26727->26761 26729 x9_0 <= 0.5 gini = 0.03 samples = 66 value = [1, 65] 26728->26729 26742 log_spend <= 8.527 gini = 0.009 samples = 227 value = [1, 226] 26728->26742 26730 gini = 0.0 samples = 22 value = [0, 22] 26729->26730 26731 x15_Other <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 26729->26731 26732 gini = 0.0 samples = 27 value = [0, 27] 26731->26732 26733 x1_IL <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 26731->26733 26734 x5_Biological <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26733->26734 26741 gini = 0.0 samples = 7 value = [0, 7] 26733->26741 26735 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26734->26735 26740 gini = 0.0 samples = 1 value = [0, 1] 26734->26740 26736 x11_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26735->26736 26739 gini = 0.0 samples = 4 value = [0, 4] 26735->26739 26737 gini = 0.375 samples = 4 value = [1, 3] 26736->26737 26738 gini = 0.0 samples = 1 value = [0, 1] 26736->26738 26743 x1_PA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 26742->26743 26760 gini = 0.0 samples = 205 value = [0, 205] 26742->26760 26744 x16_resp <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 26743->26744 26759 gini = 0.0 samples = 2 value = [0, 2] 26743->26759 26745 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26744->26745 26758 gini = 0.0 samples = 2 value = [0, 2] 26744->26758 26746 x12_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 26745->26746 26757 gini = 0.0 samples = 4 value = [0, 4] 26745->26757 26747 gini = 0.0 samples = 2 value = [0, 2] 26746->26747 26748 x11_30 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26746->26748 26749 x7_MO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26748->26749 26756 gini = 0.0 samples = 4 value = [0, 4] 26748->26756 26750 x7_MD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26749->26750 26755 gini = 0.0 samples = 2 value = [0, 2] 26749->26755 26751 x11_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26750->26751 26754 gini = 0.0 samples = 1 value = [0, 1] 26750->26754 26752 gini = 0.375 samples = 4 value = [1, 3] 26751->26752 26753 gini = 0.0 samples = 1 value = [0, 1] 26751->26753 26762 gini = 0.5 samples = 2 value = [1, 1] 26761->26762 26763 gini = 0.0 samples = 7 value = [0, 7] 26761->26763 26766 x7_CA <= 0.5 gini = 0.026 samples = 1302 value = [17, 1285] 26765->26766 26901 x13_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26765->26901 26767 x14_3 <= 0.5 gini = 0.022 samples = 1150 value = [13, 1137] 26766->26767 26878 x14_2 <= 0.5 gini = 0.051 samples = 152 value = [4, 148] 26766->26878 26768 x11_0 <= 0.5 gini = 0.025 samples = 1029 value = [13, 1016] 26767->26768 26877 gini = 0.0 samples = 121 value = [0, 121] 26767->26877 26769 x11_30 <= 0.5 gini = 0.038 samples = 627 value = [12, 615] 26768->26769 26842 x4_Cash or cash equivalent <= 0.5 gini = 0.005 samples = 402 value = [1, 401] 26768->26842 26770 x5_Biological <= 0.5 gini = 0.046 samples = 463 value = [11, 452] 26769->26770 26823 x7_VA <= 0.5 gini = 0.012 samples = 164 value = [1, 163] 26769->26823 26771 x16_gastro <= 0.5 gini = 0.068 samples = 311 value = [11, 300] 26770->26771 26822 gini = 0.0 samples = 152 value = [0, 152] 26770->26822 26772 x13_3 <= 0.5 gini = 0.06 samples = 259 value = [8, 251] 26771->26772 26811 x11_3 <= 0.5 gini = 0.109 samples = 52 value = [3, 49] 26771->26811 26773 x14_8 <= 0.5 gini = 0.052 samples = 223 value = [6, 217] 26772->26773 26802 x7_NY <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 26772->26802 26774 log_spend <= 8.742 gini = 0.057 samples = 203 value = [6, 197] 26773->26774 26801 gini = 0.0 samples = 20 value = [0, 20] 26773->26801 26775 x7_TX <= 0.5 gini = 0.18 samples = 60 value = [6, 54] 26774->26775 26800 gini = 0.0 samples = 143 value = [0, 143] 26774->26800 26776 x13_1 <= 0.5 gini = 0.165 samples = 55 value = [5, 50] 26775->26776 26797 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26775->26797 26777 x10_0 <= 0.5 gini = 0.198 samples = 45 value = [5, 40] 26776->26777 26796 gini = 0.0 samples = 10 value = [0, 10] 26776->26796 26778 gini = 0.0 samples = 5 value = [0, 5] 26777->26778 26779 x7_NM <= 0.5 gini = 0.219 samples = 40 value = [5, 35] 26777->26779 26780 x7_LA <= 0.5 gini = 0.224 samples = 39 value = [5, 34] 26779->26780 26795 gini = 0.0 samples = 1 value = [0, 1] 26779->26795 26781 x17_other <= 0.5 gini = 0.229 samples = 38 value = [5, 33] 26780->26781 26794 gini = 0.0 samples = 1 value = [0, 1] 26780->26794 26782 gini = 0.0 samples = 19 value = [0, 19] 26781->26782 26783 x11_1 <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 26781->26783 26784 x16_other <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 26783->26784 26793 gini = 0.0 samples = 10 value = [0, 10] 26783->26793 26785 gini = 0.0 samples = 1 value = [0, 1] 26784->26785 26786 x7_NV <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 26784->26786 26787 x11_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 26786->26787 26792 gini = 0.0 samples = 1 value = [1, 0] 26786->26792 26788 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 26787->26788 26791 gini = 0.0 samples = 1 value = [0, 1] 26787->26791 26789 gini = 0.444 samples = 3 value = [1, 2] 26788->26789 26790 gini = 0.0 samples = 3 value = [3, 0] 26788->26790 26798 gini = 0.0 samples = 4 value = [0, 4] 26797->26798 26799 gini = 0.0 samples = 1 value = [1, 0] 26797->26799 26803 log_spend <= 8.776 gini = 0.059 samples = 33 value = [1, 32] 26802->26803 26810 gini = 0.444 samples = 3 value = [1, 2] 26802->26810 26804 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26803->26804 26809 gini = 0.0 samples = 23 value = [0, 23] 26803->26809 26805 x17_janssen <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 26804->26805 26808 gini = 0.0 samples = 3 value = [0, 3] 26804->26808 26806 gini = 0.375 samples = 4 value = [1, 3] 26805->26806 26807 gini = 0.0 samples = 3 value = [0, 3] 26805->26807 26812 x13_2 <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 26811->26812 26821 gini = 0.0 samples = 2 value = [2, 0] 26811->26821 26813 x12_100000000278 <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 26812->26813 26820 gini = 0.0 samples = 3 value = [0, 3] 26812->26820 26814 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 26813->26814 26819 gini = 0.0 samples = 33 value = [0, 33] 26813->26819 26815 log_spend <= 8.528 gini = 0.153 samples = 12 value = [1, 11] 26814->26815 26818 gini = 0.0 samples = 2 value = [0, 2] 26814->26818 26816 gini = 0.0 samples = 1 value = [1, 0] 26815->26816 26817 gini = 0.0 samples = 11 value = [0, 11] 26815->26817 26824 x12_0 <= 0.5 gini = 0.012 samples = 161 value = [1, 160] 26823->26824 26841 gini = 0.0 samples = 3 value = [0, 3] 26823->26841 26825 gini = 0.0 samples = 109 value = [0, 109] 26824->26825 26826 x7_NY <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 26824->26826 26827 x7_NV <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 26826->26827 26840 gini = 0.0 samples = 2 value = [0, 2] 26826->26840 26828 x13_3 <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 26827->26828 26839 gini = 0.0 samples = 1 value = [0, 1] 26827->26839 26829 x7_IL <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 26828->26829 26838 gini = 0.0 samples = 19 value = [0, 19] 26828->26838 26830 x17_other <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 26829->26830 26837 gini = 0.0 samples = 2 value = [0, 2] 26829->26837 26831 gini = 0.0 samples = 16 value = [0, 16] 26830->26831 26832 x16_cardio <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26830->26832 26833 x16_other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26832->26833 26836 gini = 0.0 samples = 6 value = [0, 6] 26832->26836 26834 gini = 0.0 samples = 1 value = [1, 0] 26833->26834 26835 gini = 0.0 samples = 5 value = [0, 5] 26833->26835 26843 gini = 0.0 samples = 76 value = [0, 76] 26842->26843 26844 x16_cardio <= 0.5 gini = 0.006 samples = 326 value = [1, 325] 26842->26844 26845 gini = 0.0 samples = 268 value = [0, 268] 26844->26845 26846 x14_10 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 26844->26846 26847 x13_3 <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 26846->26847 26876 gini = 0.0 samples = 3 value = [0, 3] 26846->26876 26848 x14_4 <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 26847->26848 26875 gini = 0.0 samples = 2 value = [0, 2] 26847->26875 26849 x7_ME <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 26848->26849 26874 gini = 0.0 samples = 3 value = [0, 3] 26848->26874 26850 x14_2 <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 26849->26850 26873 gini = 0.0 samples = 1 value = [0, 1] 26849->26873 26851 x13_2 <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 26850->26851 26872 gini = 0.0 samples = 6 value = [0, 6] 26850->26872 26852 x7_TX <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 26851->26852 26871 gini = 0.0 samples = 21 value = [0, 21] 26851->26871 26853 x7_SC <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 26852->26853 26870 gini = 0.0 samples = 1 value = [0, 1] 26852->26870 26854 x7_CO <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 26853->26854 26869 gini = 0.0 samples = 2 value = [0, 2] 26853->26869 26855 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 26854->26855 26868 gini = 0.0 samples = 1 value = [0, 1] 26854->26868 26856 x13_1 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26855->26856 26867 gini = 0.0 samples = 2 value = [0, 2] 26855->26867 26857 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 26856->26857 26866 gini = 0.0 samples = 6 value = [0, 6] 26856->26866 26858 x7_IA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26857->26858 26865 gini = 0.0 samples = 2 value = [0, 2] 26857->26865 26859 x7_UT <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 26858->26859 26864 gini = 0.0 samples = 1 value = [0, 1] 26858->26864 26860 x9_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26859->26860 26863 gini = 0.0 samples = 2 value = [0, 2] 26859->26863 26861 gini = 0.375 samples = 4 value = [1, 3] 26860->26861 26862 gini = 0.0 samples = 1 value = [0, 1] 26860->26862 26879 x10_4060 <= 0.5 gini = 0.056 samples = 140 value = [4, 136] 26878->26879 26900 gini = 0.0 samples = 12 value = [0, 12] 26878->26900 26880 x17_janssen <= 0.5 gini = 0.058 samples = 135 value = [4, 131] 26879->26880 26899 gini = 0.0 samples = 5 value = [0, 5] 26879->26899 26881 log_spend <= 8.628 gini = 0.078 samples = 98 value = [4, 94] 26880->26881 26898 gini = 0.0 samples = 37 value = [0, 37] 26880->26898 26882 x16_immun <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 26881->26882 26889 x9_6 <= 0.5 gini = 0.048 samples = 82 value = [2, 80] 26881->26889 26883 x11_30 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 26882->26883 26888 gini = 0.5 samples = 2 value = [1, 1] 26882->26888 26884 x11_1 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26883->26884 26887 gini = 0.0 samples = 2 value = [0, 2] 26883->26887 26885 gini = 0.0 samples = 10 value = [0, 10] 26884->26885 26886 gini = 0.5 samples = 2 value = [1, 1] 26884->26886 26890 x5_Drug <= 0.5 gini = 0.056 samples = 70 value = [2, 68] 26889->26890 26897 gini = 0.0 samples = 12 value = [0, 12] 26889->26897 26891 gini = 0.0 samples = 15 value = [0, 15] 26890->26891 26892 x11_90 <= 0.5 gini = 0.07 samples = 55 value = [2, 53] 26890->26892 26893 x11_10 <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 26892->26893 26896 gini = 0.0 samples = 1 value = [1, 0] 26892->26896 26894 gini = 0.0 samples = 53 value = [0, 53] 26893->26894 26895 gini = 0.0 samples = 1 value = [1, 0] 26893->26895 26902 x11_90 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 26901->26902 26907 gini = 0.0 samples = 4 value = [0, 4] 26901->26907 26903 x15_gastroenterology <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26902->26903 26906 gini = 0.0 samples = 1 value = [0, 1] 26902->26906 26904 gini = 0.0 samples = 4 value = [0, 4] 26903->26904 26905 gini = 0.0 samples = 1 value = [1, 0] 26903->26905 26909 x7_MA <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 26908->26909 26922 gini = 0.0 samples = 40 value = [0, 40] 26908->26922 26910 x13_0 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 26909->26910 26921 gini = 0.0 samples = 2 value = [0, 2] 26909->26921 26911 x7_RI <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 26910->26911 26918 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 26910->26918 26912 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 26911->26912 26917 gini = 0.0 samples = 1 value = [1, 0] 26911->26917 26913 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26912->26913 26916 gini = 0.0 samples = 3 value = [0, 3] 26912->26916 26914 gini = 0.444 samples = 3 value = [1, 2] 26913->26914 26915 gini = 0.0 samples = 5 value = [0, 5] 26913->26915 26919 gini = 0.0 samples = 11 value = [0, 11] 26918->26919 26920 gini = 0.0 samples = 1 value = [1, 0] 26918->26920 26924 x7_MA <= 0.5 gini = 0.074 samples = 52 value = [2, 50] 26923->26924 26937 gini = 0.0 samples = 9 value = [0, 9] 26923->26937 26925 x7_NY <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 26924->26925 26936 gini = 0.5 samples = 2 value = [1, 1] 26924->26936 26926 x7_FL <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 26925->26926 26935 gini = 0.0 samples = 2 value = [0, 2] 26925->26935 26927 x15_immunology <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 26926->26927 26934 gini = 0.0 samples = 3 value = [0, 3] 26926->26934 26928 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 26927->26928 26933 gini = 0.0 samples = 36 value = [0, 36] 26927->26933 26929 gini = 0.0 samples = 4 value = [0, 4] 26928->26929 26930 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 26928->26930 26931 gini = 0.444 samples = 3 value = [1, 2] 26930->26931 26932 gini = 0.0 samples = 2 value = [0, 2] 26930->26932 26939 x7_GA <= 0.5 gini = 0.087 samples = 66 value = [3, 63] 26938->26939 26956 gini = 0.375 samples = 4 value = [1, 3] 26938->26956 26940 x7_MA <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 26939->26940 26955 gini = 0.0 samples = 1 value = [1, 0] 26939->26955 26941 x7_MD <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 26940->26941 26954 gini = 0.0 samples = 5 value = [0, 5] 26940->26954 26942 x13_4 <= 0.5 gini = 0.067 samples = 58 value = [2, 56] 26941->26942 26953 gini = 0.0 samples = 2 value = [0, 2] 26941->26953 26943 x1_NJ <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 26942->26943 26948 x14_10 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 26942->26948 26944 x7_IL <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 26943->26944 26947 gini = 0.0 samples = 10 value = [0, 10] 26943->26947 26945 gini = 0.0 samples = 31 value = [0, 31] 26944->26945 26946 gini = 0.0 samples = 1 value = [1, 0] 26944->26946 26949 x1_CA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 26948->26949 26952 gini = 0.0 samples = 1 value = [0, 1] 26948->26952 26950 gini = 0.0 samples = 14 value = [0, 14] 26949->26950 26951 gini = 0.0 samples = 1 value = [1, 0] 26949->26951 26959 x13_2 <= 0.5 gini = 0.004 samples = 467 value = [1, 466] 26958->26959 27000 gini = 0.0 samples = 42 value = [0, 42] 26958->27000 26960 x7_IA <= 0.5 gini = 0.006 samples = 320 value = [1, 319] 26959->26960 26999 gini = 0.0 samples = 147 value = [0, 147] 26959->26999 26961 x14_9 <= 0.5 gini = 0.006 samples = 319 value = [1, 318] 26960->26961 26998 gini = 0.0 samples = 1 value = [0, 1] 26960->26998 26962 x7_WV <= 0.5 gini = 0.006 samples = 316 value = [1, 315] 26961->26962 26997 gini = 0.0 samples = 3 value = [0, 3] 26961->26997 26963 x7_GA <= 0.5 gini = 0.006 samples = 315 value = [1, 314] 26962->26963 26996 gini = 0.0 samples = 1 value = [0, 1] 26962->26996 26964 x7_WA <= 0.5 gini = 0.007 samples = 297 value = [1, 296] 26963->26964 26995 gini = 0.0 samples = 18 value = [0, 18] 26963->26995 26965 x7_TX <= 0.5 gini = 0.007 samples = 286 value = [1, 285] 26964->26965 26994 gini = 0.0 samples = 11 value = [0, 11] 26964->26994 26966 x7_WI <= 0.5 gini = 0.008 samples = 252 value = [1, 251] 26965->26966 26993 gini = 0.0 samples = 34 value = [0, 34] 26965->26993 26967 x7_CT <= 0.5 gini = 0.008 samples = 251 value = [1, 250] 26966->26967 26992 gini = 0.0 samples = 1 value = [0, 1] 26966->26992 26968 x7_FL <= 0.5 gini = 0.008 samples = 250 value = [1, 249] 26967->26968 26991 gini = 0.0 samples = 1 value = [0, 1] 26967->26991 26969 x7_DC <= 0.5 gini = 0.009 samples = 211 value = [1, 210] 26968->26969 26990 gini = 0.0 samples = 39 value = [0, 39] 26968->26990 26970 x7_VA <= 0.5 gini = 0.01 samples = 198 value = [1, 197] 26969->26970 26989 gini = 0.0 samples = 13 value = [0, 13] 26969->26989 26971 x7_NM <= 0.5 gini = 0.01 samples = 196 value = [1, 195] 26970->26971 26988 gini = 0.0 samples = 2 value = [0, 2] 26970->26988 26972 x7_KY <= 0.5 gini = 0.01 samples = 194 value = [1, 193] 26971->26972 26987 gini = 0.0 samples = 2 value = [0, 2] 26971->26987 26973 x7_PR <= 0.5 gini = 0.01 samples = 193 value = [1, 192] 26972->26973 26986 gini = 0.0 samples = 1 value = [0, 1] 26972->26986 26974 x7_PA <= 0.5 gini = 0.011 samples = 183 value = [1, 182] 26973->26974 26985 gini = 0.0 samples = 10 value = [0, 10] 26973->26985 26975 x14_10 <= 0.5 gini = 0.011 samples = 176 value = [1, 175] 26974->26975 26984 gini = 0.0 samples = 7 value = [0, 7] 26974->26984 26976 x7_AL <= 0.5 gini = 0.013 samples = 156 value = [1, 155] 26975->26976 26983 gini = 0.0 samples = 20 value = [0, 20] 26975->26983 26977 log_spend <= 8.476 gini = 0.013 samples = 154 value = [1, 153] 26976->26977 26982 gini = 0.0 samples = 2 value = [0, 2] 26976->26982 26978 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 26977->26978 26981 gini = 0.0 samples = 146 value = [0, 146] 26977->26981 26979 gini = 0.0 samples = 7 value = [0, 7] 26978->26979 26980 gini = 0.0 samples = 1 value = [1, 0] 26978->26980 27002 x7_MI <= 0.5 gini = 0.018 samples = 1623 value = [15, 1608] 27001->27002 27059 x7_ME <= 0.5 gini = 0.031 samples = 128 value = [2, 126] 27001->27059 27003 x4_Cash or cash equivalent <= 0.5 gini = 0.019 samples = 1587 value = [15, 1572] 27002->27003 27058 gini = 0.0 samples = 36 value = [0, 36] 27002->27058 27004 gini = 0.0 samples = 12 value = [12, 0] 27003->27004 27005 x7_AZ <= 0.5 gini = 0.004 samples = 1575 value = [3, 1572] 27003->27005 27006 x7_KY <= 0.5 gini = 0.004 samples = 1528 value = [3, 1525] 27005->27006 27057 gini = 0.0 samples = 47 value = [0, 47] 27005->27057 27007 x13_2 <= 0.5 gini = 0.004 samples = 1517 value = [3, 1514] 27006->27007 27056 gini = 0.0 samples = 11 value = [0, 11] 27006->27056 27008 x7_CA <= 0.5 gini = 0.005 samples = 1307 value = [3, 1304] 27007->27008 27055 gini = 0.0 samples = 210 value = [0, 210] 27007->27055 27009 x7_AR <= 0.5 gini = 0.004 samples = 1126 value = [2, 1124] 27008->27009 27042 x15_immunology <= 0.5 gini = 0.011 samples = 181 value = [1, 180] 27008->27042 27010 log_spend <= 6.23 gini = 0.004 samples = 1125 value = [2, 1123] 27009->27010 27041 gini = 0.0 samples = 1 value = [0, 1] 27009->27041 27011 x7_FL <= 0.5 gini = 0.022 samples = 177 value = [2, 175] 27010->27011 27040 gini = 0.0 samples = 948 value = [0, 948] 27010->27040 27012 x13_0 <= 0.5 gini = 0.025 samples = 157 value = [2, 155] 27011->27012 27039 gini = 0.0 samples = 20 value = [0, 20] 27011->27039 27013 x14_8 <= 0.5 gini = 0.033 samples = 121 value = [2, 119] 27012->27013 27038 gini = 0.0 samples = 36 value = [0, 36] 27012->27038 27014 x7_PA <= 0.5 gini = 0.036 samples = 108 value = [2, 106] 27013->27014 27037 gini = 0.0 samples = 13 value = [0, 13] 27013->27037 27015 x7_NA <= 0.5 gini = 0.037 samples = 105 value = [2, 103] 27014->27015 27036 gini = 0.0 samples = 3 value = [0, 3] 27014->27036 27016 x14_3 <= 0.5 gini = 0.038 samples = 104 value = [2, 102] 27015->27016 27035 gini = 0.0 samples = 1 value = [0, 1] 27015->27035 27017 x15_Other <= 0.5 gini = 0.04 samples = 98 value = [2, 96] 27016->27017 27034 gini = 0.0 samples = 6 value = [0, 6] 27016->27034 27018 x11_0 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 27017->27018 27023 x7_SC <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 27017->27023 27019 gini = 0.0 samples = 29 value = [0, 29] 27018->27019 27020 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27018->27020 27021 gini = 0.375 samples = 4 value = [1, 3] 27020->27021 27022 gini = 0.0 samples = 2 value = [0, 2] 27020->27022 27024 x7_OK <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 27023->27024 27033 gini = 0.0 samples = 2 value = [0, 2] 27023->27033 27025 x13_4 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 27024->27025 27032 gini = 0.0 samples = 2 value = [0, 2] 27024->27032 27026 gini = 0.0 samples = 33 value = [0, 33] 27025->27026 27027 x7_GA <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 27025->27027 27028 log_spend <= 6.204 gini = 0.077 samples = 25 value = [1, 24] 27027->27028 27031 gini = 0.0 samples = 1 value = [0, 1] 27027->27031 27029 gini = 0.0 samples = 21 value = [0, 21] 27028->27029 27030 gini = 0.375 samples = 4 value = [1, 3] 27028->27030 27043 gini = 0.0 samples = 144 value = [0, 144] 27042->27043 27044 x14_1 <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 27042->27044 27045 x11_0 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 27044->27045 27054 gini = 0.0 samples = 5 value = [0, 5] 27044->27054 27046 x14_10 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 27045->27046 27053 gini = 0.0 samples = 3 value = [0, 3] 27045->27053 27047 x14_7 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 27046->27047 27052 gini = 0.0 samples = 2 value = [0, 2] 27046->27052 27048 log_spend <= 4.614 gini = 0.083 samples = 23 value = [1, 22] 27047->27048 27051 gini = 0.0 samples = 4 value = [0, 4] 27047->27051 27049 gini = 0.0 samples = 1 value = [1, 0] 27048->27049 27050 gini = 0.0 samples = 22 value = [0, 22] 27048->27050 27060 x16_other <= 0.5 gini = 0.031 samples = 127 value = [2, 125] 27059->27060 27085 gini = 0.0 samples = 1 value = [0, 1] 27059->27085 27061 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 27060->27061 27078 x13_4 <= 0.5 gini = 0.018 samples = 113 value = [1, 112] 27060->27078 27062 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 27061->27062 27077 gini = 0.0 samples = 1 value = [0, 1] 27061->27077 27063 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 27062->27063 27076 gini = 0.0 samples = 1 value = [0, 1] 27062->27076 27064 x7_OK <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 27063->27064 27075 gini = 0.0 samples = 2 value = [0, 2] 27063->27075 27065 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27064->27065 27074 gini = 0.0 samples = 1 value = [0, 1] 27064->27074 27066 x7_KY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 27065->27066 27073 gini = 0.0 samples = 1 value = [0, 1] 27065->27073 27067 x7_MO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27066->27067 27072 gini = 0.0 samples = 1 value = [0, 1] 27066->27072 27068 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27067->27068 27071 gini = 0.0 samples = 1 value = [0, 1] 27067->27071 27069 gini = 0.375 samples = 4 value = [1, 3] 27068->27069 27070 gini = 0.0 samples = 2 value = [0, 2] 27068->27070 27079 x13_0 <= 0.5 gini = 0.02 samples = 100 value = [1, 99] 27078->27079 27084 gini = 0.0 samples = 13 value = [0, 13] 27078->27084 27080 gini = 0.0 samples = 84 value = [0, 84] 27079->27080 27081 log_spend <= 11.952 gini = 0.117 samples = 16 value = [1, 15] 27079->27081 27082 gini = 0.0 samples = 15 value = [0, 15] 27081->27082 27083 gini = 0.0 samples = 1 value = [1, 0] 27081->27083 27087 x5_Biological <= 0.5 gini = 0.485 samples = 976 value = [404, 572] 27086->27087 27682 x13_2 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27086->27682 27088 x4_In-kind items and services <= 0.5 gini = 0.497 samples = 685 value = [318, 367] 27087->27088 27527 x15_ophthalmology <= 0.5 gini = 0.416 samples = 291 value = [86, 205] 27087->27527 27089 x7_CO <= 0.5 gini = 0.47 samples = 265 value = [100, 165] 27088->27089 27238 x14_1 <= 0.5 gini = 0.499 samples = 420 value = [218, 202] 27088->27238 27090 log_spend <= 8.071 gini = 0.469 samples = 263 value = [99, 164] 27089->27090 27237 gini = 0.5 samples = 2 value = [1, 1] 27089->27237 27091 x7_KS <= 0.5 gini = 0.457 samples = 147 value = [95, 52] 27090->27091 27186 x7_ME <= 0.5 gini = 0.067 samples = 116 value = [4, 112] 27090->27186 27092 x7_AL <= 0.5 gini = 0.45 samples = 143 value = [94, 49] 27091->27092 27185 gini = 0.375 samples = 4 value = [1, 3] 27091->27185 27093 x14_1 <= 0.5 gini = 0.446 samples = 140 value = [93, 47] 27092->27093 27184 gini = 0.444 samples = 3 value = [1, 2] 27092->27184 27094 x14_9 <= 0.5 gini = 0.395 samples = 122 value = [89, 33] 27093->27094 27167 x15_immunology <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 27093->27167 27095 x15_neuroscience <= 0.5 gini = 0.408 samples = 112 value = [80, 32] 27094->27095 27164 x11_20 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 27094->27164 27096 x14_6 <= 0.5 gini = 0.341 samples = 78 value = [61, 17] 27095->27096 27141 x14_6 <= 0.5 gini = 0.493 samples = 34 value = [19, 15] 27095->27141 27097 x7_CA <= 0.5 gini = 0.342 samples = 64 value = [50, 14] 27096->27097 27130 x16_other <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 27096->27130 27098 log_spend <= 8.049 gini = 0.311 samples = 57 value = [46, 11] 27097->27098 27125 x14_4 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 27097->27125 27099 x11_0 <= 0.5 gini = 0.274 samples = 55 value = [46, 9] 27098->27099 27124 gini = 0.0 samples = 2 value = [0, 2] 27098->27124 27100 x15_cardiovascular <= 0.5 gini = 0.156 samples = 47 value = [43, 4] 27099->27100 27119 x16_other <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 27099->27119 27101 gini = 0.0 samples = 2 value = [0, 2] 27100->27101 27102 x7_MO <= 0.5 gini = 0.085 samples = 45 value = [43, 2] 27100->27102 27103 x7_FL <= 0.5 gini = 0.089 samples = 43 value = [41, 2] 27102->27103 27118 gini = 0.0 samples = 2 value = [2, 0] 27102->27118 27104 x14_10 <= 0.5 gini = 0.091 samples = 42 value = [40, 2] 27103->27104 27117 gini = 0.0 samples = 1 value = [1, 0] 27103->27117 27105 x14_5 <= 0.5 gini = 0.1 samples = 38 value = [36, 2] 27104->27105 27116 gini = 0.0 samples = 4 value = [4, 0] 27104->27116 27106 x7_WV <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 27105->27106 27113 log_spend <= 5.87 gini = 0.32 samples = 5 value = [4, 1] 27105->27113 27107 x14_3 <= 0.5 gini = 0.061 samples = 32 value = [31, 1] 27106->27107 27112 gini = 0.0 samples = 1 value = [1, 0] 27106->27112 27108 x13_4 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 27107->27108 27111 gini = 0.0 samples = 5 value = [5, 0] 27107->27111 27109 gini = 0.0 samples = 23 value = [23, 0] 27108->27109 27110 gini = 0.375 samples = 4 value = [3, 1] 27108->27110 27114 gini = 0.0 samples = 1 value = [0, 1] 27113->27114 27115 gini = 0.0 samples = 4 value = [4, 0] 27113->27115 27120 gini = 0.0 samples = 3 value = [0, 3] 27119->27120 27121 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27119->27121 27122 gini = 0.375 samples = 4 value = [3, 1] 27121->27122 27123 gini = 0.0 samples = 1 value = [0, 1] 27121->27123 27126 x9_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27125->27126 27129 gini = 0.5 samples = 2 value = [1, 1] 27125->27129 27127 gini = 0.375 samples = 4 value = [3, 1] 27126->27127 27128 gini = 0.0 samples = 1 value = [0, 1] 27126->27128 27131 x13_1 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 27130->27131 27140 gini = 0.5 samples = 2 value = [1, 1] 27130->27140 27132 x7_TX <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 27131->27132 27139 gini = 0.0 samples = 3 value = [3, 0] 27131->27139 27133 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 27132->27133 27138 gini = 0.0 samples = 2 value = [2, 0] 27132->27138 27134 x7_MI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27133->27134 27137 gini = 0.0 samples = 2 value = [2, 0] 27133->27137 27135 gini = 0.5 samples = 4 value = [2, 2] 27134->27135 27136 gini = 0.0 samples = 1 value = [1, 0] 27134->27136 27142 x14_2 <= 0.5 gini = 0.491 samples = 30 value = [17, 13] 27141->27142 27163 gini = 0.5 samples = 4 value = [2, 2] 27141->27163 27143 x7_AZ <= 0.5 gini = 0.499 samples = 25 value = [13, 12] 27142->27143 27160 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 27142->27160 27144 x14_8 <= 0.5 gini = 0.497 samples = 24 value = [13, 11] 27143->27144 27159 gini = 0.0 samples = 1 value = [0, 1] 27143->27159 27145 x13_0 <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 27144->27145 27158 gini = 0.0 samples = 5 value = [5, 0] 27144->27158 27146 x7_IN <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 27145->27146 27155 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27145->27155 27147 x7_MI <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 27146->27147 27154 gini = 0.0 samples = 1 value = [1, 0] 27146->27154 27148 x14_3 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 27147->27148 27153 gini = 0.5 samples = 2 value = [1, 1] 27147->27153 27149 x7_ME <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27148->27149 27152 gini = 0.0 samples = 6 value = [0, 6] 27148->27152 27150 gini = 0.375 samples = 4 value = [3, 1] 27149->27150 27151 gini = 0.0 samples = 1 value = [0, 1] 27149->27151 27156 gini = 0.444 samples = 3 value = [1, 2] 27155->27156 27157 gini = 0.0 samples = 2 value = [2, 0] 27155->27157 27161 gini = 0.375 samples = 4 value = [3, 1] 27160->27161 27162 gini = 0.0 samples = 1 value = [1, 0] 27160->27162 27165 gini = 0.0 samples = 1 value = [0, 1] 27164->27165 27166 gini = 0.0 samples = 9 value = [9, 0] 27164->27166 27168 x7_AR <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 27167->27168 27183 gini = 0.0 samples = 1 value = [0, 1] 27167->27183 27169 x7_IA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 27168->27169 27182 gini = 0.0 samples = 1 value = [0, 1] 27168->27182 27170 x7_WI <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 27169->27170 27181 gini = 0.5 samples = 2 value = [1, 1] 27169->27181 27171 x15_respiratory <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 27170->27171 27180 gini = 0.0 samples = 1 value = [0, 1] 27170->27180 27172 x7_TN <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 27171->27172 27179 gini = 0.0 samples = 2 value = [0, 2] 27171->27179 27173 x15_neuroscience <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 27172->27173 27178 gini = 0.0 samples = 1 value = [0, 1] 27172->27178 27174 gini = 0.444 samples = 3 value = [2, 1] 27173->27174 27175 log_spend <= 7.039 gini = 0.245 samples = 7 value = [1, 6] 27173->27175 27176 gini = 0.0 samples = 1 value = [1, 0] 27175->27176 27177 gini = 0.0 samples = 6 value = [0, 6] 27175->27177 27187 x16_immun <= 0.5 gini = 0.067 samples = 115 value = [4, 111] 27186->27187 27236 gini = 0.0 samples = 1 value = [0, 1] 27186->27236 27188 x16_cardio <= 0.5 gini = 0.068 samples = 113 value = [4, 109] 27187->27188 27235 gini = 0.0 samples = 2 value = [0, 2] 27187->27235 27189 x15_neuroscience <= 0.5 gini = 0.053 samples = 73 value = [2, 71] 27188->27189 27206 x7_TX <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 27188->27206 27190 x14_8 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 27189->27190 27199 x14_3 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 27189->27199 27191 x9_0 <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 27190->27191 27198 gini = 0.0 samples = 7 value = [0, 7] 27190->27198 27192 x11_0 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 27191->27192 27197 gini = 0.0 samples = 2 value = [0, 2] 27191->27197 27193 gini = 0.0 samples = 2 value = [0, 2] 27192->27193 27194 log_spend <= 8.496 gini = 0.049 samples = 40 value = [1, 39] 27192->27194 27195 gini = 0.444 samples = 3 value = [1, 2] 27194->27195 27196 gini = 0.0 samples = 37 value = [0, 37] 27194->27196 27200 gini = 0.0 samples = 16 value = [0, 16] 27199->27200 27201 x7_VA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27199->27201 27202 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27201->27202 27205 gini = 0.0 samples = 1 value = [0, 1] 27201->27205 27203 gini = 0.375 samples = 4 value = [1, 3] 27202->27203 27204 gini = 0.0 samples = 1 value = [0, 1] 27202->27204 27207 x7_MA <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 27206->27207 27234 gini = 0.5 samples = 2 value = [1, 1] 27206->27234 27208 x7_PA <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 27207->27208 27233 gini = 0.0 samples = 2 value = [0, 2] 27207->27233 27209 x13_3 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 27208->27209 27232 gini = 0.0 samples = 2 value = [0, 2] 27208->27232 27210 x7_NY <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 27209->27210 27231 gini = 0.0 samples = 6 value = [0, 6] 27209->27231 27211 x14_1 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 27210->27211 27230 gini = 0.0 samples = 3 value = [0, 3] 27210->27230 27212 x14_4 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 27211->27212 27229 gini = 0.0 samples = 2 value = [0, 2] 27211->27229 27213 x7_MI <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 27212->27213 27228 gini = 0.0 samples = 5 value = [0, 5] 27212->27228 27214 x13_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 27213->27214 27227 gini = 0.0 samples = 1 value = [0, 1] 27213->27227 27215 x13_4 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 27214->27215 27226 gini = 0.0 samples = 3 value = [0, 3] 27214->27226 27216 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 27215->27216 27225 gini = 0.0 samples = 1 value = [0, 1] 27215->27225 27217 x7_IL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 27216->27217 27224 gini = 0.0 samples = 1 value = [0, 1] 27216->27224 27218 x14_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 27217->27218 27223 gini = 0.0 samples = 1 value = [0, 1] 27217->27223 27219 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 27218->27219 27222 gini = 0.0 samples = 3 value = [0, 3] 27218->27222 27220 gini = 0.0 samples = 7 value = [0, 7] 27219->27220 27221 gini = 0.0 samples = 1 value = [1, 0] 27219->27221 27239 x7_LA <= 0.5 gini = 0.459 samples = 311 value = [200, 111] 27238->27239 27474 x7_OH <= 0.5 gini = 0.276 samples = 109 value = [18, 91] 27238->27474 27240 x14_12 <= 0.5 gini = 0.461 samples = 308 value = [197, 111] 27239->27240 27473 gini = 0.0 samples = 3 value = [3, 0] 27239->27473 27241 x14_3 <= 0.5 gini = 0.452 samples = 299 value = [196, 103] 27240->27241 27470 x15_Other <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27240->27470 27242 x7_KY <= 0.5 gini = 0.444 samples = 247 value = [165, 82] 27241->27242 27455 x7_NE <= 0.5 gini = 0.482 samples = 52 value = [31, 21] 27241->27455 27243 x9_78 <= 0.5 gini = 0.448 samples = 242 value = [160, 82] 27242->27243 27454 gini = 0.0 samples = 5 value = [5, 0] 27242->27454 27244 x7_TX <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 27243->27244 27253 x11_0 <= 0.5 gini = 0.441 samples = 232 value = [156, 76] 27243->27253 27245 x11_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 27244->27245 27252 gini = 0.0 samples = 1 value = [0, 1] 27244->27252 27246 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 27245->27246 27251 gini = 0.0 samples = 3 value = [0, 3] 27245->27251 27247 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27246->27247 27250 gini = 0.0 samples = 1 value = [1, 0] 27246->27250 27248 gini = 0.5 samples = 4 value = [2, 2] 27247->27248 27249 gini = 0.0 samples = 1 value = [1, 0] 27247->27249 27254 x7_PA <= 0.5 gini = 0.404 samples = 178 value = [128, 50] 27253->27254 27409 x7_TX <= 0.5 gini = 0.499 samples = 54 value = [28, 26] 27253->27409 27255 x7_MD <= 0.5 gini = 0.41 samples = 167 value = [119, 48] 27254->27255 27404 x13_4 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 27254->27404 27256 x13_3 <= 0.5 gini = 0.397 samples = 161 value = [117, 44] 27255->27256 27401 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 27255->27401 27257 x14_9 <= 0.5 gini = 0.421 samples = 113 value = [79, 34] 27256->27257 27364 x7_IL <= 0.5 gini = 0.33 samples = 48 value = [38, 10] 27256->27364 27258 x14_2 <= 0.5 gini = 0.429 samples = 106 value = [73, 33] 27257->27258 27357 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 27257->27357 27259 x7_TX <= 0.5 gini = 0.388 samples = 91 value = [67, 24] 27258->27259 27340 x7_CT <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 27258->27340 27260 x13_1 <= 0.5 gini = 0.398 samples = 84 value = [61, 23] 27259->27260 27335 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 27259->27335 27261 x14_6 <= 0.5 gini = 0.383 samples = 62 value = [46, 16] 27260->27261 27312 x7_CT <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 27260->27312 27262 x7_WI <= 0.5 gini = 0.401 samples = 54 value = [39, 15] 27261->27262 27307 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 27261->27307 27263 x7_IA <= 0.5 gini = 0.406 samples = 53 value = [38, 15] 27262->27263 27306 gini = 0.0 samples = 1 value = [1, 0] 27262->27306 27264 x7_ID <= 0.5 gini = 0.411 samples = 52 value = [37, 15] 27263->27264 27305 gini = 0.0 samples = 1 value = [1, 0] 27263->27305 27265 x7_NJ <= 0.5 gini = 0.398 samples = 51 value = [37, 14] 27264->27265 27304 gini = 0.0 samples = 1 value = [0, 1] 27264->27304 27266 x7_NV <= 0.5 gini = 0.423 samples = 46 value = [32, 14] 27265->27266 27303 gini = 0.0 samples = 5 value = [5, 0] 27265->27303 27267 x7_AR <= 0.5 gini = 0.416 samples = 44 value = [31, 13] 27266->27267 27302 gini = 0.5 samples = 2 value = [1, 1] 27266->27302 27268 x7_GA <= 0.5 gini = 0.427 samples = 42 value = [29, 13] 27267->27268 27301 gini = 0.0 samples = 2 value = [2, 0] 27267->27301 27269 x7_WV <= 0.5 gini = 0.414 samples = 41 value = [29, 12] 27268->27269 27300 gini = 0.0 samples = 1 value = [0, 1] 27268->27300 27270 x13_4 <= 0.5 gini = 0.399 samples = 40 value = [29, 11] 27269->27270 27299 gini = 0.0 samples = 1 value = [0, 1] 27269->27299 27271 x7_IN <= 0.5 gini = 0.431 samples = 35 value = [24, 11] 27270->27271 27298 gini = 0.0 samples = 5 value = [5, 0] 27270->27298 27272 x7_NC <= 0.5 gini = 0.438 samples = 34 value = [23, 11] 27271->27272 27297 gini = 0.0 samples = 1 value = [1, 0] 27271->27297 27273 x7_AL <= 0.5 gini = 0.43 samples = 32 value = [22, 10] 27272->27273 27296 gini = 0.5 samples = 2 value = [1, 1] 27272->27296 27274 x7_AZ <= 0.5 gini = 0.437 samples = 31 value = [21, 10] 27273->27274 27295 gini = 0.0 samples = 1 value = [1, 0] 27273->27295 27275 x14_4 <= 0.5 gini = 0.42 samples = 30 value = [21, 9] 27274->27275 27294 gini = 0.0 samples = 1 value = [0, 1] 27274->27294 27276 x13_2 <= 0.5 gini = 0.435 samples = 25 value = [17, 8] 27275->27276 27291 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 27275->27291 27277 x7_FL <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 27276->27277 27286 x7_OH <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 27276->27286 27278 x14_10 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 27277->27278 27285 gini = 0.444 samples = 3 value = [1, 2] 27277->27285 27279 x7_NE <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 27278->27279 27284 gini = 0.0 samples = 1 value = [0, 1] 27278->27284 27280 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 27279->27280 27283 gini = 0.0 samples = 1 value = [0, 1] 27279->27283 27281 gini = 0.0 samples = 1 value = [0, 1] 27280->27281 27282 gini = 0.5 samples = 4 value = [2, 2] 27280->27282 27287 log_spend <= 6.041 gini = 0.165 samples = 11 value = [10, 1] 27286->27287 27290 gini = 0.0 samples = 4 value = [4, 0] 27286->27290 27288 gini = 0.0 samples = 10 value = [10, 0] 27287->27288 27289 gini = 0.0 samples = 1 value = [0, 1] 27287->27289 27292 gini = 0.444 samples = 3 value = [2, 1] 27291->27292 27293 gini = 0.0 samples = 2 value = [2, 0] 27291->27293 27308 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 27307->27308 27311 gini = 0.0 samples = 2 value = [2, 0] 27307->27311 27309 gini = 0.0 samples = 4 value = [4, 0] 27308->27309 27310 gini = 0.5 samples = 2 value = [1, 1] 27308->27310 27313 x7_PR <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 27312->27313 27334 gini = 0.0 samples = 1 value = [1, 0] 27312->27334 27314 x7_MO <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 27313->27314 27333 gini = 0.0 samples = 1 value = [1, 0] 27313->27333 27315 x14_10 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 27314->27315 27332 gini = 0.0 samples = 1 value = [1, 0] 27314->27332 27316 x14_4 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 27315->27316 27331 gini = 0.0 samples = 2 value = [2, 0] 27315->27331 27317 x7_IN <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 27316->27317 27330 gini = 0.444 samples = 3 value = [2, 1] 27316->27330 27318 x14_5 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 27317->27318 27329 gini = 0.0 samples = 1 value = [1, 0] 27317->27329 27319 x14_7 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 27318->27319 27328 gini = 0.444 samples = 3 value = [2, 1] 27318->27328 27320 x7_TN <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 27319->27320 27327 gini = 0.0 samples = 1 value = [1, 0] 27319->27327 27321 x7_NE <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 27320->27321 27326 gini = 0.0 samples = 1 value = [1, 0] 27320->27326 27322 log_spend <= 6.006 gini = 0.444 samples = 6 value = [2, 4] 27321->27322 27325 gini = 0.5 samples = 2 value = [1, 1] 27321->27325 27323 gini = 0.0 samples = 2 value = [2, 0] 27322->27323 27324 gini = 0.0 samples = 4 value = [0, 4] 27322->27324 27336 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 27335->27336 27339 gini = 0.0 samples = 1 value = [1, 0] 27335->27339 27337 gini = 0.0 samples = 4 value = [4, 0] 27336->27337 27338 gini = 0.5 samples = 2 value = [1, 1] 27336->27338 27341 x7_IL <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 27340->27341 27356 gini = 0.0 samples = 1 value = [0, 1] 27340->27356 27342 x7_OR <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 27341->27342 27355 gini = 0.0 samples = 1 value = [1, 0] 27341->27355 27343 x7_GA <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 27342->27343 27354 gini = 0.0 samples = 1 value = [0, 1] 27342->27354 27344 x7_MO <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 27343->27344 27353 gini = 0.0 samples = 1 value = [0, 1] 27343->27353 27345 x7_IN <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 27344->27345 27352 gini = 0.0 samples = 1 value = [1, 0] 27344->27352 27346 x13_0 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 27345->27346 27351 gini = 0.0 samples = 1 value = [1, 0] 27345->27351 27347 log_spend <= 8.512 gini = 0.48 samples = 5 value = [3, 2] 27346->27347 27350 gini = 0.0 samples = 4 value = [0, 4] 27346->27350 27348 gini = 0.0 samples = 3 value = [3, 0] 27347->27348 27349 gini = 0.0 samples = 2 value = [0, 2] 27347->27349 27358 gini = 0.0 samples = 1 value = [1, 0] 27357->27358 27359 x7_WI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 27357->27359 27360 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 27359->27360 27363 gini = 0.0 samples = 1 value = [1, 0] 27359->27363 27361 gini = 0.375 samples = 4 value = [3, 1] 27360->27361 27362 gini = 0.0 samples = 1 value = [1, 0] 27360->27362 27365 x14_6 <= 0.5 gini = 0.34 samples = 46 value = [36, 10] 27364->27365 27400 gini = 0.0 samples = 2 value = [2, 0] 27364->27400 27366 x7_NY <= 0.5 gini = 0.257 samples = 33 value = [28, 5] 27365->27366 27393 x7_FL <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 27365->27393 27367 x14_2 <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 27366->27367 27392 gini = 0.5 samples = 4 value = [2, 2] 27366->27392 27368 x7_KS <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 27367->27368 27391 gini = 0.0 samples = 5 value = [5, 0] 27367->27391 27369 x14_5 <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 27368->27369 27390 gini = 0.0 samples = 1 value = [1, 0] 27368->27390 27370 x7_WV <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 27369->27370 27389 gini = 0.0 samples = 1 value = [1, 0] 27369->27389 27371 x7_NV <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 27370->27371 27388 gini = 0.0 samples = 1 value = [1, 0] 27370->27388 27372 x7_TX <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 27371->27372 27387 gini = 0.0 samples = 1 value = [0, 1] 27371->27387 27373 x7_NC <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 27372->27373 27386 gini = 0.0 samples = 1 value = [1, 0] 27372->27386 27374 x7_MS <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 27373->27374 27385 gini = 0.0 samples = 1 value = [1, 0] 27373->27385 27375 x7_AZ <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 27374->27375 27384 gini = 0.0 samples = 1 value = [1, 0] 27374->27384 27376 x7_WA <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 27375->27376 27383 gini = 0.0 samples = 2 value = [2, 0] 27375->27383 27377 x14_8 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 27376->27377 27382 gini = 0.0 samples = 1 value = [1, 0] 27376->27382 27378 log_spend <= 9.088 gini = 0.346 samples = 9 value = [7, 2] 27377->27378 27381 gini = 0.0 samples = 5 value = [5, 0] 27377->27381 27379 gini = 0.0 samples = 7 value = [7, 0] 27378->27379 27380 gini = 0.0 samples = 2 value = [0, 2] 27378->27380 27394 x7_GA <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 27393->27394 27399 gini = 0.0 samples = 2 value = [2, 0] 27393->27399 27395 log_spend <= 7.196 gini = 0.5 samples = 10 value = [5, 5] 27394->27395 27398 gini = 0.0 samples = 1 value = [1, 0] 27394->27398 27396 gini = 0.0 samples = 5 value = [5, 0] 27395->27396 27397 gini = 0.0 samples = 5 value = [0, 5] 27395->27397 27402 gini = 0.375 samples = 4 value = [1, 3] 27401->27402 27403 gini = 0.5 samples = 2 value = [1, 1] 27401->27403 27405 x13_0 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 27404->27405 27408 gini = 0.0 samples = 1 value = [0, 1] 27404->27408 27406 gini = 0.0 samples = 9 value = [9, 0] 27405->27406 27407 gini = 0.0 samples = 1 value = [0, 1] 27405->27407 27410 x14_10 <= 0.5 gini = 0.499 samples = 48 value = [25, 23] 27409->27410 27449 x14_10 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 27409->27449 27411 x14_7 <= 0.5 gini = 0.496 samples = 44 value = [24, 20] 27410->27411 27448 gini = 0.375 samples = 4 value = [1, 3] 27410->27448 27412 x14_11 <= 0.5 gini = 0.495 samples = 40 value = [22, 18] 27411->27412 27447 gini = 0.5 samples = 4 value = [2, 2] 27411->27447 27413 x7_MO <= 0.5 gini = 0.5 samples = 35 value = [18, 17] 27412->27413 27444 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 27412->27444 27414 x7_IA <= 0.5 gini = 0.5 samples = 34 value = [17, 17] 27413->27414 27443 gini = 0.0 samples = 1 value = [1, 0] 27413->27443 27415 x7_PA <= 0.5 gini = 0.498 samples = 32 value = [15, 17] 27414->27415 27442 gini = 0.0 samples = 2 value = [2, 0] 27414->27442 27416 x13_3 <= 0.5 gini = 0.491 samples = 30 value = [13, 17] 27415->27416 27441 gini = 0.0 samples = 2 value = [2, 0] 27415->27441 27417 x14_4 <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 27416->27417 27436 x7_NY <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 27416->27436 27418 x7_WI <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 27417->27418 27433 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27417->27433 27419 x15_neuroscience <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 27418->27419 27432 gini = 0.0 samples = 1 value = [0, 1] 27418->27432 27420 x7_MN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 27419->27420 27425 x13_4 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 27419->27425 27421 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 27420->27421 27424 gini = 0.0 samples = 1 value = [0, 1] 27420->27424 27422 gini = 0.444 samples = 3 value = [1, 2] 27421->27422 27423 gini = 0.5 samples = 2 value = [1, 1] 27421->27423 27426 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 27425->27426 27431 gini = 0.0 samples = 3 value = [0, 3] 27425->27431 27427 gini = 0.0 samples = 3 value = [3, 0] 27426->27427 27428 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 27426->27428 27429 gini = 0.5 samples = 4 value = [2, 2] 27428->27429 27430 gini = 0.0 samples = 1 value = [0, 1] 27428->27430 27434 gini = 0.375 samples = 4 value = [1, 3] 27433->27434 27435 gini = 0.0 samples = 1 value = [0, 1] 27433->27435 27437 x15_neuroscience <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 27436->27437 27440 gini = 0.0 samples = 1 value = [1, 0] 27436->27440 27438 gini = 0.5 samples = 2 value = [1, 1] 27437->27438 27439 gini = 0.375 samples = 4 value = [3, 1] 27437->27439 27445 gini = 0.375 samples = 4 value = [3, 1] 27444->27445 27446 gini = 0.0 samples = 1 value = [1, 0] 27444->27446 27450 x15_Other <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27449->27450 27453 gini = 0.0 samples = 1 value = [0, 1] 27449->27453 27451 gini = 0.5 samples = 4 value = [2, 2] 27450->27451 27452 gini = 0.0 samples = 1 value = [1, 0] 27450->27452 27456 x7_NJ <= 0.5 gini = 0.477 samples = 51 value = [31, 20] 27455->27456 27469 gini = 0.0 samples = 1 value = [0, 1] 27455->27469 27457 x15_neuroscience <= 0.5 gini = 0.48 samples = 50 value = [30, 20] 27456->27457 27468 gini = 0.0 samples = 1 value = [1, 0] 27456->27468 27458 x16_cardio <= 0.5 gini = 0.483 samples = 49 value = [29, 20] 27457->27458 27467 gini = 0.0 samples = 1 value = [1, 0] 27457->27467 27459 x7_NC <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 27458->27459 27464 log_spend <= 8.003 gini = 0.368 samples = 37 value = [28, 9] 27458->27464 27460 x16_immun <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 27459->27460 27463 gini = 0.0 samples = 1 value = [0, 1] 27459->27463 27461 gini = 0.0 samples = 10 value = [0, 10] 27460->27461 27462 gini = 0.0 samples = 1 value = [1, 0] 27460->27462 27465 gini = 0.0 samples = 28 value = [28, 0] 27464->27465 27466 gini = 0.0 samples = 9 value = [0, 9] 27464->27466 27471 gini = 0.375 samples = 4 value = [1, 3] 27470->27471 27472 gini = 0.0 samples = 5 value = [0, 5] 27470->27472 27475 x16_resp <= 0.5 gini = 0.286 samples = 104 value = [18, 86] 27474->27475 27526 gini = 0.0 samples = 5 value = [0, 5] 27474->27526 27476 x7_SC <= 0.5 gini = 0.307 samples = 95 value = [18, 77] 27475->27476 27525 gini = 0.0 samples = 9 value = [0, 9] 27475->27525 27477 x13_2 <= 0.5 gini = 0.31 samples = 94 value = [18, 76] 27476->27477 27524 gini = 0.0 samples = 1 value = [0, 1] 27476->27524 27478 x13_6 <= 0.5 gini = 0.295 samples = 78 value = [14, 64] 27477->27478 27509 x7_FL <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 27477->27509 27479 x7_NV <= 0.5 gini = 0.45 samples = 41 value = [14, 27] 27478->27479 27508 gini = 0.0 samples = 37 value = [0, 37] 27478->27508 27480 x16_cardio <= 0.5 gini = 0.455 samples = 40 value = [14, 26] 27479->27480 27507 gini = 0.0 samples = 1 value = [0, 1] 27479->27507 27481 x7_WI <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 27480->27481 27494 x13_3 <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 27480->27494 27482 x7_NC <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 27481->27482 27493 gini = 0.0 samples = 1 value = [0, 1] 27481->27493 27483 x7_MN <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 27482->27483 27492 gini = 0.0 samples = 1 value = [0, 1] 27482->27492 27484 x11_0 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 27483->27484 27491 gini = 0.0 samples = 1 value = [0, 1] 27483->27491 27485 gini = 0.0 samples = 9 value = [0, 9] 27484->27485 27486 x7_NJ <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 27484->27486 27487 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27486->27487 27490 gini = 0.0 samples = 1 value = [1, 0] 27486->27490 27488 gini = 0.0 samples = 6 value = [0, 6] 27487->27488 27489 gini = 0.0 samples = 1 value = [1, 0] 27487->27489 27495 x7_CA <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 27494->27495 27504 log_spend <= 6.329 gini = 0.469 samples = 8 value = [5, 3] 27494->27504 27496 x13_1 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 27495->27496 27503 gini = 0.5 samples = 2 value = [1, 1] 27495->27503 27497 x7_NC <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27496->27497 27500 x7_LA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27496->27500 27498 gini = 0.5 samples = 4 value = [2, 2] 27497->27498 27499 gini = 0.0 samples = 1 value = [1, 0] 27497->27499 27501 gini = 0.5 samples = 4 value = [2, 2] 27500->27501 27502 gini = 0.0 samples = 1 value = [1, 0] 27500->27502 27505 gini = 0.0 samples = 5 value = [5, 0] 27504->27505 27506 gini = 0.0 samples = 3 value = [0, 3] 27504->27506 27510 x7_CO <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 27509->27510 27523 gini = 0.0 samples = 2 value = [0, 2] 27509->27523 27511 x7_IN <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 27510->27511 27522 gini = 0.0 samples = 1 value = [1, 0] 27510->27522 27512 x15_ophthalmology <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 27511->27512 27521 gini = 0.0 samples = 1 value = [0, 1] 27511->27521 27513 x7_NJ <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 27512->27513 27520 gini = 0.0 samples = 1 value = [0, 1] 27512->27520 27514 x16_cardio <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27513->27514 27519 gini = 0.5 samples = 4 value = [2, 2] 27513->27519 27515 gini = 0.0 samples = 1 value = [0, 1] 27514->27515 27516 log_spend <= 7.787 gini = 0.278 samples = 6 value = [1, 5] 27514->27516 27517 gini = 0.0 samples = 1 value = [1, 0] 27516->27517 27518 gini = 0.0 samples = 5 value = [0, 5] 27516->27518 27528 x7_IL <= 0.5 gini = 0.418 samples = 286 value = [85, 201] 27527->27528 27679 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27527->27679 27529 x15_dermatology <= 0.5 gini = 0.411 samples = 277 value = [80, 197] 27528->27529 27672 x13_2 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 27528->27672 27530 x14_8 <= 0.5 gini = 0.156 samples = 129 value = [11, 118] 27529->27530 27569 x14_10 <= 0.5 gini = 0.498 samples = 148 value = [69, 79] 27529->27569 27531 x7_WI <= 0.5 gini = 0.146 samples = 126 value = [10, 116] 27530->27531 27568 gini = 0.444 samples = 3 value = [1, 2] 27530->27568 27532 x7_NJ <= 0.5 gini = 0.147 samples = 125 value = [10, 115] 27531->27532 27567 gini = 0.0 samples = 1 value = [0, 1] 27531->27567 27533 x7_NE <= 0.5 gini = 0.15 samples = 122 value = [10, 112] 27532->27533 27566 gini = 0.0 samples = 3 value = [0, 3] 27532->27566 27534 x7_OK <= 0.5 gini = 0.155 samples = 118 value = [10, 108] 27533->27534 27565 gini = 0.0 samples = 4 value = [0, 4] 27533->27565 27535 x14_12 <= 0.5 gini = 0.16 samples = 114 value = [10, 104] 27534->27535 27564 gini = 0.0 samples = 4 value = [0, 4] 27534->27564 27536 x7_MO <= 0.5 gini = 0.147 samples = 113 value = [9, 104] 27535->27536 27563 gini = 0.0 samples = 1 value = [1, 0] 27535->27563 27537 x7_PA <= 0.5 gini = 0.15 samples = 110 value = [9, 101] 27536->27537 27562 gini = 0.0 samples = 3 value = [0, 3] 27536->27562 27538 x13_6 <= 0.5 gini = 0.161 samples = 102 value = [9, 93] 27537->27538 27561 gini = 0.0 samples = 8 value = [0, 8] 27537->27561 27539 x13_2 <= 0.5 gini = 0.375 samples = 36 value = [9, 27] 27538->27539 27560 gini = 0.0 samples = 66 value = [0, 66] 27538->27560 27540 x13_0 <= 0.5 gini = 0.435 samples = 25 value = [8, 17] 27539->27540 27555 x16_resp <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 27539->27555 27541 x4_In-kind items and services <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 27540->27541 27550 x14_4 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 27540->27550 27542 gini = 0.0 samples = 5 value = [0, 5] 27541->27542 27543 x14_5 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 27541->27543 27544 x15_respiratory <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 27543->27544 27549 gini = 0.0 samples = 2 value = [0, 2] 27543->27549 27545 gini = 0.375 samples = 4 value = [3, 1] 27544->27545 27546 log_spend <= 5.828 gini = 0.5 samples = 6 value = [3, 3] 27544->27546 27547 gini = 0.0 samples = 3 value = [3, 0] 27546->27547 27548 gini = 0.0 samples = 3 value = [0, 3] 27546->27548 27551 x16_immun <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27550->27551 27554 gini = 0.444 samples = 3 value = [1, 2] 27550->27554 27552 gini = 0.0 samples = 1 value = [1, 0] 27551->27552 27553 gini = 0.0 samples = 4 value = [0, 4] 27551->27553 27556 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27555->27556 27559 gini = 0.0 samples = 2 value = [0, 2] 27555->27559 27557 gini = 0.0 samples = 8 value = [0, 8] 27556->27557 27558 gini = 0.0 samples = 1 value = [1, 0] 27556->27558 27570 x7_NJ <= 0.5 gini = 0.492 samples = 135 value = [59, 76] 27569->27570 27665 x7_NV <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 27569->27665 27571 x14_8 <= 0.5 gini = 0.494 samples = 126 value = [56, 70] 27570->27571 27656 x14_3 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 27570->27656 27572 x14_4 <= 0.5 gini = 0.488 samples = 118 value = [50, 68] 27571->27572 27651 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 27571->27651 27573 x7_VA <= 0.5 gini = 0.489 samples = 106 value = [45, 61] 27572->27573 27642 x7_WA <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 27572->27642 27574 x7_NH <= 0.5 gini = 0.488 samples = 102 value = [43, 59] 27573->27574 27641 gini = 0.5 samples = 4 value = [2, 2] 27573->27641 27575 x7_MO <= 0.5 gini = 0.486 samples = 101 value = [42, 59] 27574->27575 27640 gini = 0.0 samples = 1 value = [1, 0] 27574->27640 27576 x13_2 <= 0.5 gini = 0.484 samples = 100 value = [41, 59] 27575->27576 27639 gini = 0.0 samples = 1 value = [1, 0] 27575->27639 27577 x4_Cash or cash equivalent <= 0.5 gini = 0.442 samples = 85 value = [28, 57] 27576->27577 27624 x14_6 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 27576->27624 27578 x7_SC <= 0.5 gini = 0.36 samples = 68 value = [16, 52] 27577->27578 27609 x14_6 <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 27577->27609 27579 x7_OR <= 0.5 gini = 0.351 samples = 66 value = [15, 51] 27578->27579 27608 gini = 0.5 samples = 2 value = [1, 1] 27578->27608 27580 x13_1 <= 0.5 gini = 0.355 samples = 65 value = [15, 50] 27579->27580 27607 gini = 0.0 samples = 1 value = [0, 1] 27579->27607 27581 x14_11 <= 0.5 gini = 0.302 samples = 54 value = [10, 44] 27580->27581 27598 x14_5 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 27580->27598 27582 x7_CT <= 0.5 gini = 0.282 samples = 53 value = [9, 44] 27581->27582 27597 gini = 0.0 samples = 1 value = [1, 0] 27581->27597 27583 x7_WA <= 0.5 gini = 0.265 samples = 51 value = [8, 43] 27582->27583 27596 gini = 0.5 samples = 2 value = [1, 1] 27582->27596 27584 x14_3 <= 0.5 gini = 0.254 samples = 47 value = [7, 40] 27583->27584 27595 gini = 0.375 samples = 4 value = [1, 3] 27583->27595 27585 x13_3 <= 0.5 gini = 0.21 samples = 42 value = [5, 37] 27584->27585 27592 x7_FL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 27584->27592 27586 x7_MN <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 27585->27586 27591 gini = 0.444 samples = 3 value = [2, 1] 27585->27591 27587 log_spend <= 5.171 gini = 0.145 samples = 38 value = [3, 35] 27586->27587 27590 gini = 0.0 samples = 1 value = [0, 1] 27586->27590 27588 gini = 0.0 samples = 3 value = [3, 0] 27587->27588 27589 gini = 0.0 samples = 35 value = [0, 35] 27587->27589 27593 gini = 0.375 samples = 4 value = [1, 3] 27592->27593 27594 gini = 0.0 samples = 1 value = [1, 0] 27592->27594 27599 x7_NY <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 27598->27599 27606 gini = 0.0 samples = 1 value = [1, 0] 27598->27606 27600 x14_11 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 27599->27600 27605 gini = 0.0 samples = 1 value = [0, 1] 27599->27605 27601 log_spend <= 5.164 gini = 0.469 samples = 8 value = [3, 5] 27600->27601 27604 gini = 0.0 samples = 1 value = [1, 0] 27600->27604 27602 gini = 0.0 samples = 3 value = [3, 0] 27601->27602 27603 gini = 0.0 samples = 5 value = [0, 5] 27601->27603 27610 x7_FL <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 27609->27610 27623 gini = 0.0 samples = 1 value = [1, 0] 27609->27623 27611 x14_11 <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 27610->27611 27622 gini = 0.444 samples = 3 value = [2, 1] 27610->27622 27612 x14_2 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 27611->27612 27621 gini = 0.0 samples = 1 value = [1, 0] 27611->27621 27613 x7_NY <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 27612->27613 27620 gini = 0.0 samples = 1 value = [1, 0] 27612->27620 27614 log_spend <= 9.286 gini = 0.48 samples = 10 value = [6, 4] 27613->27614 27619 gini = 0.0 samples = 1 value = [1, 0] 27613->27619 27615 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 27614->27615 27618 gini = 0.0 samples = 3 value = [0, 3] 27614->27618 27616 gini = 0.375 samples = 4 value = [3, 1] 27615->27616 27617 gini = 0.0 samples = 3 value = [3, 0] 27615->27617 27625 x7_NY <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 27624->27625 27638 gini = 0.0 samples = 2 value = [2, 0] 27624->27638 27626 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 27625->27626 27637 gini = 0.0 samples = 1 value = [1, 0] 27625->27637 27627 gini = 0.0 samples = 3 value = [3, 0] 27626->27627 27628 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 27626->27628 27629 x7_SC <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 27628->27629 27636 gini = 0.0 samples = 1 value = [1, 0] 27628->27636 27630 x14_9 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 27629->27630 27635 gini = 0.0 samples = 1 value = [1, 0] 27629->27635 27631 log_spend <= 7.694 gini = 0.278 samples = 6 value = [5, 1] 27630->27631 27634 gini = 0.0 samples = 1 value = [0, 1] 27630->27634 27632 gini = 0.0 samples = 5 value = [5, 0] 27631->27632 27633 gini = 0.0 samples = 1 value = [0, 1] 27631->27633 27643 x7_MI <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 27642->27643 27650 gini = 0.0 samples = 1 value = [1, 0] 27642->27650 27644 x4_In-kind items and services <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 27643->27644 27649 gini = 0.0 samples = 1 value = [1, 0] 27643->27649 27645 gini = 0.0 samples = 5 value = [0, 5] 27644->27645 27646 x7_OH <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27644->27646 27647 gini = 0.5 samples = 4 value = [2, 2] 27646->27647 27648 gini = 0.0 samples = 1 value = [1, 0] 27646->27648 27652 log_spend <= 5.317 gini = 0.48 samples = 5 value = [3, 2] 27651->27652 27655 gini = 0.0 samples = 3 value = [3, 0] 27651->27655 27653 gini = 0.0 samples = 3 value = [3, 0] 27652->27653 27654 gini = 0.0 samples = 2 value = [0, 2] 27652->27654 27657 x14_6 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 27656->27657 27664 gini = 0.0 samples = 1 value = [0, 1] 27656->27664 27658 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 27657->27658 27663 gini = 0.0 samples = 2 value = [0, 2] 27657->27663 27659 log_spend <= 5.242 gini = 0.48 samples = 5 value = [2, 3] 27658->27659 27662 gini = 0.0 samples = 1 value = [1, 0] 27658->27662 27660 gini = 0.0 samples = 2 value = [2, 0] 27659->27660 27661 gini = 0.0 samples = 3 value = [0, 3] 27659->27661 27666 log_spend <= 6.878 gini = 0.375 samples = 12 value = [9, 3] 27665->27666 27671 gini = 0.0 samples = 1 value = [1, 0] 27665->27671 27667 gini = 0.0 samples = 7 value = [7, 0] 27666->27667 27668 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 27666->27668 27669 gini = 0.375 samples = 4 value = [1, 3] 27668->27669 27670 gini = 0.0 samples = 1 value = [1, 0] 27668->27670 27673 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 27672->27673 27678 gini = 0.0 samples = 1 value = [1, 0] 27672->27678 27674 gini = 0.444 samples = 3 value = [1, 2] 27673->27674 27675 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27673->27675 27676 gini = 0.5 samples = 4 value = [2, 2] 27675->27676 27677 gini = 0.0 samples = 1 value = [1, 0] 27675->27677 27680 gini = 0.444 samples = 3 value = [1, 2] 27679->27680 27681 gini = 0.0 samples = 2 value = [0, 2] 27679->27681 27683 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 27682->27683 27686 gini = 0.0 samples = 1 value = [0, 1] 27682->27686 27684 gini = 0.375 samples = 4 value = [1, 3] 27683->27684 27685 gini = 0.0 samples = 4 value = [0, 4] 27683->27685 27688 x9_6 <= 0.5 gini = 0.118 samples = 5538 value = [350, 5188] 27687->27688 28969 x9_597 <= 0.5 gini = 0.136 samples = 4949 value = [363, 4586] 27687->28969 27689 x12_100000000203 <= 0.5 gini = 0.12 samples = 5458 value = [350, 5108] 27688->27689 28968 gini = 0.0 samples = 80 value = [0, 80] 27688->28968 27690 x17_eisai <= 0.5 gini = 0.107 samples = 5131 value = [291, 4840] 27689->27690 28815 x7_VA <= 0.5 gini = 0.296 samples = 327 value = [59, 268] 27689->28815 27691 x13_1 <= 0.5 gini = 0.128 samples = 4112 value = [283, 3829] 27690->27691 28740 x13_6 <= 0.5 gini = 0.016 samples = 1019 value = [8, 1011] 27690->28740 27692 x0_United States <= 0.5 gini = 0.14 samples = 3166 value = [240, 2926] 27691->27692 28545 log_spend <= 4.984 gini = 0.087 samples = 946 value = [43, 903] 27691->28545 27693 x5_Biological <= 0.5 gini = 0.051 samples = 613 value = [16, 597] 27692->27693 27834 x14_2 <= 0.5 gini = 0.16 samples = 2553 value = [224, 2329] 27692->27834 27694 x13_3 <= 0.5 gini = 0.028 samples = 424 value = [6, 418] 27693->27694 27759 x7_WV <= 0.5 gini = 0.1 samples = 189 value = [10, 179] 27693->27759 27695 x7_TX <= 0.5 gini = 0.037 samples = 318 value = [6, 312] 27694->27695 27758 gini = 0.0 samples = 106 value = [0, 106] 27694->27758 27696 x14_5 <= 0.5 gini = 0.04 samples = 296 value = [6, 290] 27695->27696 27757 gini = 0.0 samples = 22 value = [0, 22] 27695->27757 27697 x7_SC <= 0.5 gini = 0.044 samples = 269 value = [6, 263] 27696->27697 27756 gini = 0.0 samples = 27 value = [0, 27] 27696->27756 27698 x11_60 <= 0.5 gini = 0.039 samples = 254 value = [5, 249] 27697->27698 27747 x13_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 27697->27747 27699 x7_NV <= 0.5 gini = 0.078 samples = 74 value = [3, 71] 27698->27699 27716 x13_6 <= 0.5 gini = 0.022 samples = 180 value = [2, 178] 27698->27716 27700 x14_10 <= 0.5 gini = 0.079 samples = 73 value = [3, 70] 27699->27700 27715 gini = 0.0 samples = 1 value = [0, 1] 27699->27715 27701 x13_4 <= 0.5 gini = 0.057 samples = 68 value = [2, 66] 27700->27701 27712 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27700->27712 27702 x14_2 <= 0.5 gini = 0.034 samples = 58 value = [1, 57] 27701->27702 27709 log_spend <= 5.117 gini = 0.18 samples = 10 value = [1, 9] 27701->27709 27703 x7_MA <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 27702->27703 27708 gini = 0.0 samples = 7 value = [0, 7] 27702->27708 27704 gini = 0.0 samples = 46 value = [0, 46] 27703->27704 27705 log_spend <= 6.95 gini = 0.32 samples = 5 value = [1, 4] 27703->27705 27706 gini = 0.0 samples = 1 value = [1, 0] 27705->27706 27707 gini = 0.0 samples = 4 value = [0, 4] 27705->27707 27710 gini = 0.0 samples = 1 value = [1, 0] 27709->27710 27711 gini = 0.0 samples = 9 value = [0, 9] 27709->27711 27713 gini = 0.0 samples = 2 value = [0, 2] 27712->27713 27714 gini = 0.444 samples = 3 value = [1, 2] 27712->27714 27717 x4_Cash or cash equivalent <= 0.5 gini = 0.015 samples = 136 value = [1, 135] 27716->27717 27736 x7_PA <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 27716->27736 27718 x7_PA <= 0.5 gini = 0.017 samples = 116 value = [1, 115] 27717->27718 27735 gini = 0.0 samples = 20 value = [0, 20] 27717->27735 27719 x7_WA <= 0.5 gini = 0.019 samples = 106 value = [1, 105] 27718->27719 27734 gini = 0.0 samples = 10 value = [0, 10] 27718->27734 27720 x7_AZ <= 0.5 gini = 0.019 samples = 103 value = [1, 102] 27719->27720 27733 gini = 0.0 samples = 3 value = [0, 3] 27719->27733 27721 x7_VT <= 0.5 gini = 0.02 samples = 101 value = [1, 100] 27720->27721 27732 gini = 0.0 samples = 2 value = [0, 2] 27720->27732 27722 x7_NC <= 0.5 gini = 0.02 samples = 100 value = [1, 99] 27721->27722 27731 gini = 0.0 samples = 1 value = [0, 1] 27721->27731 27723 x13_0 <= 0.5 gini = 0.02 samples = 98 value = [1, 97] 27722->27723 27730 gini = 0.0 samples = 2 value = [0, 2] 27722->27730 27724 x13_4 <= 0.5 gini = 0.03 samples = 66 value = [1, 65] 27723->27724 27729 gini = 0.0 samples = 32 value = [0, 32] 27723->27729 27725 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27724->27725 27728 gini = 0.0 samples = 60 value = [0, 60] 27724->27728 27726 gini = 0.375 samples = 4 value = [1, 3] 27725->27726 27727 gini = 0.0 samples = 2 value = [0, 2] 27725->27727 27737 x0_Canada <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 27736->27737 27746 gini = 0.0 samples = 1 value = [0, 1] 27736->27746 27738 x0_Germany <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 27737->27738 27745 gini = 0.0 samples = 1 value = [0, 1] 27737->27745 27739 gini = 0.0 samples = 12 value = [0, 12] 27738->27739 27740 x7_MN <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 27738->27740 27741 x7_CA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 27740->27741 27744 gini = 0.0 samples = 1 value = [0, 1] 27740->27744 27742 gini = 0.0 samples = 27 value = [0, 27] 27741->27742 27743 gini = 0.5 samples = 2 value = [1, 1] 27741->27743 27748 x14_2 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 27747->27748 27755 gini = 0.0 samples = 1 value = [0, 1] 27747->27755 27749 x0_Germany <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 27748->27749 27754 gini = 0.0 samples = 1 value = [0, 1] 27748->27754 27750 gini = 0.0 samples = 4 value = [0, 4] 27749->27750 27751 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27749->27751 27752 gini = 0.0 samples = 8 value = [0, 8] 27751->27752 27753 gini = 0.0 samples = 1 value = [1, 0] 27751->27753 27760 x0_Switzerland <= 0.5 gini = 0.103 samples = 184 value = [10, 174] 27759->27760 27833 gini = 0.0 samples = 5 value = [0, 5] 27759->27833 27761 x10_0 <= 0.5 gini = 0.075 samples = 102 value = [4, 98] 27760->27761 27796 x14_2 <= 0.5 gini = 0.136 samples = 82 value = [6, 76] 27760->27796 27762 gini = 0.0 samples = 3 value = [0, 3] 27761->27762 27763 x7_WA <= 0.5 gini = 0.078 samples = 99 value = [4, 95] 27761->27763 27764 x14_10 <= 0.5 gini = 0.078 samples = 98 value = [4, 94] 27763->27764 27795 gini = 0.0 samples = 1 value = [0, 1] 27763->27795 27765 x14_2 <= 0.5 gini = 0.069 samples = 84 value = [3, 81] 27764->27765 27784 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 27764->27784 27766 x13_4 <= 0.5 gini = 0.051 samples = 77 value = [2, 75] 27765->27766 27777 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27765->27777 27767 x7_MA <= 0.5 gini = 0.028 samples = 71 value = [1, 70] 27766->27767 27774 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27766->27774 27768 x7_TX <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 27767->27768 27773 gini = 0.0 samples = 1 value = [0, 1] 27767->27773 27769 log_spend <= 4.874 gini = 0.033 samples = 60 value = [1, 59] 27768->27769 27772 gini = 0.0 samples = 10 value = [0, 10] 27768->27772 27770 gini = 0.444 samples = 3 value = [1, 2] 27769->27770 27771 gini = 0.0 samples = 57 value = [0, 57] 27769->27771 27775 gini = 0.375 samples = 4 value = [1, 3] 27774->27775 27776 gini = 0.0 samples = 2 value = [0, 2] 27774->27776 27778 x7_NC <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27777->27778 27783 gini = 0.0 samples = 1 value = [0, 1] 27777->27783 27779 x7_TN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27778->27779 27782 gini = 0.0 samples = 1 value = [0, 1] 27778->27782 27780 gini = 0.375 samples = 4 value = [1, 3] 27779->27780 27781 gini = 0.0 samples = 1 value = [0, 1] 27779->27781 27785 x7_SC <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 27784->27785 27794 gini = 0.0 samples = 3 value = [0, 3] 27784->27794 27786 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 27785->27786 27793 gini = 0.0 samples = 3 value = [0, 3] 27785->27793 27787 x7_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27786->27787 27792 gini = 0.0 samples = 1 value = [0, 1] 27786->27792 27788 x0_Great Britain (Uk) <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27787->27788 27791 gini = 0.0 samples = 2 value = [0, 2] 27787->27791 27789 gini = 0.0 samples = 1 value = [1, 0] 27788->27789 27790 gini = 0.0 samples = 4 value = [0, 4] 27788->27790 27797 x14_6 <= 0.5 gini = 0.137 samples = 81 value = [6, 75] 27796->27797 27832 gini = 0.0 samples = 1 value = [0, 1] 27796->27832 27798 log_spend <= 7.25 gini = 0.081 samples = 71 value = [3, 68] 27797->27798 27827 x13_3 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 27797->27827 27799 x7_MN <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 27798->27799 27826 gini = 0.0 samples = 37 value = [0, 37] 27798->27826 27800 x14_11 <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 27799->27800 27825 gini = 0.0 samples = 1 value = [0, 1] 27799->27825 27801 x7_NY <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 27800->27801 27824 gini = 0.0 samples = 6 value = [0, 6] 27800->27824 27802 x14_4 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 27801->27802 27823 gini = 0.444 samples = 3 value = [2, 1] 27801->27823 27803 x7_HI <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 27802->27803 27822 gini = 0.0 samples = 2 value = [0, 2] 27802->27822 27804 x14_9 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 27803->27804 27821 gini = 0.0 samples = 1 value = [0, 1] 27803->27821 27805 x13_2 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 27804->27805 27820 gini = 0.0 samples = 4 value = [0, 4] 27804->27820 27806 x7_GA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 27805->27806 27819 gini = 0.0 samples = 4 value = [0, 4] 27805->27819 27807 x7_IL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 27806->27807 27818 gini = 0.0 samples = 1 value = [0, 1] 27806->27818 27808 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 27807->27808 27817 gini = 0.0 samples = 1 value = [0, 1] 27807->27817 27809 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 27808->27809 27816 gini = 0.0 samples = 3 value = [0, 3] 27808->27816 27810 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27809->27810 27815 gini = 0.0 samples = 1 value = [0, 1] 27809->27815 27811 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27810->27811 27814 gini = 0.0 samples = 2 value = [0, 2] 27810->27814 27812 gini = 0.375 samples = 4 value = [1, 3] 27811->27812 27813 gini = 0.0 samples = 1 value = [0, 1] 27811->27813 27828 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 27827->27828 27831 gini = 0.0 samples = 2 value = [0, 2] 27827->27831 27829 gini = 0.0 samples = 5 value = [0, 5] 27828->27829 27830 gini = 0.0 samples = 3 value = [3, 0] 27828->27830 27835 x7_OR <= 0.5 gini = 0.168 samples = 2342 value = [217, 2125] 27834->27835 28500 x7_OH <= 0.5 gini = 0.064 samples = 211 value = [7, 204] 27834->28500 27836 x7_MN <= 0.5 gini = 0.17 samples = 2307 value = [216, 2091] 27835->27836 28493 x4_In-kind items and services <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 27835->28493 27837 x17_janssen <= 0.5 gini = 0.172 samples = 2275 value = [216, 2059] 27836->27837 28492 gini = 0.0 samples = 32 value = [0, 32] 27836->28492 27838 log_spend <= 4.996 gini = 0.171 samples = 2274 value = [215, 2059] 27837->27838 28491 gini = 0.0 samples = 1 value = [1, 0] 27837->28491 27839 x7_FL <= 0.5 gini = 0.485 samples = 270 value = [112, 158] 27838->27839 27940 x7_VT <= 0.5 gini = 0.098 samples = 2004 value = [103, 1901] 27838->27940 27840 x15_Other <= 0.5 gini = 0.481 samples = 259 value = [104, 155] 27839->27840 27929 x14_6 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 27839->27929 27841 x4_Cash or cash equivalent <= 0.5 gini = 0.5 samples = 197 value = [96, 101] 27840->27841 27916 x1_DE <= 0.5 gini = 0.225 samples = 62 value = [8, 54] 27840->27916 27842 x7_NC <= 0.5 gini = 0.468 samples = 131 value = [82, 49] 27841->27842 27887 x7_AR <= 0.5 gini = 0.334 samples = 66 value = [14, 52] 27841->27887 27843 x12_100000000286 <= 0.5 gini = 0.473 samples = 128 value = [79, 49] 27842->27843 27886 gini = 0.0 samples = 3 value = [3, 0] 27842->27886 27844 x11_1 <= 0.5 gini = 0.245 samples = 91 value = [78, 13] 27843->27844 27881 x7_UT <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 27843->27881 27845 x7_NY <= 0.5 gini = 0.314 samples = 41 value = [33, 8] 27844->27845 27860 x5_Biological <= 0.5 gini = 0.18 samples = 50 value = [45, 5] 27844->27860 27846 x7_KS <= 0.5 gini = 0.339 samples = 37 value = [29, 8] 27845->27846 27859 gini = 0.0 samples = 4 value = [4, 0] 27845->27859 27847 x12_100000000234 <= 0.5 gini = 0.346 samples = 36 value = [28, 8] 27846->27847 27858 gini = 0.0 samples = 1 value = [1, 0] 27846->27858 27848 x11_2 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 27847->27848 27853 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 27847->27853 27849 gini = 0.0 samples = 21 value = [21, 0] 27848->27849 27850 x7_WI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 27848->27850 27851 gini = 0.0 samples = 5 value = [5, 0] 27850->27851 27852 gini = 0.0 samples = 1 value = [0, 1] 27850->27852 27854 log_spend <= 4.075 gini = 0.245 samples = 7 value = [1, 6] 27853->27854 27857 gini = 0.5 samples = 2 value = [1, 1] 27853->27857 27855 gini = 0.0 samples = 4 value = [0, 4] 27854->27855 27856 gini = 0.444 samples = 3 value = [1, 2] 27854->27856 27861 x14_6 <= 0.5 gini = 0.285 samples = 29 value = [24, 5] 27860->27861 27880 gini = 0.0 samples = 21 value = [21, 0] 27860->27880 27862 x13_4 <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 27861->27862 27877 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 27861->27877 27863 x13_3 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 27862->27863 27876 gini = 0.375 samples = 4 value = [3, 1] 27862->27876 27864 x14_11 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 27863->27864 27875 gini = 0.0 samples = 4 value = [4, 0] 27863->27875 27865 x7_IL <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 27864->27865 27874 gini = 0.0 samples = 2 value = [2, 0] 27864->27874 27866 x9_24 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 27865->27866 27873 gini = 0.0 samples = 2 value = [2, 0] 27865->27873 27867 x14_7 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 27866->27867 27872 gini = 0.0 samples = 1 value = [1, 0] 27866->27872 27868 x12_100000000228 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 27867->27868 27871 gini = 0.444 samples = 3 value = [2, 1] 27867->27871 27869 gini = 0.0 samples = 6 value = [6, 0] 27868->27869 27870 gini = 0.5 samples = 2 value = [1, 1] 27868->27870 27878 gini = 0.375 samples = 4 value = [3, 1] 27877->27878 27879 gini = 0.0 samples = 1 value = [0, 1] 27877->27879 27882 log_spend <= 4.791 gini = 0.054 samples = 36 value = [1, 35] 27881->27882 27885 gini = 0.0 samples = 1 value = [0, 1] 27881->27885 27883 gini = 0.0 samples = 34 value = [0, 34] 27882->27883 27884 gini = 0.5 samples = 2 value = [1, 1] 27882->27884 27888 x14_11 <= 0.5 gini = 0.305 samples = 64 value = [12, 52] 27887->27888 27915 gini = 0.0 samples = 2 value = [2, 0] 27887->27915 27889 x7_KS <= 0.5 gini = 0.338 samples = 51 value = [11, 40] 27888->27889 27906 x9_0 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 27888->27906 27890 x7_WI <= 0.5 gini = 0.343 samples = 50 value = [11, 39] 27889->27890 27905 gini = 0.0 samples = 1 value = [0, 1] 27889->27905 27891 x1_NJ <= 0.5 gini = 0.325 samples = 49 value = [10, 39] 27890->27891 27904 gini = 0.0 samples = 1 value = [1, 0] 27890->27904 27892 x1_MA <= 0.5 gini = 0.206 samples = 43 value = [5, 38] 27891->27892 27901 x11_2 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 27891->27901 27893 x17_other <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 27892->27893 27900 gini = 0.0 samples = 10 value = [0, 10] 27892->27900 27894 gini = 0.0 samples = 8 value = [0, 8] 27893->27894 27895 x14_6 <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 27893->27895 27896 x12_0 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 27895->27896 27899 gini = 0.5 samples = 4 value = [2, 2] 27895->27899 27897 gini = 0.0 samples = 18 value = [0, 18] 27896->27897 27898 gini = 0.0 samples = 3 value = [3, 0] 27896->27898 27902 gini = 0.444 samples = 3 value = [2, 1] 27901->27902 27903 gini = 0.0 samples = 3 value = [3, 0] 27901->27903 27907 gini = 0.0 samples = 4 value = [0, 4] 27906->27907 27908 x15_oncology <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27906->27908 27909 gini = 0.0 samples = 3 value = [0, 3] 27908->27909 27910 x17_other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 27908->27910 27911 x17_sanofi <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 27910->27911 27914 gini = 0.0 samples = 1 value = [0, 1] 27910->27914 27912 gini = 0.0 samples = 4 value = [0, 4] 27911->27912 27913 gini = 0.0 samples = 1 value = [1, 0] 27911->27913 27917 x13_6 <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 27916->27917 27928 gini = 0.0 samples = 6 value = [6, 0] 27916->27928 27918 x12_0 <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 27917->27918 27927 gini = 0.0 samples = 5 value = [0, 5] 27917->27927 27919 gini = 0.0 samples = 22 value = [0, 22] 27918->27919 27920 x13_3 <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 27918->27920 27921 log_spend <= 4.285 gini = 0.1 samples = 19 value = [1, 18] 27920->27921 27924 log_spend <= 4.425 gini = 0.18 samples = 10 value = [1, 9] 27920->27924 27922 gini = 0.0 samples = 18 value = [0, 18] 27921->27922 27923 gini = 0.0 samples = 1 value = [1, 0] 27921->27923 27925 gini = 0.0 samples = 9 value = [0, 9] 27924->27925 27926 gini = 0.0 samples = 1 value = [1, 0] 27924->27926 27930 x12_100000000228 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 27929->27930 27939 gini = 0.0 samples = 2 value = [2, 0] 27929->27939 27931 x11_60 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 27930->27931 27938 gini = 0.0 samples = 1 value = [1, 0] 27930->27938 27932 x11_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 27931->27932 27937 gini = 0.0 samples = 1 value = [1, 0] 27931->27937 27933 x12_0 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 27932->27933 27936 gini = 0.0 samples = 1 value = [0, 1] 27932->27936 27934 gini = 0.0 samples = 2 value = [0, 2] 27933->27934 27935 gini = 0.0 samples = 4 value = [4, 0] 27933->27935 27941 x13_4 <= 0.5 gini = 0.098 samples = 2003 value = [103, 1900] 27940->27941 28490 gini = 0.0 samples = 1 value = [0, 1] 27940->28490 27942 x11_3 <= 0.5 gini = 0.1 samples = 1561 value = [82, 1479] 27941->27942 28373 x15_biooncology <= 0.5 gini = 0.091 samples = 442 value = [21, 421] 27941->28373 27943 x1_DE <= 0.5 gini = 0.094 samples = 1550 value = [77, 1473] 27942->27943 28362 x14_7 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 27942->28362 27944 x11_30 <= 0.5 gini = 0.081 samples = 1538 value = [65, 1473] 27943->27944 28361 gini = 0.0 samples = 12 value = [12, 0] 27943->28361 27945 x1_IN <= 0.5 gini = 0.082 samples = 1519 value = [65, 1454] 27944->27945 28360 gini = 0.0 samples = 19 value = [0, 19] 27944->28360 27946 x7_OH <= 0.5 gini = 0.078 samples = 1493 value = [61, 1432] 27945->27946 28339 x14_5 <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 27945->28339 27947 x1_NY <= 0.5 gini = 0.081 samples = 1438 value = [61, 1377] 27946->27947 28338 gini = 0.0 samples = 55 value = [0, 55] 27946->28338 27948 x13_6 <= 0.5 gini = 0.103 samples = 1042 value = [57, 985] 27947->27948 28295 x7_NY <= 0.5 gini = 0.02 samples = 396 value = [4, 392] 27947->28295 27949 x7_AL <= 0.5 gini = 0.108 samples = 975 value = [56, 919] 27948->27949 28292 x11_15 <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 27948->28292 27950 x7_TN <= 0.5 gini = 0.11 samples = 958 value = [56, 902] 27949->27950 28291 gini = 0.0 samples = 17 value = [0, 17] 27949->28291 27951 x14_6 <= 0.5 gini = 0.116 samples = 904 value = [56, 848] 27950->27951 28290 gini = 0.0 samples = 54 value = [0, 54] 27950->28290 27952 x7_MI <= 0.5 gini = 0.119 samples = 802 value = [51, 751] 27951->27952 28243 x15_biooncology <= 0.5 gini = 0.093 samples = 102 value = [5, 97] 27951->28243 27953 x11_60 <= 0.5 gini = 0.123 samples = 762 value = [50, 712] 27952->27953 28234 x1_MA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 27952->28234 27954 x14_3 <= 0.5 gini = 0.125 samples = 744 value = [50, 694] 27953->27954 28233 gini = 0.0 samples = 18 value = [0, 18] 27953->28233 27955 x7_AR <= 0.5 gini = 0.112 samples = 669 value = [40, 629] 27954->27955 28198 x12_100000000089 <= 0.5 gini = 0.231 samples = 75 value = [10, 65] 27954->28198 27956 x15_oncology <= 0.5 gini = 0.11 samples = 666 value = [39, 627] 27955->27956 28197 gini = 0.444 samples = 3 value = [1, 2] 27955->28197 27957 x7_FL <= 0.5 gini = 0.071 samples = 271 value = [10, 261] 27956->27957 28048 x7_DC <= 0.5 gini = 0.136 samples = 395 value = [29, 366] 27956->28048 27958 x7_PA <= 0.5 gini = 0.066 samples = 262 value = [9, 253] 27957->27958 28043 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27957->28043 27959 x7_GA <= 0.5 gini = 0.069 samples = 253 value = [9, 244] 27958->27959 28042 gini = 0.0 samples = 9 value = [0, 9] 27958->28042 27960 x15_Other <= 0.5 gini = 0.07 samples = 219 value = [8, 211] 27959->27960 28027 x14_12 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 27959->28027 27961 x14_8 <= 0.5 gini = 0.074 samples = 209 value = [8, 201] 27960->27961 28026 gini = 0.0 samples = 10 value = [0, 10] 27960->28026 27962 x14_12 <= 0.5 gini = 0.078 samples = 196 value = [8, 188] 27961->27962 28025 gini = 0.0 samples = 13 value = [0, 13] 27961->28025 27963 x14_11 <= 0.5 gini = 0.084 samples = 181 value = [8, 173] 27962->27963 28024 gini = 0.0 samples = 15 value = [0, 15] 27962->28024 27964 x7_CA <= 0.5 gini = 0.075 samples = 154 value = [6, 148] 27963->27964 28005 x7_IL <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 27963->28005 27965 x14_5 <= 0.5 gini = 0.046 samples = 128 value = [3, 125] 27964->27965 28000 x11_1 <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 27964->28000 27966 x7_IL <= 0.5 gini = 0.037 samples = 106 value = [2, 104] 27965->27966 27981 x7_MS <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 27965->27981 27967 x10_0 <= 0.5 gini = 0.041 samples = 95 value = [2, 93] 27966->27967 27980 gini = 0.0 samples = 11 value = [0, 11] 27966->27980 27968 gini = 0.444 samples = 3 value = [1, 2] 27967->27968 27969 x13_2 <= 0.5 gini = 0.022 samples = 92 value = [1, 91] 27967->27969 27970 x7_NY <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 27969->27970 27979 gini = 0.0 samples = 20 value = [0, 20] 27969->27979 27971 x7_KY <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 27970->27971 27978 gini = 0.0 samples = 15 value = [0, 15] 27970->27978 27972 x5_Biological <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 27971->27972 27977 gini = 0.0 samples = 3 value = [0, 3] 27971->27977 27973 gini = 0.0 samples = 4 value = [0, 4] 27972->27973 27974 x12_0 <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 27972->27974 27975 gini = 0.0 samples = 49 value = [0, 49] 27974->27975 27976 gini = 0.0 samples = 1 value = [1, 0] 27974->27976 27982 x7_NY <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 27981->27982 27999 gini = 0.0 samples = 1 value = [0, 1] 27981->27999 27983 x7_TX <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 27982->27983 27998 gini = 0.0 samples = 3 value = [0, 3] 27982->27998 27984 x7_MT <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 27983->27984 27997 gini = 0.0 samples = 3 value = [0, 3] 27983->27997 27985 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 27984->27985 27996 gini = 0.0 samples = 1 value = [0, 1] 27984->27996 27986 x11_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 27985->27986 27995 gini = 0.0 samples = 4 value = [0, 4] 27985->27995 27987 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 27986->27987 27994 gini = 0.0 samples = 1 value = [0, 1] 27986->27994 27988 x7_CO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 27987->27988 27993 gini = 0.0 samples = 2 value = [0, 2] 27987->27993 27989 log_spend <= 8.59 gini = 0.32 samples = 5 value = [1, 4] 27988->27989 27992 gini = 0.0 samples = 2 value = [0, 2] 27988->27992 27990 gini = 0.5 samples = 2 value = [1, 1] 27989->27990 27991 gini = 0.0 samples = 3 value = [0, 3] 27989->27991 28001 gini = 0.0 samples = 1 value = [0, 1] 28000->28001 28002 x12_0 <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 28000->28002 28003 gini = 0.0 samples = 22 value = [0, 22] 28002->28003 28004 gini = 0.0 samples = 3 value = [3, 0] 28002->28004 28006 x7_WI <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 28005->28006 28023 gini = 0.0 samples = 2 value = [0, 2] 28005->28023 28007 x7_DC <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 28006->28007 28022 gini = 0.0 samples = 1 value = [0, 1] 28006->28022 28008 x7_IN <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 28007->28008 28021 gini = 0.0 samples = 1 value = [1, 0] 28007->28021 28009 x7_CT <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 28008->28009 28020 gini = 0.0 samples = 1 value = [0, 1] 28008->28020 28010 x11_2 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 28009->28010 28019 gini = 0.0 samples = 1 value = [0, 1] 28009->28019 28011 x13_2 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 28010->28011 28018 gini = 0.0 samples = 1 value = [0, 1] 28010->28018 28012 x7_VA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 28011->28012 28017 gini = 0.0 samples = 6 value = [0, 6] 28011->28017 28013 x12_100000000089 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 28012->28013 28016 gini = 0.0 samples = 1 value = [0, 1] 28012->28016 28014 gini = 0.0 samples = 1 value = [1, 0] 28013->28014 28015 gini = 0.0 samples = 12 value = [0, 12] 28013->28015 28028 x14_4 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 28027->28028 28041 gini = 0.0 samples = 3 value = [0, 3] 28027->28041 28029 x14_9 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 28028->28029 28040 gini = 0.0 samples = 2 value = [0, 2] 28028->28040 28030 x14_11 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 28029->28030 28039 gini = 0.0 samples = 7 value = [0, 7] 28029->28039 28031 x13_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28030->28031 28038 gini = 0.0 samples = 5 value = [0, 5] 28030->28038 28032 x14_1 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28031->28032 28037 gini = 0.0 samples = 7 value = [0, 7] 28031->28037 28033 log_spend <= 7.92 gini = 0.198 samples = 9 value = [1, 8] 28032->28033 28036 gini = 0.0 samples = 1 value = [0, 1] 28032->28036 28034 gini = 0.0 samples = 5 value = [0, 5] 28033->28034 28035 gini = 0.375 samples = 4 value = [1, 3] 28033->28035 28044 x5_Drug <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28043->28044 28047 gini = 0.0 samples = 3 value = [0, 3] 28043->28047 28045 gini = 0.0 samples = 5 value = [0, 5] 28044->28045 28046 gini = 0.0 samples = 1 value = [1, 0] 28044->28046 28049 x7_GA <= 0.5 gini = 0.137 samples = 392 value = [29, 363] 28048->28049 28196 gini = 0.0 samples = 3 value = [0, 3] 28048->28196 28050 x7_AK <= 0.5 gini = 0.143 samples = 373 value = [29, 344] 28049->28050 28195 gini = 0.0 samples = 19 value = [0, 19] 28049->28195 28051 x7_WV <= 0.5 gini = 0.144 samples = 371 value = [29, 342] 28050->28051 28194 gini = 0.0 samples = 2 value = [0, 2] 28050->28194 28052 x7_OK <= 0.5 gini = 0.136 samples = 369 value = [27, 342] 28051->28052 28193 gini = 0.0 samples = 2 value = [2, 0] 28051->28193 28053 x4_Cash or cash equivalent <= 0.5 gini = 0.137 samples = 364 value = [27, 337] 28052->28053 28192 gini = 0.0 samples = 5 value = [0, 5] 28052->28192 28054 x7_NJ <= 0.5 gini = 0.095 samples = 160 value = [8, 152] 28053->28054 28107 x7_LA <= 0.5 gini = 0.169 samples = 204 value = [19, 185] 28053->28107 28055 x7_IN <= 0.5 gini = 0.1 samples = 151 value = [8, 143] 28054->28055 28106 gini = 0.0 samples = 9 value = [0, 9] 28054->28106 28056 x6_Great Britain (Uk) <= 0.5 gini = 0.104 samples = 145 value = [8, 137] 28055->28056 28105 gini = 0.0 samples = 6 value = [0, 6] 28055->28105 28057 x7_TX <= 0.5 gini = 0.105 samples = 144 value = [8, 136] 28056->28057 28104 gini = 0.0 samples = 1 value = [0, 1] 28056->28104 28058 x7_SC <= 0.5 gini = 0.105 samples = 126 value = [7, 119] 28057->28058 28097 x1_NJ <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 28057->28097 28059 x13_2 <= 0.5 gini = 0.108 samples = 122 value = [7, 115] 28058->28059 28096 gini = 0.0 samples = 4 value = [0, 4] 28058->28096 28060 x7_WA <= 0.5 gini = 0.098 samples = 77 value = [4, 73] 28059->28060 28071 x9_78 <= 0.5 gini = 0.124 samples = 45 value = [3, 42] 28059->28071 28061 x11_20 <= 0.5 gini = 0.1 samples = 76 value = [4, 72] 28060->28061 28070 gini = 0.0 samples = 1 value = [0, 1] 28060->28070 28062 log_spend <= 9.213 gini = 0.102 samples = 74 value = [4, 70] 28061->28062 28069 gini = 0.0 samples = 2 value = [0, 2] 28061->28069 28063 x7_MA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 28062->28063 28068 gini = 0.0 samples = 65 value = [0, 65] 28062->28068 28064 x13_0 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 28063->28064 28067 gini = 0.0 samples = 1 value = [0, 1] 28063->28067 28065 gini = 0.375 samples = 4 value = [3, 1] 28064->28065 28066 gini = 0.375 samples = 4 value = [1, 3] 28064->28066 28072 x1_MA <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 28071->28072 28095 gini = 0.0 samples = 5 value = [0, 5] 28071->28095 28073 gini = 0.0 samples = 2 value = [0, 2] 28072->28073 28074 x7_PA <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 28072->28074 28075 x7_CT <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 28074->28075 28094 gini = 0.0 samples = 1 value = [0, 1] 28074->28094 28076 x14_8 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 28075->28076 28093 gini = 0.0 samples = 2 value = [0, 2] 28075->28093 28077 x14_11 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 28076->28077 28092 gini = 0.0 samples = 6 value = [0, 6] 28076->28092 28078 x7_UT <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 28077->28078 28091 gini = 0.0 samples = 9 value = [0, 9] 28077->28091 28079 x14_7 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 28078->28079 28090 gini = 0.0 samples = 1 value = [1, 0] 28078->28090 28080 x14_10 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 28079->28080 28089 gini = 0.0 samples = 5 value = [0, 5] 28079->28089 28081 x7_MA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28080->28081 28088 gini = 0.444 samples = 3 value = [1, 2] 28080->28088 28082 x11_90 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28081->28082 28087 gini = 0.0 samples = 4 value = [0, 4] 28081->28087 28083 gini = 0.0 samples = 1 value = [0, 1] 28082->28083 28084 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28082->28084 28085 gini = 0.0 samples = 5 value = [0, 5] 28084->28085 28086 gini = 0.0 samples = 1 value = [1, 0] 28084->28086 28098 x11_90 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28097->28098 28103 gini = 0.0 samples = 3 value = [0, 3] 28097->28103 28099 gini = 0.0 samples = 2 value = [0, 2] 28098->28099 28100 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 28098->28100 28101 gini = 0.0 samples = 9 value = [0, 9] 28100->28101 28102 gini = 0.375 samples = 4 value = [1, 3] 28100->28102 28108 x14_10 <= 0.5 gini = 0.177 samples = 194 value = [19, 175] 28107->28108 28191 gini = 0.0 samples = 10 value = [0, 10] 28107->28191 28109 x7_NJ <= 0.5 gini = 0.118 samples = 174 value = [11, 163] 28108->28109 28174 x7_CA <= 0.5 gini = 0.48 samples = 20 value = [8, 12] 28108->28174 28110 x14_7 <= 0.5 gini = 0.11 samples = 172 value = [10, 162] 28109->28110 28173 gini = 0.5 samples = 2 value = [1, 1] 28109->28173 28111 x7_WI <= 0.5 gini = 0.123 samples = 152 value = [10, 142] 28110->28111 28172 gini = 0.0 samples = 20 value = [0, 20] 28110->28172 28112 x7_KS <= 0.5 gini = 0.124 samples = 150 value = [10, 140] 28111->28112 28171 gini = 0.0 samples = 2 value = [0, 2] 28111->28171 28113 x7_NY <= 0.5 gini = 0.125 samples = 149 value = [10, 139] 28112->28113 28170 gini = 0.0 samples = 1 value = [0, 1] 28112->28170 28114 x7_SC <= 0.5 gini = 0.138 samples = 134 value = [10, 124] 28113->28114 28169 gini = 0.0 samples = 15 value = [0, 15] 28113->28169 28115 x1_MA <= 0.5 gini = 0.115 samples = 131 value = [8, 123] 28114->28115 28168 gini = 0.444 samples = 3 value = [2, 1] 28114->28168 28116 x7_NC <= 0.5 gini = 0.159 samples = 46 value = [4, 42] 28115->28116 28151 x13_2 <= 0.5 gini = 0.09 samples = 85 value = [4, 81] 28115->28151 28117 x13_2 <= 0.5 gini = 0.165 samples = 44 value = [4, 40] 28116->28117 28150 gini = 0.0 samples = 2 value = [0, 2] 28116->28150 28118 x7_KY <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 28117->28118 28137 x7_CA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 28117->28137 28119 x13_0 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 28118->28119 28136 gini = 0.0 samples = 1 value = [0, 1] 28118->28136 28120 gini = 0.0 samples = 13 value = [0, 13] 28119->28120 28121 x9_0 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28119->28121 28122 gini = 0.0 samples = 2 value = [0, 2] 28121->28122 28123 x14_5 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28121->28123 28124 x5_Biological <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28123->28124 28135 gini = 0.0 samples = 4 value = [0, 4] 28123->28135 28125 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28124->28125 28134 gini = 0.0 samples = 1 value = [0, 1] 28124->28134 28126 x7_CT <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28125->28126 28133 gini = 0.0 samples = 1 value = [0, 1] 28125->28133 28127 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28126->28127 28132 gini = 0.0 samples = 2 value = [0, 2] 28126->28132 28128 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28127->28128 28131 gini = 0.0 samples = 1 value = [0, 1] 28127->28131 28129 gini = 0.0 samples = 5 value = [0, 5] 28128->28129 28130 gini = 0.0 samples = 1 value = [1, 0] 28128->28130 28138 log_spend <= 6.2 gini = 0.375 samples = 8 value = [2, 6] 28137->28138 28147 x11_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28137->28147 28139 gini = 0.0 samples = 1 value = [1, 0] 28138->28139 28140 x14_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28138->28140 28141 x7_SD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28140->28141 28146 gini = 0.0 samples = 1 value = [0, 1] 28140->28146 28142 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28141->28142 28145 gini = 0.0 samples = 1 value = [0, 1] 28141->28145 28143 gini = 0.375 samples = 4 value = [1, 3] 28142->28143 28144 gini = 0.0 samples = 1 value = [0, 1] 28142->28144 28148 gini = 0.0 samples = 4 value = [0, 4] 28147->28148 28149 gini = 0.0 samples = 1 value = [1, 0] 28147->28149 28152 x7_NH <= 0.5 gini = 0.059 samples = 66 value = [2, 64] 28151->28152 28157 x11_1 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 28151->28157 28153 x11_2 <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 28152->28153 28156 gini = 0.0 samples = 1 value = [0, 1] 28152->28156 28154 gini = 0.0 samples = 61 value = [0, 61] 28153->28154 28155 gini = 0.5 samples = 4 value = [2, 2] 28153->28155 28158 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28157->28158 28165 x17_other <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28157->28165 28159 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28158->28159 28164 gini = 0.0 samples = 2 value = [0, 2] 28158->28164 28160 log_spend <= 8.381 gini = 0.278 samples = 6 value = [1, 5] 28159->28160 28163 gini = 0.0 samples = 1 value = [0, 1] 28159->28163 28161 gini = 0.444 samples = 3 value = [1, 2] 28160->28161 28162 gini = 0.0 samples = 3 value = [0, 3] 28160->28162 28166 gini = 0.0 samples = 1 value = [1, 0] 28165->28166 28167 gini = 0.0 samples = 9 value = [0, 9] 28165->28167 28175 x7_NY <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 28174->28175 28190 gini = 0.444 samples = 3 value = [1, 2] 28174->28190 28176 x7_MO <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 28175->28176 28189 gini = 0.0 samples = 1 value = [0, 1] 28175->28189 28177 x7_MA <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 28176->28177 28188 gini = 0.0 samples = 1 value = [0, 1] 28176->28188 28178 x12_100000000228 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 28177->28178 28187 gini = 0.0 samples = 2 value = [0, 2] 28177->28187 28179 x11_90 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 28178->28179 28186 gini = 0.0 samples = 1 value = [1, 0] 28178->28186 28180 x1_MA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 28179->28180 28185 gini = 0.375 samples = 4 value = [1, 3] 28179->28185 28181 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 28180->28181 28184 gini = 0.0 samples = 3 value = [3, 0] 28180->28184 28182 gini = 0.5 samples = 2 value = [1, 1] 28181->28182 28183 gini = 0.444 samples = 3 value = [1, 2] 28181->28183 28199 x7_NC <= 0.5 gini = 0.266 samples = 57 value = [9, 48] 28198->28199 28222 x13_0 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 28198->28222 28200 x1_NJ <= 0.5 gini = 0.252 samples = 54 value = [8, 46] 28199->28200 28221 gini = 0.444 samples = 3 value = [1, 2] 28199->28221 28201 x7_VA <= 0.5 gini = 0.308 samples = 42 value = [8, 34] 28200->28201 28220 gini = 0.0 samples = 12 value = [0, 12] 28200->28220 28202 x7_IN <= 0.5 gini = 0.283 samples = 41 value = [7, 34] 28201->28202 28219 gini = 0.0 samples = 1 value = [1, 0] 28201->28219 28203 log_spend <= 8.894 gini = 0.255 samples = 40 value = [6, 34] 28202->28203 28218 gini = 0.0 samples = 1 value = [1, 0] 28202->28218 28204 x7_CA <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 28203->28204 28217 gini = 0.0 samples = 14 value = [0, 14] 28203->28217 28205 x17_other <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 28204->28205 28216 gini = 0.375 samples = 4 value = [1, 3] 28204->28216 28206 gini = 0.0 samples = 1 value = [1, 0] 28205->28206 28207 x5_Drug <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 28205->28207 28208 log_spend <= 6.686 gini = 0.245 samples = 7 value = [1, 6] 28207->28208 28211 x7_FL <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 28207->28211 28209 gini = 0.0 samples = 1 value = [1, 0] 28208->28209 28210 gini = 0.0 samples = 6 value = [0, 6] 28208->28210 28212 x11_90 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 28211->28212 28215 gini = 0.5 samples = 2 value = [1, 1] 28211->28215 28213 gini = 0.5 samples = 4 value = [2, 2] 28212->28213 28214 gini = 0.0 samples = 8 value = [0, 8] 28212->28214 28223 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 28222->28223 28232 gini = 0.0 samples = 6 value = [0, 6] 28222->28232 28224 gini = 0.0 samples = 3 value = [0, 3] 28223->28224 28225 x7_TX <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28223->28225 28226 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28225->28226 28231 gini = 0.0 samples = 2 value = [0, 2] 28225->28231 28227 log_spend <= 6.193 gini = 0.32 samples = 5 value = [1, 4] 28226->28227 28230 gini = 0.0 samples = 2 value = [0, 2] 28226->28230 28228 gini = 0.0 samples = 1 value = [1, 0] 28227->28228 28229 gini = 0.0 samples = 4 value = [0, 4] 28227->28229 28235 x14_12 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 28234->28235 28242 gini = 0.0 samples = 9 value = [0, 9] 28234->28242 28236 x15_oncology <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 28235->28236 28241 gini = 0.0 samples = 4 value = [0, 4] 28235->28241 28237 x14_7 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 28236->28237 28240 gini = 0.0 samples = 13 value = [0, 13] 28236->28240 28238 gini = 0.0 samples = 12 value = [0, 12] 28237->28238 28239 gini = 0.5 samples = 2 value = [1, 1] 28237->28239 28244 x17_sanofi <= 0.5 gini = 0.061 samples = 64 value = [2, 62] 28243->28244 28265 x7_MI <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 28243->28265 28245 x4_In-kind items and services <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 28244->28245 28264 gini = 0.0 samples = 11 value = [0, 11] 28244->28264 28246 x15_Other <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 28245->28246 28263 gini = 0.0 samples = 24 value = [0, 24] 28245->28263 28247 x12_100000000228 <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 28246->28247 28262 gini = 0.0 samples = 2 value = [0, 2] 28246->28262 28248 x1_PR <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 28247->28248 28261 gini = 0.5 samples = 2 value = [1, 1] 28247->28261 28249 x7_MI <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 28248->28249 28260 gini = 0.0 samples = 1 value = [0, 1] 28248->28260 28250 x7_NJ <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 28249->28250 28259 gini = 0.0 samples = 3 value = [0, 3] 28249->28259 28251 x7_TX <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 28250->28251 28258 gini = 0.0 samples = 2 value = [0, 2] 28250->28258 28252 x1_MA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28251->28252 28257 gini = 0.0 samples = 3 value = [0, 3] 28251->28257 28253 gini = 0.0 samples = 1 value = [0, 1] 28252->28253 28254 x13_0 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28252->28254 28255 gini = 0.0 samples = 12 value = [0, 12] 28254->28255 28256 gini = 0.444 samples = 3 value = [1, 2] 28254->28256 28266 x4_Cash or cash equivalent <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 28265->28266 28289 gini = 0.0 samples = 1 value = [0, 1] 28265->28289 28267 gini = 0.0 samples = 1 value = [1, 0] 28266->28267 28268 x7_VA <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 28266->28268 28269 x11_1 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 28268->28269 28288 gini = 0.0 samples = 1 value = [0, 1] 28268->28288 28270 x12_100000000089 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28269->28270 28273 x7_GA <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 28269->28273 28271 gini = 0.0 samples = 1 value = [1, 0] 28270->28271 28272 gini = 0.0 samples = 4 value = [0, 4] 28270->28272 28274 x7_NJ <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 28273->28274 28287 gini = 0.0 samples = 3 value = [0, 3] 28273->28287 28275 x7_NC <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 28274->28275 28286 gini = 0.0 samples = 1 value = [0, 1] 28274->28286 28276 x7_CO <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 28275->28276 28285 gini = 0.0 samples = 1 value = [0, 1] 28275->28285 28277 x13_3 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 28276->28277 28284 gini = 0.0 samples = 3 value = [0, 3] 28276->28284 28278 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28277->28278 28283 gini = 0.0 samples = 11 value = [0, 11] 28277->28283 28279 x13_0 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 28278->28279 28282 gini = 0.0 samples = 3 value = [0, 3] 28278->28282 28280 gini = 0.375 samples = 4 value = [1, 3] 28279->28280 28281 gini = 0.0 samples = 4 value = [0, 4] 28279->28281 28293 gini = 0.0 samples = 65 value = [0, 65] 28292->28293 28294 gini = 0.5 samples = 2 value = [1, 1] 28292->28294 28296 x14_10 <= 0.5 gini = 0.016 samples = 362 value = [3, 359] 28295->28296 28329 x11_20 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 28295->28329 28297 x7_FL <= 0.5 gini = 0.012 samples = 324 value = [2, 322] 28296->28297 28320 x13_3 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 28296->28320 28298 x9_0 <= 0.5 gini = 0.013 samples = 311 value = [2, 309] 28297->28298 28319 gini = 0.0 samples = 13 value = [0, 13] 28297->28319 28299 gini = 0.0 samples = 101 value = [0, 101] 28298->28299 28300 x14_1 <= 0.5 gini = 0.019 samples = 210 value = [2, 208] 28298->28300 28301 x7_KY <= 0.5 gini = 0.021 samples = 188 value = [2, 186] 28300->28301 28318 gini = 0.0 samples = 22 value = [0, 22] 28300->28318 28302 x7_MT <= 0.5 gini = 0.021 samples = 185 value = [2, 183] 28301->28302 28317 gini = 0.0 samples = 3 value = [0, 3] 28301->28317 28303 x4_Cash or cash equivalent <= 0.5 gini = 0.022 samples = 184 value = [2, 182] 28302->28303 28316 gini = 0.0 samples = 1 value = [0, 1] 28302->28316 28304 x7_PA <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 28303->28304 28315 gini = 0.0 samples = 128 value = [0, 128] 28303->28315 28305 x14_3 <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 28304->28305 28314 gini = 0.0 samples = 5 value = [0, 5] 28304->28314 28306 x13_3 <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 28305->28306 28313 gini = 0.0 samples = 2 value = [0, 2] 28305->28313 28307 x7_TX <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 28306->28307 28312 gini = 0.5 samples = 2 value = [1, 1] 28306->28312 28308 x7_WA <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 28307->28308 28311 gini = 0.0 samples = 6 value = [0, 6] 28307->28311 28309 gini = 0.0 samples = 38 value = [0, 38] 28308->28309 28310 gini = 0.444 samples = 3 value = [1, 2] 28308->28310 28321 log_spend <= 8.148 gini = 0.091 samples = 21 value = [1, 20] 28320->28321 28328 gini = 0.0 samples = 17 value = [0, 17] 28320->28328 28322 x15_oncology <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28321->28322 28327 gini = 0.0 samples = 15 value = [0, 15] 28321->28327 28323 gini = 0.0 samples = 1 value = [0, 1] 28322->28323 28324 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28322->28324 28325 gini = 0.0 samples = 4 value = [0, 4] 28324->28325 28326 gini = 0.0 samples = 1 value = [1, 0] 28324->28326 28330 x9_69 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 28329->28330 28337 gini = 0.0 samples = 3 value = [0, 3] 28329->28337 28331 x13_3 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 28330->28331 28336 gini = 0.0 samples = 7 value = [0, 7] 28330->28336 28332 gini = 0.0 samples = 19 value = [0, 19] 28331->28332 28333 log_spend <= 5.756 gini = 0.32 samples = 5 value = [1, 4] 28331->28333 28334 gini = 0.0 samples = 1 value = [1, 0] 28333->28334 28335 gini = 0.0 samples = 4 value = [0, 4] 28333->28335 28340 x13_2 <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 28339->28340 28359 gini = 0.0 samples = 2 value = [0, 2] 28339->28359 28341 x7_CA <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 28340->28341 28354 x14_8 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 28340->28354 28342 x7_GA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 28341->28342 28353 gini = 0.375 samples = 4 value = [1, 3] 28341->28353 28343 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28342->28343 28352 gini = 0.0 samples = 2 value = [0, 2] 28342->28352 28344 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28343->28344 28351 gini = 0.0 samples = 1 value = [0, 1] 28343->28351 28345 x7_KS <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28344->28345 28350 gini = 0.0 samples = 1 value = [0, 1] 28344->28350 28346 log_spend <= 7.212 gini = 0.219 samples = 8 value = [1, 7] 28345->28346 28349 gini = 0.0 samples = 1 value = [0, 1] 28345->28349 28347 gini = 0.375 samples = 4 value = [1, 3] 28346->28347 28348 gini = 0.0 samples = 4 value = [0, 4] 28346->28348 28355 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28354->28355 28358 gini = 0.5 samples = 2 value = [1, 1] 28354->28358 28356 gini = 0.375 samples = 4 value = [1, 3] 28355->28356 28357 gini = 0.0 samples = 1 value = [0, 1] 28355->28357 28363 x14_5 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 28362->28363 28372 gini = 0.0 samples = 1 value = [0, 1] 28362->28372 28364 x14_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 28363->28364 28371 gini = 0.444 samples = 3 value = [1, 2] 28363->28371 28365 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 28364->28365 28370 gini = 0.0 samples = 1 value = [1, 0] 28364->28370 28366 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 28365->28366 28369 gini = 0.0 samples = 1 value = [0, 1] 28365->28369 28367 gini = 0.375 samples = 4 value = [3, 1] 28366->28367 28368 gini = 0.0 samples = 1 value = [0, 1] 28366->28368 28374 x10_140 <= 0.5 gini = 0.113 samples = 216 value = [13, 203] 28373->28374 28451 x7_PA <= 0.5 gini = 0.068 samples = 226 value = [8, 218] 28373->28451 28375 x7_NM <= 0.5 gini = 0.106 samples = 214 value = [12, 202] 28374->28375 28450 gini = 0.5 samples = 2 value = [1, 1] 28374->28450 28376 x14_9 <= 0.5 gini = 0.107 samples = 211 value = [12, 199] 28375->28376 28449 gini = 0.0 samples = 3 value = [0, 3] 28375->28449 28377 x1_CT <= 0.5 gini = 0.113 samples = 183 value = [11, 172] 28376->28377 28440 x11_1 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 28376->28440 28378 x1_NY <= 0.5 gini = 0.117 samples = 176 value = [11, 165] 28377->28378 28439 gini = 0.0 samples = 7 value = [0, 7] 28377->28439 28379 x7_NJ <= 0.5 gini = 0.206 samples = 77 value = [9, 68] 28378->28379 28414 x7_IL <= 0.5 gini = 0.04 samples = 99 value = [2, 97] 28378->28414 28380 x7_AL <= 0.5 gini = 0.191 samples = 75 value = [8, 67] 28379->28380 28413 gini = 0.5 samples = 2 value = [1, 1] 28379->28413 28381 x1_DE <= 0.5 gini = 0.193 samples = 74 value = [8, 66] 28380->28381 28412 gini = 0.0 samples = 1 value = [0, 1] 28380->28412 28382 x11_3 <= 0.5 gini = 0.153 samples = 72 value = [6, 66] 28381->28382 28411 gini = 0.0 samples = 2 value = [2, 0] 28381->28411 28383 x10_0 <= 0.5 gini = 0.134 samples = 69 value = [5, 64] 28382->28383 28410 gini = 0.444 samples = 3 value = [1, 2] 28382->28410 28384 gini = 0.0 samples = 5 value = [0, 5] 28383->28384 28385 x9_0 <= 0.5 gini = 0.144 samples = 64 value = [5, 59] 28383->28385 28386 x14_1 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 28385->28386 28397 x7_TX <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 28385->28397 28387 x14_5 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 28386->28387 28396 gini = 0.0 samples = 3 value = [0, 3] 28386->28396 28388 x11_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28387->28388 28395 gini = 0.444 samples = 3 value = [2, 1] 28387->28395 28389 gini = 0.0 samples = 1 value = [0, 1] 28388->28389 28390 x7_TN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 28388->28390 28391 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28390->28391 28394 gini = 0.0 samples = 1 value = [0, 1] 28390->28394 28392 gini = 0.0 samples = 6 value = [0, 6] 28391->28392 28393 gini = 0.0 samples = 1 value = [1, 0] 28391->28393 28398 x7_WI <= 0.5 gini = 0.083 samples = 46 value = [2, 44] 28397->28398 28409 gini = 0.0 samples = 3 value = [0, 3] 28397->28409 28399 x14_8 <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 28398->28399 28408 gini = 0.0 samples = 1 value = [0, 1] 28398->28408 28400 x7_MI <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 28399->28400 28405 x11_90 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28399->28405 28401 x14_4 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 28400->28401 28404 gini = 0.0 samples = 3 value = [0, 3] 28400->28404 28402 gini = 0.0 samples = 34 value = [0, 34] 28401->28402 28403 gini = 0.5 samples = 2 value = [1, 1] 28401->28403 28406 gini = 0.444 samples = 3 value = [1, 2] 28405->28406 28407 gini = 0.0 samples = 3 value = [0, 3] 28405->28407 28415 x15_Other <= 0.5 gini = 0.05 samples = 78 value = [2, 76] 28414->28415 28438 gini = 0.0 samples = 21 value = [0, 21] 28414->28438 28416 x14_8 <= 0.5 gini = 0.074 samples = 52 value = [2, 50] 28415->28416 28437 gini = 0.0 samples = 26 value = [0, 26] 28415->28437 28417 x14_5 <= 0.5 gini = 0.08 samples = 48 value = [2, 46] 28416->28417 28436 gini = 0.0 samples = 4 value = [0, 4] 28416->28436 28418 x12_0 <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 28417->28418 28435 gini = 0.0 samples = 5 value = [0, 5] 28417->28435 28419 x7_NY <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 28418->28419 28434 gini = 0.0 samples = 1 value = [0, 1] 28418->28434 28420 x7_OH <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 28419->28420 28433 gini = 0.0 samples = 5 value = [0, 5] 28419->28433 28421 x7_TX <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 28420->28421 28432 gini = 0.0 samples = 2 value = [0, 2] 28420->28432 28422 x4_Cash or cash equivalent <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 28421->28422 28431 gini = 0.0 samples = 4 value = [0, 4] 28421->28431 28423 x14_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 28422->28423 28430 gini = 0.0 samples = 21 value = [0, 21] 28422->28430 28424 x9_69 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 28423->28424 28429 gini = 0.0 samples = 2 value = [0, 2] 28423->28429 28425 gini = 0.0 samples = 1 value = [1, 0] 28424->28425 28426 log_spend <= 8.374 gini = 0.245 samples = 7 value = [1, 6] 28424->28426 28427 gini = 0.0 samples = 1 value = [1, 0] 28426->28427 28428 gini = 0.0 samples = 6 value = [0, 6] 28426->28428 28441 gini = 0.0 samples = 9 value = [0, 9] 28440->28441 28442 x1_NY <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 28440->28442 28443 x9_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28442->28443 28448 gini = 0.0 samples = 12 value = [0, 12] 28442->28448 28444 gini = 0.0 samples = 2 value = [0, 2] 28443->28444 28445 x7_CO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28443->28445 28446 gini = 0.375 samples = 4 value = [1, 3] 28445->28446 28447 gini = 0.0 samples = 1 value = [0, 1] 28445->28447 28452 x7_WA <= 0.5 gini = 0.071 samples = 217 value = [8, 209] 28451->28452 28489 gini = 0.0 samples = 9 value = [0, 9] 28451->28489 28453 x7_SC <= 0.5 gini = 0.072 samples = 213 value = [8, 205] 28452->28453 28488 gini = 0.0 samples = 4 value = [0, 4] 28452->28488 28454 x14_3 <= 0.5 gini = 0.073 samples = 210 value = [8, 202] 28453->28454 28487 gini = 0.0 samples = 3 value = [0, 3] 28453->28487 28455 x7_WI <= 0.5 gini = 0.07 samples = 194 value = [7, 187] 28454->28455 28480 x7_MI <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28454->28480 28456 x7_KS <= 0.5 gini = 0.07 samples = 193 value = [7, 186] 28455->28456 28479 gini = 0.0 samples = 1 value = [0, 1] 28455->28479 28457 x14_10 <= 0.5 gini = 0.072 samples = 186 value = [7, 179] 28456->28457 28478 gini = 0.0 samples = 7 value = [0, 7] 28456->28478 28458 log_spend <= 13.546 gini = 0.068 samples = 170 value = [6, 164] 28457->28458 28473 x7_NC <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28457->28473 28459 x4_Cash or cash equivalent <= 0.5 gini = 0.057 samples = 169 value = [5, 164] 28458->28459 28472 gini = 0.0 samples = 1 value = [1, 0] 28458->28472 28460 gini = 0.0 samples = 3 value = [3, 0] 28459->28460 28461 x7_MA <= 0.5 gini = 0.024 samples = 166 value = [2, 164] 28459->28461 28462 x12_0 <= 0.5 gini = 0.025 samples = 157 value = [2, 155] 28461->28462 28471 gini = 0.0 samples = 9 value = [0, 9] 28461->28471 28463 x14_8 <= 0.5 gini = 0.013 samples = 156 value = [1, 155] 28462->28463 28470 gini = 0.0 samples = 1 value = [1, 0] 28462->28470 28464 x14_11 <= 0.5 gini = 0.014 samples = 147 value = [1, 146] 28463->28464 28469 gini = 0.0 samples = 9 value = [0, 9] 28463->28469 28465 gini = 0.0 samples = 137 value = [0, 137] 28464->28465 28466 x11_1 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28464->28466 28467 gini = 0.0 samples = 1 value = [1, 0] 28466->28467 28468 gini = 0.0 samples = 9 value = [0, 9] 28466->28468 28474 x12_100000000089 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28473->28474 28477 gini = 0.0 samples = 1 value = [0, 1] 28473->28477 28475 gini = 0.0 samples = 1 value = [1, 0] 28474->28475 28476 gini = 0.0 samples = 14 value = [0, 14] 28474->28476 28481 x7_IN <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28480->28481 28486 gini = 0.0 samples = 1 value = [0, 1] 28480->28486 28482 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 28481->28482 28485 gini = 0.0 samples = 1 value = [0, 1] 28481->28485 28483 gini = 0.0 samples = 13 value = [0, 13] 28482->28483 28484 gini = 0.0 samples = 1 value = [1, 0] 28482->28484 28494 gini = 0.0 samples = 21 value = [0, 21] 28493->28494 28495 x14_4 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 28493->28495 28496 x1_NJ <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 28495->28496 28499 gini = 0.0 samples = 2 value = [0, 2] 28495->28499 28497 gini = 0.0 samples = 10 value = [0, 10] 28496->28497 28498 gini = 0.5 samples = 2 value = [1, 1] 28496->28498 28501 x11_90 <= 0.5 gini = 0.066 samples = 204 value = [7, 197] 28500->28501 28544 gini = 0.0 samples = 7 value = [0, 7] 28500->28544 28502 x7_UT <= 0.5 gini = 0.073 samples = 184 value = [7, 177] 28501->28502 28543 gini = 0.0 samples = 20 value = [0, 20] 28501->28543 28503 x1_CT <= 0.5 gini = 0.074 samples = 183 value = [7, 176] 28502->28503 28542 gini = 0.0 samples = 1 value = [0, 1] 28502->28542 28504 x7_MN <= 0.5 gini = 0.078 samples = 172 value = [7, 165] 28503->28504 28541 gini = 0.0 samples = 11 value = [0, 11] 28503->28541 28505 x10_140 <= 0.5 gini = 0.079 samples = 170 value = [7, 163] 28504->28505 28540 gini = 0.0 samples = 2 value = [0, 2] 28504->28540 28506 x11_3 <= 0.5 gini = 0.07 samples = 166 value = [6, 160] 28505->28506 28539 gini = 0.375 samples = 4 value = [1, 3] 28505->28539 28507 x15_Other <= 0.5 gini = 0.07 samples = 164 value = [6, 158] 28506->28507 28538 gini = 0.0 samples = 2 value = [0, 2] 28506->28538 28508 x7_NJ <= 0.5 gini = 0.091 samples = 125 value = [6, 119] 28507->28508 28537 gini = 0.0 samples = 39 value = [0, 39] 28507->28537 28509 x1_MA <= 0.5 gini = 0.079 samples = 121 value = [5, 116] 28508->28509 28536 gini = 0.375 samples = 4 value = [1, 3] 28508->28536 28510 x7_FL <= 0.5 gini = 0.068 samples = 114 value = [4, 110] 28509->28510 28531 x7_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28509->28531 28511 x7_MA <= 0.5 gini = 0.053 samples = 110 value = [3, 107] 28510->28511 28530 gini = 0.375 samples = 4 value = [1, 3] 28510->28530 28512 x17_other <= 0.5 gini = 0.056 samples = 105 value = [3, 102] 28511->28512 28529 gini = 0.0 samples = 5 value = [0, 5] 28511->28529 28513 gini = 0.0 samples = 28 value = [0, 28] 28512->28513 28514 x15_oncology <= 0.5 gini = 0.075 samples = 77 value = [3, 74] 28512->28514 28515 x4_Cash or cash equivalent <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 28514->28515 28518 x11_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 28514->28518 28516 gini = 0.0 samples = 2 value = [2, 0] 28515->28516 28517 gini = 0.0 samples = 54 value = [0, 54] 28515->28517 28519 gini = 0.0 samples = 4 value = [0, 4] 28518->28519 28520 x7_MI <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28518->28520 28521 x13_4 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28520->28521 28528 gini = 0.0 samples = 2 value = [0, 2] 28520->28528 28522 x7_NY <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28521->28522 28527 gini = 0.0 samples = 5 value = [0, 5] 28521->28527 28523 x7_NC <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28522->28523 28526 gini = 0.0 samples = 1 value = [0, 1] 28522->28526 28524 gini = 0.0 samples = 8 value = [0, 8] 28523->28524 28525 gini = 0.0 samples = 1 value = [1, 0] 28523->28525 28532 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28531->28532 28535 gini = 0.0 samples = 1 value = [0, 1] 28531->28535 28533 gini = 0.0 samples = 4 value = [0, 4] 28532->28533 28534 gini = 0.5 samples = 2 value = [1, 1] 28532->28534 28546 x15_Other <= 0.5 gini = 0.256 samples = 199 value = [30, 169] 28545->28546 28591 x7_TN <= 0.5 gini = 0.034 samples = 747 value = [13, 734] 28545->28591 28547 x10_140 <= 0.5 gini = 0.231 samples = 188 value = [25, 163] 28546->28547 28582 x7_UT <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 28546->28582 28548 x11_1 <= 0.5 gini = 0.224 samples = 187 value = [24, 163] 28547->28548 28581 gini = 0.0 samples = 1 value = [1, 0] 28547->28581 28549 x14_5 <= 0.5 gini = 0.109 samples = 121 value = [7, 114] 28548->28549 28564 x15_oncology <= 0.5 gini = 0.382 samples = 66 value = [17, 49] 28548->28564 28550 x5_Biological <= 0.5 gini = 0.096 samples = 119 value = [6, 113] 28549->28550 28563 gini = 0.5 samples = 2 value = [1, 1] 28549->28563 28551 x9_69 <= 0.5 gini = 0.081 samples = 118 value = [5, 113] 28550->28551 28562 gini = 0.0 samples = 1 value = [1, 0] 28550->28562 28552 x9_597 <= 0.5 gini = 0.082 samples = 117 value = [5, 112] 28551->28552 28561 gini = 0.0 samples = 1 value = [0, 1] 28551->28561 28553 x7_MI <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 28552->28553 28560 gini = 0.0 samples = 110 value = [0, 110] 28552->28560 28554 x7_VA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 28553->28554 28559 gini = 0.0 samples = 1 value = [1, 0] 28553->28559 28555 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 28554->28555 28558 gini = 0.0 samples = 1 value = [1, 0] 28554->28558 28556 gini = 0.0 samples = 2 value = [0, 2] 28555->28556 28557 gini = 0.0 samples = 3 value = [3, 0] 28555->28557 28565 x0_Great Britain (Uk) <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 28564->28565 28574 x17_pfizer <= 0.5 gini = 0.295 samples = 50 value = [9, 41] 28564->28574 28566 x14_5 <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 28565->28566 28573 gini = 0.0 samples = 1 value = [0, 1] 28565->28573 28567 x5_Drug <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 28566->28567 28572 gini = 0.0 samples = 1 value = [1, 0] 28566->28572 28568 x4_Cash or cash equivalent <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 28567->28568 28571 gini = 0.0 samples = 5 value = [0, 5] 28567->28571 28569 gini = 0.0 samples = 7 value = [7, 0] 28568->28569 28570 gini = 0.0 samples = 2 value = [0, 2] 28568->28570 28575 x14_6 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 28574->28575 28580 gini = 0.0 samples = 40 value = [0, 40] 28574->28580 28576 x9_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 28575->28576 28579 gini = 0.0 samples = 5 value = [5, 0] 28575->28579 28577 gini = 0.0 samples = 2 value = [2, 0] 28576->28577 28578 gini = 0.444 samples = 3 value = [2, 1] 28576->28578 28583 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 28582->28583 28590 gini = 0.0 samples = 1 value = [1, 0] 28582->28590 28584 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 28583->28584 28589 gini = 0.0 samples = 1 value = [1, 0] 28583->28589 28585 x1_NJ <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 28584->28585 28588 gini = 0.0 samples = 1 value = [1, 0] 28584->28588 28586 gini = 0.5 samples = 4 value = [2, 2] 28585->28586 28587 gini = 0.0 samples = 4 value = [0, 4] 28585->28587 28592 x7_MI <= 0.5 gini = 0.036 samples = 706 value = [13, 693] 28591->28592 28739 gini = 0.0 samples = 41 value = [0, 41] 28591->28739 28593 x14_6 <= 0.5 gini = 0.032 samples = 680 value = [11, 669] 28592->28593 28726 x14_7 <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 28592->28726 28594 x9_597 <= 0.5 gini = 0.034 samples = 631 value = [11, 620] 28593->28594 28725 gini = 0.0 samples = 49 value = [0, 49] 28593->28725 28595 x12_100000000286 <= 0.5 gini = 0.037 samples = 586 value = [11, 575] 28594->28595 28724 gini = 0.0 samples = 45 value = [0, 45] 28594->28724 28596 x7_NC <= 0.5 gini = 0.04 samples = 440 value = [9, 431] 28595->28596 28673 x4_Cash or cash equivalent <= 0.5 gini = 0.027 samples = 146 value = [2, 144] 28595->28673 28597 log_spend <= 8.305 gini = 0.038 samples = 418 value = [8, 410] 28596->28597 28664 x11_90 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 28596->28664 28598 x7_CT <= 0.5 gini = 0.088 samples = 173 value = [8, 165] 28597->28598 28663 gini = 0.0 samples = 245 value = [0, 245] 28597->28663 28599 x15_oncology <= 0.5 gini = 0.091 samples = 167 value = [8, 159] 28598->28599 28662 gini = 0.0 samples = 6 value = [0, 6] 28598->28662 28600 x7_MD <= 0.5 gini = 0.04 samples = 98 value = [2, 96] 28599->28600 28633 x7_KY <= 0.5 gini = 0.159 samples = 69 value = [6, 63] 28599->28633 28601 x7_GA <= 0.5 gini = 0.04 samples = 97 value = [2, 95] 28600->28601 28632 gini = 0.0 samples = 1 value = [0, 1] 28600->28632 28602 x7_NE <= 0.5 gini = 0.047 samples = 83 value = [2, 81] 28601->28602 28631 gini = 0.0 samples = 14 value = [0, 14] 28601->28631 28603 x7_NJ <= 0.5 gini = 0.048 samples = 81 value = [2, 79] 28602->28603 28630 gini = 0.0 samples = 2 value = [0, 2] 28602->28630 28604 x7_KY <= 0.5 gini = 0.05 samples = 78 value = [2, 76] 28603->28604 28629 gini = 0.0 samples = 3 value = [0, 3] 28603->28629 28605 x14_8 <= 0.5 gini = 0.051 samples = 76 value = [2, 74] 28604->28605 28628 gini = 0.0 samples = 2 value = [0, 2] 28604->28628 28606 x14_1 <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 28605->28606 28619 x0_United States <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28605->28619 28607 x0_Switzerland <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 28606->28607 28618 gini = 0.0 samples = 4 value = [0, 4] 28606->28618 28608 x7_PA <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 28607->28608 28617 gini = 0.0 samples = 15 value = [0, 15] 28607->28617 28609 log_spend <= 6.561 gini = 0.044 samples = 44 value = [1, 43] 28608->28609 28616 gini = 0.0 samples = 2 value = [0, 2] 28608->28616 28610 x7_KS <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28609->28610 28615 gini = 0.0 samples = 27 value = [0, 27] 28609->28615 28611 x5_Biological <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28610->28611 28614 gini = 0.0 samples = 1 value = [0, 1] 28610->28614 28612 gini = 0.0 samples = 1 value = [1, 0] 28611->28612 28613 gini = 0.0 samples = 15 value = [0, 15] 28611->28613 28620 gini = 0.0 samples = 4 value = [0, 4] 28619->28620 28621 x10_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28619->28621 28622 gini = 0.0 samples = 1 value = [0, 1] 28621->28622 28623 x7_AL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28621->28623 28624 log_spend <= 5.843 gini = 0.32 samples = 5 value = [1, 4] 28623->28624 28627 gini = 0.0 samples = 1 value = [0, 1] 28623->28627 28625 gini = 0.0 samples = 1 value = [1, 0] 28624->28625 28626 gini = 0.0 samples = 4 value = [0, 4] 28624->28626 28634 x1_NJ <= 0.5 gini = 0.163 samples = 67 value = [6, 61] 28633->28634 28661 gini = 0.0 samples = 2 value = [0, 2] 28633->28661 28635 x7_OK <= 0.5 gini = 0.087 samples = 44 value = [2, 42] 28634->28635 28650 x7_MN <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 28634->28650 28636 x14_4 <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 28635->28636 28649 gini = 0.0 samples = 1 value = [0, 1] 28635->28649 28637 x14_1 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 28636->28637 28648 gini = 0.375 samples = 4 value = [1, 3] 28636->28648 28638 x7_IL <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 28637->28638 28647 gini = 0.0 samples = 8 value = [0, 8] 28637->28647 28639 x14_5 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 28638->28639 28646 gini = 0.0 samples = 6 value = [0, 6] 28638->28646 28640 x7_NJ <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 28639->28640 28645 gini = 0.0 samples = 3 value = [0, 3] 28639->28645 28641 x7_IN <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 28640->28641 28644 gini = 0.0 samples = 2 value = [0, 2] 28640->28644 28642 gini = 0.0 samples = 18 value = [0, 18] 28641->28642 28643 gini = 0.5 samples = 2 value = [1, 1] 28641->28643 28651 x14_12 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 28650->28651 28660 gini = 0.5 samples = 2 value = [1, 1] 28650->28660 28652 log_spend <= 8.104 gini = 0.255 samples = 20 value = [3, 17] 28651->28652 28659 gini = 0.0 samples = 1 value = [0, 1] 28651->28659 28653 x12_100000000228 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28652->28653 28658 gini = 0.444 samples = 3 value = [2, 1] 28652->28658 28654 log_spend <= 7.29 gini = 0.278 samples = 6 value = [1, 5] 28653->28654 28657 gini = 0.0 samples = 11 value = [0, 11] 28653->28657 28655 gini = 0.444 samples = 3 value = [1, 2] 28654->28655 28656 gini = 0.0 samples = 3 value = [0, 3] 28654->28656 28665 x14_8 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28664->28665 28672 gini = 0.0 samples = 6 value = [0, 6] 28664->28672 28666 x0_Switzerland <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28665->28666 28671 gini = 0.0 samples = 1 value = [0, 1] 28665->28671 28667 x1_MA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28666->28667 28670 gini = 0.0 samples = 5 value = [0, 5] 28666->28670 28668 gini = 0.0 samples = 9 value = [0, 9] 28667->28668 28669 gini = 0.0 samples = 1 value = [1, 0] 28667->28669 28674 x14_3 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 28673->28674 28701 log_spend <= 7.676 gini = 0.021 samples = 95 value = [1, 94] 28673->28701 28675 x11_20 <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 28674->28675 28700 gini = 0.0 samples = 2 value = [0, 2] 28674->28700 28676 x7_FL <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 28675->28676 28699 gini = 0.0 samples = 5 value = [0, 5] 28675->28699 28677 x7_MA <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 28676->28677 28698 gini = 0.0 samples = 3 value = [0, 3] 28676->28698 28678 x14_2 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 28677->28678 28697 gini = 0.0 samples = 3 value = [0, 3] 28677->28697 28679 x14_1 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 28678->28679 28696 gini = 0.0 samples = 2 value = [0, 2] 28678->28696 28680 x14_7 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 28679->28680 28695 gini = 0.0 samples = 2 value = [0, 2] 28679->28695 28681 x14_11 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 28680->28681 28694 gini = 0.0 samples = 5 value = [0, 5] 28680->28694 28682 x7_MO <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 28681->28682 28693 gini = 0.0 samples = 6 value = [0, 6] 28681->28693 28683 x14_12 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 28682->28683 28692 gini = 0.0 samples = 2 value = [0, 2] 28682->28692 28684 x7_IL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 28683->28684 28691 gini = 0.0 samples = 3 value = [0, 3] 28683->28691 28685 x14_8 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28684->28685 28690 gini = 0.0 samples = 1 value = [0, 1] 28684->28690 28686 x9_0 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28685->28686 28689 gini = 0.0 samples = 1 value = [0, 1] 28685->28689 28687 gini = 0.444 samples = 3 value = [1, 2] 28686->28687 28688 gini = 0.0 samples = 13 value = [0, 13] 28686->28688 28702 x7_NC <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 28701->28702 28723 gini = 0.0 samples = 54 value = [0, 54] 28701->28723 28703 x14_2 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 28702->28703 28722 gini = 0.0 samples = 2 value = [0, 2] 28702->28722 28704 x15_oncology <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 28703->28704 28721 gini = 0.0 samples = 3 value = [0, 3] 28703->28721 28705 gini = 0.0 samples = 9 value = [0, 9] 28704->28705 28706 x7_GA <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 28704->28706 28707 x7_NY <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 28706->28707 28720 gini = 0.0 samples = 1 value = [0, 1] 28706->28720 28708 x14_12 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 28707->28708 28719 gini = 0.0 samples = 1 value = [0, 1] 28707->28719 28709 x7_PA <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 28708->28709 28718 gini = 0.0 samples = 1 value = [0, 1] 28708->28718 28710 x14_9 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 28709->28710 28717 gini = 0.0 samples = 1 value = [0, 1] 28709->28717 28711 x11_20 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 28710->28711 28716 gini = 0.0 samples = 5 value = [0, 5] 28710->28716 28712 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 28711->28712 28715 gini = 0.0 samples = 6 value = [0, 6] 28711->28715 28713 gini = 0.0 samples = 10 value = [0, 10] 28712->28713 28714 gini = 0.5 samples = 2 value = [1, 1] 28712->28714 28727 x9_0 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 28726->28727 28738 gini = 0.0 samples = 1 value = [1, 0] 28726->28738 28728 gini = 0.0 samples = 1 value = [0, 1] 28727->28728 28729 x12_100000000089 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 28727->28729 28730 x14_2 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 28729->28730 28737 gini = 0.0 samples = 5 value = [0, 5] 28729->28737 28731 x1_NY <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28730->28731 28736 gini = 0.0 samples = 2 value = [0, 2] 28730->28736 28732 x0_United States <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28731->28732 28735 gini = 0.0 samples = 11 value = [0, 11] 28731->28735 28733 gini = 0.0 samples = 2 value = [0, 2] 28732->28733 28734 gini = 0.375 samples = 4 value = [1, 3] 28732->28734 28741 x7_TX <= 0.5 gini = 0.017 samples = 951 value = [8, 943] 28740->28741 28814 gini = 0.0 samples = 68 value = [0, 68] 28740->28814 28742 log_spend <= 3.596 gini = 0.018 samples = 880 value = [8, 872] 28741->28742 28813 gini = 0.0 samples = 71 value = [0, 71] 28741->28813 28743 gini = 0.0 samples = 1 value = [1, 0] 28742->28743 28744 x7_IL <= 0.5 gini = 0.016 samples = 879 value = [7, 872] 28742->28744 28745 x7_WI <= 0.5 gini = 0.016 samples = 873 value = [7, 866] 28744->28745 28812 gini = 0.0 samples = 6 value = [0, 6] 28744->28812 28746 x1_NA <= 0.5 gini = 0.016 samples = 864 value = [7, 857] 28745->28746 28811 gini = 0.0 samples = 9 value = [0, 9] 28745->28811 28747 x7_PA <= 0.5 gini = 0.017 samples = 837 value = [7, 830] 28746->28747 28810 gini = 0.0 samples = 27 value = [0, 27] 28746->28810 28748 log_spend <= 5.034 gini = 0.015 samples = 798 value = [6, 792] 28747->28748 28807 x11_1 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 28747->28807 28749 x11_30 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 28748->28749 28764 x14_1 <= 0.5 gini = 0.008 samples = 771 value = [3, 768] 28748->28764 28750 gini = 0.0 samples = 1 value = [1, 0] 28749->28750 28751 x13_1 <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 28749->28751 28752 x7_GA <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 28751->28752 28763 gini = 0.0 samples = 6 value = [0, 6] 28751->28763 28753 x14_6 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 28752->28753 28762 gini = 0.375 samples = 4 value = [1, 3] 28752->28762 28754 x14_9 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28753->28754 28761 gini = 0.0 samples = 1 value = [0, 1] 28753->28761 28755 x7_NV <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 28754->28755 28760 gini = 0.0 samples = 2 value = [0, 2] 28754->28760 28756 x7_AZ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 28755->28756 28759 gini = 0.0 samples = 7 value = [0, 7] 28755->28759 28757 gini = 0.375 samples = 4 value = [1, 3] 28756->28757 28758 gini = 0.0 samples = 2 value = [0, 2] 28756->28758 28765 x7_UT <= 0.5 gini = 0.009 samples = 669 value = [3, 666] 28764->28765 28806 gini = 0.0 samples = 102 value = [0, 102] 28764->28806 28766 x14_7 <= 0.5 gini = 0.009 samples = 668 value = [3, 665] 28765->28766 28805 gini = 0.0 samples = 1 value = [0, 1] 28765->28805 28767 x7_OR <= 0.5 gini = 0.006 samples = 624 value = [2, 622] 28766->28767 28802 log_spend <= 8.626 gini = 0.044 samples = 44 value = [1, 43] 28766->28802 28768 x10_710 <= 0.5 gini = 0.007 samples = 581 value = [2, 579] 28767->28768 28801 gini = 0.0 samples = 43 value = [0, 43] 28767->28801 28769 gini = 0.0 samples = 168 value = [0, 168] 28768->28769 28770 x7_CA <= 0.5 gini = 0.01 samples = 413 value = [2, 411] 28768->28770 28771 x13_1 <= 0.5 gini = 0.011 samples = 373 value = [2, 371] 28770->28771 28800 gini = 0.0 samples = 40 value = [0, 40] 28770->28800 28772 x7_FL <= 0.5 gini = 0.019 samples = 210 value = [2, 208] 28771->28772 28799 gini = 0.0 samples = 163 value = [0, 163] 28771->28799 28773 x7_MA <= 0.5 gini = 0.02 samples = 201 value = [2, 199] 28772->28773 28798 gini = 0.0 samples = 9 value = [0, 9] 28772->28798 28774 x13_4 <= 0.5 gini = 0.01 samples = 193 value = [1, 192] 28773->28774 28793 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 28773->28793 28775 x14_12 <= 0.5 gini = 0.013 samples = 155 value = [1, 154] 28774->28775 28792 gini = 0.0 samples = 38 value = [0, 38] 28774->28792 28776 x14_4 <= 0.5 gini = 0.015 samples = 129 value = [1, 128] 28775->28776 28791 gini = 0.0 samples = 26 value = [0, 26] 28775->28791 28777 x7_MD <= 0.5 gini = 0.016 samples = 128 value = [1, 127] 28776->28777 28790 gini = 0.0 samples = 1 value = [0, 1] 28776->28790 28778 x14_6 <= 0.5 gini = 0.016 samples = 127 value = [1, 126] 28777->28778 28789 gini = 0.0 samples = 1 value = [0, 1] 28777->28789 28779 x7_MN <= 0.5 gini = 0.017 samples = 120 value = [1, 119] 28778->28779 28788 gini = 0.0 samples = 7 value = [0, 7] 28778->28788 28780 x14_11 <= 0.5 gini = 0.017 samples = 119 value = [1, 118] 28779->28780 28787 gini = 0.0 samples = 1 value = [0, 1] 28779->28787 28781 log_spend <= 6.637 gini = 0.02 samples = 100 value = [1, 99] 28780->28781 28786 gini = 0.0 samples = 19 value = [0, 19] 28780->28786 28782 x7_NJ <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 28781->28782 28785 gini = 0.0 samples = 83 value = [0, 83] 28781->28785 28783 gini = 0.0 samples = 16 value = [0, 16] 28782->28783 28784 gini = 0.0 samples = 1 value = [1, 0] 28782->28784 28794 gini = 0.0 samples = 1 value = [0, 1] 28793->28794 28795 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 28793->28795 28796 gini = 0.444 samples = 3 value = [1, 2] 28795->28796 28797 gini = 0.0 samples = 4 value = [0, 4] 28795->28797 28803 gini = 0.0 samples = 42 value = [0, 42] 28802->28803 28804 gini = 0.5 samples = 2 value = [1, 1] 28802->28804 28808 gini = 0.0 samples = 38 value = [0, 38] 28807->28808 28809 gini = 0.0 samples = 1 value = [1, 0] 28807->28809 28816 log_spend <= 4.846 gini = 0.291 samples = 323 value = [57, 266] 28815->28816 28967 gini = 0.5 samples = 4 value = [2, 2] 28815->28967 28817 x7_KS <= 0.5 gini = 0.464 samples = 41 value = [26, 15] 28816->28817 28852 x7_NE <= 0.5 gini = 0.196 samples = 282 value = [31, 251] 28816->28852 28818 x14_1 <= 0.5 gini = 0.45 samples = 38 value = [25, 13] 28817->28818 28851 gini = 0.444 samples = 3 value = [1, 2] 28817->28851 28819 x7_NY <= 0.5 gini = 0.397 samples = 33 value = [24, 9] 28818->28819 28848 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28818->28848 28820 x14_2 <= 0.5 gini = 0.383 samples = 31 value = [23, 8] 28819->28820 28847 gini = 0.5 samples = 2 value = [1, 1] 28819->28847 28821 x7_CO <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 28820->28821 28846 gini = 0.0 samples = 3 value = [3, 0] 28820->28846 28822 x7_SD <= 0.5 gini = 0.384 samples = 27 value = [20, 7] 28821->28822 28845 gini = 0.0 samples = 1 value = [0, 1] 28821->28845 28823 x13_1 <= 0.5 gini = 0.393 samples = 26 value = [19, 7] 28822->28823 28844 gini = 0.0 samples = 1 value = [1, 0] 28822->28844 28824 x13_3 <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 28823->28824 28841 x7_GA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 28823->28841 28825 x13_0 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 28824->28825 28834 x14_10 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 28824->28834 28826 x7_MD <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 28825->28826 28831 log_spend <= 3.799 gini = 0.32 samples = 5 value = [4, 1] 28825->28831 28827 x7_TN <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 28826->28827 28830 gini = 0.0 samples = 1 value = [1, 0] 28826->28830 28828 gini = 0.0 samples = 5 value = [5, 0] 28827->28828 28829 gini = 0.0 samples = 2 value = [0, 2] 28827->28829 28832 gini = 0.0 samples = 2 value = [2, 0] 28831->28832 28833 gini = 0.444 samples = 3 value = [2, 1] 28831->28833 28835 x7_MI <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 28834->28835 28840 gini = 0.0 samples = 1 value = [1, 0] 28834->28840 28836 log_spend <= 4.645 gini = 0.48 samples = 5 value = [3, 2] 28835->28836 28839 gini = 0.0 samples = 2 value = [2, 0] 28835->28839 28837 gini = 0.444 samples = 3 value = [1, 2] 28836->28837 28838 gini = 0.0 samples = 2 value = [2, 0] 28836->28838 28842 gini = 0.375 samples = 4 value = [3, 1] 28841->28842 28843 gini = 0.0 samples = 1 value = [0, 1] 28841->28843 28849 gini = 0.375 samples = 4 value = [1, 3] 28848->28849 28850 gini = 0.0 samples = 1 value = [0, 1] 28848->28850 28853 x14_12 <= 0.5 gini = 0.198 samples = 278 value = [31, 247] 28852->28853 28966 gini = 0.0 samples = 4 value = [0, 4] 28852->28966 28854 x14_8 <= 0.5 gini = 0.191 samples = 272 value = [29, 243] 28853->28854 28961 x7_MN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 28853->28961 28855 log_spend <= 8.295 gini = 0.199 samples = 259 value = [29, 230] 28854->28855 28960 gini = 0.0 samples = 13 value = [0, 13] 28854->28960 28856 x7_WA <= 0.5 gini = 0.325 samples = 137 value = [28, 109] 28855->28856 28947 x14_5 <= 0.5 gini = 0.016 samples = 122 value = [1, 121] 28855->28947 28857 x14_3 <= 0.5 gini = 0.311 samples = 135 value = [26, 109] 28856->28857 28946 gini = 0.0 samples = 2 value = [2, 0] 28856->28946 28858 log_spend <= 7.773 gini = 0.324 samples = 118 value = [24, 94] 28857->28858 28933 x7_TN <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 28857->28933 28859 x7_TN <= 0.5 gini = 0.276 samples = 103 value = [17, 86] 28858->28859 28916 x7_NC <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 28858->28916 28860 x7_NJ <= 0.5 gini = 0.289 samples = 97 value = [17, 80] 28859->28860 28915 gini = 0.0 samples = 6 value = [0, 6] 28859->28915 28861 x7_IN <= 0.5 gini = 0.287 samples = 92 value = [16, 76] 28860->28861 28912 log_spend <= 6.551 gini = 0.32 samples = 5 value = [1, 4] 28860->28912 28862 x7_MS <= 0.5 gini = 0.292 samples = 90 value = [16, 74] 28861->28862 28911 gini = 0.0 samples = 2 value = [0, 2] 28861->28911 28863 x14_9 <= 0.5 gini = 0.298 samples = 88 value = [16, 72] 28862->28863 28910 gini = 0.0 samples = 2 value = [0, 2] 28862->28910 28864 x7_AZ <= 0.5 gini = 0.293 samples = 84 value = [15, 69] 28863->28864 28909 gini = 0.375 samples = 4 value = [1, 3] 28863->28909 28865 x7_FL <= 0.5 gini = 0.283 samples = 82 value = [14, 68] 28864->28865 28908 gini = 0.5 samples = 2 value = [1, 1] 28864->28908 28866 x13_0 <= 0.5 gini = 0.272 samples = 74 value = [12, 62] 28865->28866 28901 x13_2 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 28865->28901 28867 x7_MA <= 0.5 gini = 0.236 samples = 66 value = [9, 57] 28866->28867 28894 x14_10 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 28866->28894 28868 x14_11 <= 0.5 gini = 0.248 samples = 62 value = [9, 53] 28867->28868 28893 gini = 0.0 samples = 4 value = [0, 4] 28867->28893 28869 x14_10 <= 0.5 gini = 0.191 samples = 56 value = [6, 50] 28868->28869 28890 log_spend <= 6.271 gini = 0.5 samples = 6 value = [3, 3] 28868->28890 28870 x7_WI <= 0.5 gini = 0.168 samples = 54 value = [5, 49] 28869->28870 28889 gini = 0.5 samples = 2 value = [1, 1] 28869->28889 28871 x7_OH <= 0.5 gini = 0.174 samples = 52 value = [5, 47] 28870->28871 28888 gini = 0.0 samples = 2 value = [0, 2] 28870->28888 28872 x13_6 <= 0.5 gini = 0.194 samples = 46 value = [5, 41] 28871->28872 28887 gini = 0.0 samples = 6 value = [0, 6] 28871->28887 28873 x7_TX <= 0.5 gini = 0.219 samples = 40 value = [5, 35] 28872->28873 28886 gini = 0.0 samples = 6 value = [0, 6] 28872->28886 28874 x4_In-kind items and services <= 0.5 gini = 0.229 samples = 38 value = [5, 33] 28873->28874 28885 gini = 0.0 samples = 2 value = [0, 2] 28873->28885 28875 x14_4 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 28874->28875 28884 gini = 0.0 samples = 26 value = [0, 26] 28874->28884 28876 x13_2 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 28875->28876 28883 gini = 0.0 samples = 1 value = [1, 0] 28875->28883 28877 x14_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 28876->28877 28882 gini = 0.444 samples = 3 value = [2, 1] 28876->28882 28878 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 28877->28878 28881 gini = 0.0 samples = 1 value = [0, 1] 28877->28881 28879 gini = 0.5 samples = 4 value = [2, 2] 28878->28879 28880 gini = 0.0 samples = 3 value = [0, 3] 28878->28880 28891 gini = 0.0 samples = 3 value = [3, 0] 28890->28891 28892 gini = 0.0 samples = 3 value = [0, 3] 28890->28892 28895 x14_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 28894->28895 28900 gini = 0.0 samples = 1 value = [0, 1] 28894->28900 28896 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 28895->28896 28899 gini = 0.0 samples = 2 value = [0, 2] 28895->28899 28897 gini = 0.5 samples = 4 value = [2, 2] 28896->28897 28898 gini = 0.0 samples = 1 value = [1, 0] 28896->28898 28902 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 28901->28902 28907 gini = 0.0 samples = 1 value = [0, 1] 28901->28907 28903 log_spend <= 5.427 gini = 0.278 samples = 6 value = [1, 5] 28902->28903 28906 gini = 0.0 samples = 1 value = [1, 0] 28902->28906 28904 gini = 0.5 samples = 2 value = [1, 1] 28903->28904 28905 gini = 0.0 samples = 4 value = [0, 4] 28903->28905 28913 gini = 0.5 samples = 2 value = [1, 1] 28912->28913 28914 gini = 0.0 samples = 3 value = [0, 3] 28912->28914 28917 x13_0 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 28916->28917 28932 gini = 0.0 samples = 1 value = [0, 1] 28916->28932 28918 x7_KY <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 28917->28918 28931 gini = 0.0 samples = 1 value = [1, 0] 28917->28931 28919 x13_2 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 28918->28919 28930 gini = 0.0 samples = 2 value = [0, 2] 28918->28930 28920 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 28919->28920 28929 gini = 0.0 samples = 1 value = [0, 1] 28919->28929 28921 x4_Cash or cash equivalent <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 28920->28921 28928 gini = 0.0 samples = 1 value = [1, 0] 28920->28928 28922 gini = 0.0 samples = 2 value = [0, 2] 28921->28922 28923 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 28921->28923 28924 log_spend <= 8.087 gini = 0.444 samples = 6 value = [4, 2] 28923->28924 28927 gini = 0.0 samples = 1 value = [1, 0] 28923->28927 28925 gini = 0.0 samples = 4 value = [4, 0] 28924->28925 28926 gini = 0.0 samples = 2 value = [0, 2] 28924->28926 28934 x13_3 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 28933->28934 28945 gini = 0.0 samples = 1 value = [0, 1] 28933->28945 28935 x7_NY <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 28934->28935 28944 gini = 0.444 samples = 3 value = [1, 2] 28934->28944 28936 x7_OH <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 28935->28936 28943 gini = 0.0 samples = 2 value = [0, 2] 28935->28943 28937 x7_NC <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28936->28937 28942 gini = 0.0 samples = 1 value = [0, 1] 28936->28942 28938 x4_Cash or cash equivalent <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 28937->28938 28941 gini = 0.0 samples = 1 value = [0, 1] 28937->28941 28939 gini = 0.0 samples = 6 value = [0, 6] 28938->28939 28940 gini = 0.444 samples = 3 value = [1, 2] 28938->28940 28948 x14_2 <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 28947->28948 28959 gini = 0.0 samples = 27 value = [0, 27] 28947->28959 28949 x14_1 <= 0.5 gini = 0.025 samples = 78 value = [1, 77] 28948->28949 28958 gini = 0.0 samples = 17 value = [0, 17] 28948->28958 28950 x7_MS <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 28949->28950 28957 gini = 0.0 samples = 37 value = [0, 37] 28949->28957 28951 x7_NY <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 28950->28951 28956 gini = 0.0 samples = 1 value = [0, 1] 28950->28956 28952 gini = 0.0 samples = 35 value = [0, 35] 28951->28952 28953 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28951->28953 28954 gini = 0.0 samples = 3 value = [0, 3] 28953->28954 28955 gini = 0.5 samples = 2 value = [1, 1] 28953->28955 28962 x7_CT <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 28961->28962 28965 gini = 0.0 samples = 1 value = [0, 1] 28961->28965 28963 gini = 0.375 samples = 4 value = [1, 3] 28962->28963 28964 gini = 0.0 samples = 1 value = [1, 0] 28962->28964 28970 x1_NY <= 0.5 gini = 0.126 samples = 4919 value = [333, 4586] 28969->28970 30523 gini = 0.0 samples = 30 value = [30, 0] 28969->30523 28971 x9_24 <= 0.5 gini = 0.157 samples = 3654 value = [313, 3341] 28970->28971 30352 x14_6 <= 0.5 gini = 0.031 samples = 1265 value = [20, 1245] 28970->30352 28972 x7_SC <= 0.5 gini = 0.149 samples = 3608 value = [293, 3315] 28971->28972 30321 x13_3 <= 0.5 gini = 0.491 samples = 46 value = [20, 26] 28971->30321 28973 x14_11 <= 0.5 gini = 0.152 samples = 3546 value = [293, 3253] 28972->28973 30320 gini = 0.0 samples = 62 value = [0, 62] 28972->30320 28974 x7_NE <= 0.5 gini = 0.145 samples = 3283 value = [258, 3025] 28973->28974 30199 x13_4 <= 0.5 gini = 0.231 samples = 263 value = [35, 228] 28973->30199 28975 x12_100000000089 <= 0.5 gini = 0.146 samples = 3248 value = [257, 2991] 28974->28975 30190 x14_3 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 28974->30190 28976 x1_MO <= 0.5 gini = 0.157 samples = 2983 value = [256, 2727] 28975->28976 30163 x7_VA <= 0.5 gini = 0.008 samples = 265 value = [1, 264] 28975->30163 28977 x9_6 <= 0.5 gini = 0.156 samples = 2982 value = [255, 2727] 28976->28977 30162 gini = 0.0 samples = 1 value = [1, 0] 28976->30162 28978 x7_OK <= 0.5 gini = 0.157 samples = 2972 value = [255, 2717] 28977->28978 30161 gini = 0.0 samples = 10 value = [0, 10] 28977->30161 28979 x15_oncology <= 0.5 gini = 0.156 samples = 2967 value = [253, 2714] 28978->28979 30158 x1_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 28978->30158 28980 x7_OR <= 0.5 gini = 0.229 samples = 280 value = [37, 243] 28979->28980 29125 x0_Great Britain (Uk) <= 0.5 gini = 0.148 samples = 2687 value = [216, 2471] 28979->29125 28981 x0_United States <= 0.5 gini = 0.225 samples = 279 value = [36, 243] 28980->28981 29124 gini = 0.0 samples = 1 value = [1, 0] 28980->29124 28982 x4_In-kind items and services <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 28981->28982 28985 x1_NJ <= 0.5 gini = 0.241 samples = 250 value = [35, 215] 28981->28985 28983 gini = 0.0 samples = 28 value = [0, 28] 28982->28983 28984 gini = 0.0 samples = 1 value = [1, 0] 28982->28984 28986 gini = 0.0 samples = 5 value = [5, 0] 28985->28986 28987 x7_OH <= 0.5 gini = 0.215 samples = 245 value = [30, 215] 28985->28987 28988 x7_NC <= 0.5 gini = 0.206 samples = 232 value = [27, 205] 28987->28988 29113 x13_3 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 28987->29113 28989 x13_2 <= 0.5 gini = 0.201 samples = 229 value = [26, 203] 28988->28989 29112 gini = 0.444 samples = 3 value = [1, 2] 28988->29112 28990 x7_NY <= 0.5 gini = 0.185 samples = 165 value = [17, 148] 28989->28990 29067 x14_4 <= 0.5 gini = 0.242 samples = 64 value = [9, 55] 28989->29067 28991 x7_TN <= 0.5 gini = 0.191 samples = 150 value = [16, 134] 28990->28991 29060 x13_4 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 28990->29060 28992 x14_2 <= 0.5 gini = 0.185 samples = 145 value = [15, 130] 28991->28992 29057 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 28991->29057 28993 x7_MN <= 0.5 gini = 0.2 samples = 124 value = [14, 110] 28992->28993 29054 x13_4 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 28992->29054 28994 x7_WI <= 0.5 gini = 0.208 samples = 119 value = [14, 105] 28993->28994 29053 gini = 0.0 samples = 5 value = [0, 5] 28993->29053 28995 x14_6 <= 0.5 gini = 0.209 samples = 118 value = [14, 104] 28994->28995 29052 gini = 0.0 samples = 1 value = [0, 1] 28994->29052 28996 x14_5 <= 0.5 gini = 0.237 samples = 102 value = [14, 88] 28995->28996 29051 gini = 0.0 samples = 16 value = [0, 16] 28995->29051 28997 x7_WA <= 0.5 gini = 0.243 samples = 92 value = [13, 79] 28996->28997 29048 x7_VA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 28996->29048 28998 x7_NJ <= 0.5 gini = 0.252 samples = 88 value = [13, 75] 28997->28998 29047 gini = 0.0 samples = 4 value = [0, 4] 28997->29047 28999 x7_PR <= 0.5 gini = 0.254 samples = 87 value = [13, 74] 28998->28999 29046 gini = 0.0 samples = 1 value = [0, 1] 28998->29046 29000 x7_TX <= 0.5 gini = 0.242 samples = 85 value = [12, 73] 28999->29000 29045 gini = 0.5 samples = 2 value = [1, 1] 28999->29045 29001 x14_10 <= 0.5 gini = 0.253 samples = 74 value = [11, 63] 29000->29001 29038 x14_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29000->29038 29002 x13_0 <= 0.5 gini = 0.245 samples = 70 value = [10, 60] 29001->29002 29037 gini = 0.375 samples = 4 value = [1, 3] 29001->29037 29003 x7_AR <= 0.5 gini = 0.254 samples = 67 value = [10, 57] 29002->29003 29036 gini = 0.0 samples = 3 value = [0, 3] 29002->29036 29004 x7_ME <= 0.5 gini = 0.257 samples = 66 value = [10, 56] 29003->29004 29035 gini = 0.0 samples = 1 value = [0, 1] 29003->29035 29005 x14_8 <= 0.5 gini = 0.239 samples = 65 value = [9, 56] 29004->29005 29034 gini = 0.0 samples = 1 value = [1, 0] 29004->29034 29006 x7_MD <= 0.5 gini = 0.158 samples = 58 value = [5, 53] 29005->29006 29027 x7_MA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 29005->29027 29007 x4_In-kind items and services <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 29006->29007 29026 gini = 0.0 samples = 2 value = [0, 2] 29006->29026 29008 x7_KS <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 29007->29008 29017 x7_MA <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 29007->29017 29009 x13_6 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 29008->29009 29016 gini = 0.0 samples = 1 value = [0, 1] 29008->29016 29010 x14_1 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 29009->29010 29015 gini = 0.0 samples = 1 value = [0, 1] 29009->29015 29011 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29010->29011 29014 gini = 0.0 samples = 27 value = [0, 27] 29010->29014 29012 gini = 0.0 samples = 7 value = [0, 7] 29011->29012 29013 gini = 0.0 samples = 1 value = [1, 0] 29011->29013 29018 x13_4 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 29017->29018 29025 gini = 0.0 samples = 1 value = [0, 1] 29017->29025 29019 x7_KS <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 29018->29019 29024 gini = 0.0 samples = 1 value = [0, 1] 29018->29024 29020 x14_1 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 29019->29020 29023 gini = 0.0 samples = 1 value = [0, 1] 29019->29023 29021 gini = 0.0 samples = 4 value = [4, 0] 29020->29021 29022 gini = 0.0 samples = 12 value = [0, 12] 29020->29022 29028 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 29027->29028 29033 gini = 0.0 samples = 1 value = [0, 1] 29027->29033 29029 gini = 0.0 samples = 1 value = [1, 0] 29028->29029 29030 log_spend <= 5.375 gini = 0.48 samples = 5 value = [3, 2] 29028->29030 29031 gini = 0.0 samples = 2 value = [2, 0] 29030->29031 29032 gini = 0.444 samples = 3 value = [1, 2] 29030->29032 29039 x14_9 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 29038->29039 29044 gini = 0.0 samples = 1 value = [0, 1] 29038->29044 29040 x4_Cash or cash equivalent <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29039->29040 29043 gini = 0.0 samples = 1 value = [0, 1] 29039->29043 29041 gini = 0.444 samples = 3 value = [1, 2] 29040->29041 29042 gini = 0.0 samples = 6 value = [0, 6] 29040->29042 29049 gini = 0.0 samples = 9 value = [0, 9] 29048->29049 29050 gini = 0.0 samples = 1 value = [1, 0] 29048->29050 29055 gini = 0.0 samples = 19 value = [0, 19] 29054->29055 29056 gini = 0.5 samples = 2 value = [1, 1] 29054->29056 29058 gini = 0.444 samples = 3 value = [1, 2] 29057->29058 29059 gini = 0.0 samples = 2 value = [0, 2] 29057->29059 29061 x14_2 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29060->29061 29066 gini = 0.0 samples = 3 value = [0, 3] 29060->29066 29062 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29061->29062 29065 gini = 0.0 samples = 1 value = [0, 1] 29061->29065 29063 gini = 0.0 samples = 10 value = [0, 10] 29062->29063 29064 gini = 0.0 samples = 1 value = [1, 0] 29062->29064 29068 x7_PR <= 0.5 gini = 0.222 samples = 63 value = [8, 55] 29067->29068 29111 gini = 0.0 samples = 1 value = [1, 0] 29067->29111 29069 x7_AR <= 0.5 gini = 0.2 samples = 62 value = [7, 55] 29068->29069 29110 gini = 0.0 samples = 1 value = [1, 0] 29068->29110 29070 x7_PA <= 0.5 gini = 0.203 samples = 61 value = [7, 54] 29069->29070 29109 gini = 0.0 samples = 1 value = [0, 1] 29069->29109 29071 x7_WA <= 0.5 gini = 0.212 samples = 58 value = [7, 51] 29070->29071 29108 gini = 0.0 samples = 3 value = [0, 3] 29070->29108 29072 x7_CO <= 0.5 gini = 0.226 samples = 54 value = [7, 47] 29071->29072 29107 gini = 0.0 samples = 4 value = [0, 4] 29071->29107 29073 x14_10 <= 0.5 gini = 0.241 samples = 50 value = [7, 43] 29072->29073 29106 gini = 0.0 samples = 4 value = [0, 4] 29072->29106 29074 x4_In-kind items and services <= 0.5 gini = 0.201 samples = 44 value = [5, 39] 29073->29074 29101 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 29073->29101 29075 x14_8 <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 29074->29075 29092 x7_TX <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 29074->29092 29076 x7_UT <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 29075->29076 29091 gini = 0.375 samples = 4 value = [1, 3] 29075->29091 29077 x7_MI <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29076->29077 29090 gini = 0.0 samples = 2 value = [0, 2] 29076->29090 29078 x7_FL <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 29077->29078 29089 gini = 0.0 samples = 2 value = [0, 2] 29077->29089 29079 x14_2 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 29078->29079 29088 gini = 0.0 samples = 4 value = [0, 4] 29078->29088 29080 x7_AZ <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29079->29080 29087 gini = 0.0 samples = 8 value = [0, 8] 29079->29087 29081 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29080->29081 29086 gini = 0.0 samples = 2 value = [0, 2] 29080->29086 29082 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29081->29082 29085 gini = 0.0 samples = 2 value = [0, 2] 29081->29085 29083 gini = 0.0 samples = 4 value = [0, 4] 29082->29083 29084 gini = 0.0 samples = 1 value = [1, 0] 29082->29084 29093 x7_KS <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 29092->29093 29100 gini = 0.0 samples = 1 value = [0, 1] 29092->29100 29094 x7_MA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 29093->29094 29099 gini = 0.0 samples = 1 value = [0, 1] 29093->29099 29095 log_spend <= 5.214 gini = 0.42 samples = 10 value = [3, 7] 29094->29095 29098 gini = 0.0 samples = 3 value = [0, 3] 29094->29098 29096 gini = 0.375 samples = 4 value = [3, 1] 29095->29096 29097 gini = 0.0 samples = 6 value = [0, 6] 29095->29097 29102 log_spend <= 7.563 gini = 0.32 samples = 5 value = [1, 4] 29101->29102 29105 gini = 0.0 samples = 1 value = [1, 0] 29101->29105 29103 gini = 0.0 samples = 3 value = [0, 3] 29102->29103 29104 gini = 0.5 samples = 2 value = [1, 1] 29102->29104 29114 x14_1 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 29113->29114 29123 gini = 0.0 samples = 1 value = [0, 1] 29113->29123 29115 x13_4 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 29114->29115 29122 gini = 0.0 samples = 5 value = [0, 5] 29114->29122 29116 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 29115->29116 29121 gini = 0.0 samples = 1 value = [0, 1] 29115->29121 29117 log_spend <= 7.486 gini = 0.48 samples = 5 value = [3, 2] 29116->29117 29120 gini = 0.0 samples = 1 value = [0, 1] 29116->29120 29118 gini = 0.0 samples = 3 value = [3, 0] 29117->29118 29119 gini = 0.0 samples = 2 value = [0, 2] 29117->29119 29126 x7_OH <= 0.5 gini = 0.149 samples = 2659 value = [215, 2444] 29125->29126 30147 x7_VT <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 29125->30147 29127 x14_6 <= 0.5 gini = 0.147 samples = 2579 value = [206, 2373] 29126->29127 30112 log_spend <= 4.593 gini = 0.2 samples = 80 value = [9, 71] 29126->30112 29128 x14_1 <= 0.5 gini = 0.142 samples = 2401 value = [184, 2217] 29127->29128 30037 x17_pfizer <= 0.5 gini = 0.217 samples = 178 value = [22, 156] 29127->30037 29129 x14_9 <= 0.5 gini = 0.149 samples = 2079 value = [169, 1910] 29128->29129 29940 x7_IL <= 0.5 gini = 0.089 samples = 322 value = [15, 307] 29128->29940 29130 x7_RI <= 0.5 gini = 0.147 samples = 1897 value = [152, 1745] 29129->29130 29883 x7_IA <= 0.5 gini = 0.169 samples = 182 value = [17, 165] 29129->29883 29131 x7_NM <= 0.5 gini = 0.147 samples = 1896 value = [151, 1745] 29130->29131 29882 gini = 0.0 samples = 1 value = [1, 0] 29130->29882 29132 x14_2 <= 0.5 gini = 0.147 samples = 1888 value = [151, 1737] 29131->29132 29881 gini = 0.0 samples = 8 value = [0, 8] 29131->29881 29133 x17_pfizer <= 0.5 gini = 0.157 samples = 1582 value = [136, 1446] 29132->29133 29772 x7_IN <= 0.5 gini = 0.093 samples = 306 value = [15, 291] 29132->29772 29134 x17_janssen <= 0.5 gini = 0.166 samples = 1476 value = [135, 1341] 29133->29134 29763 x13_3 <= 0.5 gini = 0.019 samples = 106 value = [1, 105] 29133->29763 29135 x0_Netherlands <= 0.5 gini = 0.158 samples = 1205 value = [104, 1101] 29134->29135 29644 x7_FL <= 0.5 gini = 0.203 samples = 271 value = [31, 240] 29134->29644 29136 x7_WI <= 0.5 gini = 0.158 samples = 1204 value = [104, 1100] 29135->29136 29643 gini = 0.0 samples = 1 value = [0, 1] 29135->29643 29137 x7_IN <= 0.5 gini = 0.158 samples = 1193 value = [103, 1090] 29136->29137 29636 x14_5 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29136->29636 29138 x7_ND <= 0.5 gini = 0.156 samples = 1181 value = [101, 1080] 29137->29138 29629 x1_IL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 29137->29629 29139 x7_NV <= 0.5 gini = 0.155 samples = 1179 value = [100, 1079] 29138->29139 29628 gini = 0.5 samples = 2 value = [1, 1] 29138->29628 29140 x5_Drug <= 0.5 gini = 0.156 samples = 1175 value = [100, 1075] 29139->29140 29627 gini = 0.0 samples = 4 value = [0, 4] 29139->29627 29141 x3_No <= 0.5 gini = 0.21 samples = 335 value = [40, 295] 29140->29141 29344 x1_CA <= 0.5 gini = 0.133 samples = 840 value = [60, 780] 29140->29344 29142 gini = 0.0 samples = 1 value = [0, 1] 29141->29142 29143 x7_AZ <= 0.5 gini = 0.211 samples = 334 value = [40, 294] 29141->29143 29144 x14_12 <= 0.5 gini = 0.209 samples = 329 value = [39, 290] 29143->29144 29341 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29143->29341 29145 x7_IL <= 0.5 gini = 0.199 samples = 304 value = [34, 270] 29144->29145 29322 x7_NC <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 29144->29322 29146 x14_4 <= 0.5 gini = 0.233 samples = 245 value = [33, 212] 29145->29146 29315 x14_5 <= 0.5 gini = 0.033 samples = 59 value = [1, 58] 29145->29315 29147 x7_MN <= 0.5 gini = 0.249 samples = 178 value = [26, 152] 29146->29147 29254 x7_KY <= 0.5 gini = 0.187 samples = 67 value = [7, 60] 29146->29254 29148 x14_10 <= 0.5 gini = 0.248 samples = 172 value = [25, 147] 29147->29148 29251 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29147->29251 29149 x7_FL <= 0.5 gini = 0.242 samples = 142 value = [20, 122] 29148->29149 29238 log_spend <= 5.14 gini = 0.278 samples = 30 value = [5, 25] 29148->29238 29150 x13_6 <= 0.5 gini = 0.223 samples = 133 value = [17, 116] 29149->29150 29233 x14_5 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 29149->29233 29151 x7_AL <= 0.5 gini = 0.224 samples = 132 value = [17, 115] 29150->29151 29232 gini = 0.0 samples = 1 value = [0, 1] 29150->29232 29152 x9_78 <= 0.5 gini = 0.235 samples = 125 value = [17, 108] 29151->29152 29231 gini = 0.0 samples = 7 value = [0, 7] 29151->29231 29153 x13_3 <= 0.5 gini = 0.254 samples = 114 value = [17, 97] 29152->29153 29230 gini = 0.0 samples = 11 value = [0, 11] 29152->29230 29154 x7_CT <= 0.5 gini = 0.229 samples = 76 value = [10, 66] 29153->29154 29205 x7_WA <= 0.5 gini = 0.301 samples = 38 value = [7, 31] 29153->29205 29155 x7_NJ <= 0.5 gini = 0.234 samples = 74 value = [10, 64] 29154->29155 29204 gini = 0.0 samples = 2 value = [0, 2] 29154->29204 29156 x7_CO <= 0.5 gini = 0.2 samples = 71 value = [8, 63] 29155->29156 29203 gini = 0.444 samples = 3 value = [2, 1] 29155->29203 29157 x7_MA <= 0.5 gini = 0.208 samples = 68 value = [8, 60] 29156->29157 29202 gini = 0.0 samples = 3 value = [0, 3] 29156->29202 29158 x7_MI <= 0.5 gini = 0.213 samples = 66 value = [8, 58] 29157->29158 29201 gini = 0.0 samples = 2 value = [0, 2] 29157->29201 29159 x7_TX <= 0.5 gini = 0.228 samples = 61 value = [8, 53] 29158->29159 29200 gini = 0.0 samples = 5 value = [0, 5] 29158->29200 29160 x7_GA <= 0.5 gini = 0.208 samples = 51 value = [6, 45] 29159->29160 29193 x13_2 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 29159->29193 29161 x7_MD <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 29160->29161 29192 gini = 0.0 samples = 3 value = [0, 3] 29160->29192 29162 x14_5 <= 0.5 gini = 0.236 samples = 44 value = [6, 38] 29161->29162 29191 gini = 0.0 samples = 4 value = [0, 4] 29161->29191 29163 x13_0 <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 29162->29163 29172 x7_KS <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 29162->29172 29164 gini = 0.0 samples = 16 value = [0, 16] 29163->29164 29165 x7_VA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 29163->29165 29166 x7_UT <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29165->29166 29171 gini = 0.5 samples = 2 value = [1, 1] 29165->29171 29167 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29166->29167 29170 gini = 0.0 samples = 2 value = [0, 2] 29166->29170 29168 gini = 0.375 samples = 4 value = [1, 3] 29167->29168 29169 gini = 0.0 samples = 2 value = [0, 2] 29167->29169 29173 x13_0 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 29172->29173 29190 gini = 0.0 samples = 1 value = [0, 1] 29172->29190 29174 x13_4 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 29173->29174 29187 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29173->29187 29175 x7_NY <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 29174->29175 29186 gini = 0.0 samples = 1 value = [1, 0] 29174->29186 29176 x7_TN <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 29175->29176 29185 gini = 0.0 samples = 2 value = [0, 2] 29175->29185 29177 x7_WA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 29176->29177 29184 gini = 0.0 samples = 1 value = [0, 1] 29176->29184 29178 x7_NC <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29177->29178 29183 gini = 0.0 samples = 1 value = [0, 1] 29177->29183 29179 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29178->29179 29182 gini = 0.5 samples = 2 value = [1, 1] 29178->29182 29180 gini = 0.0 samples = 3 value = [0, 3] 29179->29180 29181 gini = 0.5 samples = 2 value = [1, 1] 29179->29181 29188 gini = 0.444 samples = 3 value = [1, 2] 29187->29188 29189 gini = 0.0 samples = 2 value = [0, 2] 29187->29189 29194 gini = 0.375 samples = 4 value = [1, 3] 29193->29194 29195 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29193->29195 29196 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29195->29196 29199 gini = 0.0 samples = 1 value = [0, 1] 29195->29199 29197 gini = 0.375 samples = 4 value = [1, 3] 29196->29197 29198 gini = 0.0 samples = 1 value = [0, 1] 29196->29198 29206 x14_7 <= 0.5 gini = 0.342 samples = 32 value = [7, 25] 29205->29206 29229 gini = 0.0 samples = 6 value = [0, 6] 29205->29229 29207 x14_3 <= 0.5 gini = 0.393 samples = 26 value = [7, 19] 29206->29207 29228 gini = 0.0 samples = 6 value = [0, 6] 29206->29228 29208 x7_PA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 29207->29208 29217 x7_AR <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 29207->29217 29209 x7_TN <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 29208->29209 29216 gini = 0.0 samples = 1 value = [0, 1] 29208->29216 29210 x14_8 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 29209->29210 29215 gini = 0.0 samples = 1 value = [0, 1] 29209->29215 29211 gini = 0.5 samples = 4 value = [2, 2] 29210->29211 29212 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 29210->29212 29213 gini = 0.444 samples = 3 value = [1, 2] 29212->29213 29214 gini = 0.5 samples = 2 value = [1, 1] 29212->29214 29218 x7_KY <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 29217->29218 29227 gini = 0.0 samples = 1 value = [0, 1] 29217->29227 29219 x7_NC <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 29218->29219 29226 gini = 0.0 samples = 1 value = [1, 0] 29218->29226 29220 x7_MI <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 29219->29220 29225 gini = 0.0 samples = 1 value = [0, 1] 29219->29225 29221 x7_PA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 29220->29221 29224 gini = 0.5 samples = 2 value = [1, 1] 29220->29224 29222 gini = 0.0 samples = 8 value = [0, 8] 29221->29222 29223 gini = 0.5 samples = 2 value = [1, 1] 29221->29223 29234 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29233->29234 29237 gini = 0.444 samples = 3 value = [2, 1] 29233->29237 29235 gini = 0.375 samples = 4 value = [1, 3] 29234->29235 29236 gini = 0.0 samples = 2 value = [0, 2] 29234->29236 29239 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 29238->29239 29242 x7_FL <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 29238->29242 29240 gini = 0.5 samples = 4 value = [2, 2] 29239->29240 29241 gini = 0.0 samples = 1 value = [1, 0] 29239->29241 29243 x7_CA <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 29242->29243 29250 gini = 0.0 samples = 1 value = [0, 1] 29242->29250 29244 x13_0 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 29243->29244 29247 x13_1 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29243->29247 29245 gini = 0.0 samples = 14 value = [0, 14] 29244->29245 29246 gini = 0.375 samples = 4 value = [1, 3] 29244->29246 29248 gini = 0.444 samples = 3 value = [1, 2] 29247->29248 29249 gini = 0.0 samples = 3 value = [0, 3] 29247->29249 29252 gini = 0.375 samples = 4 value = [1, 3] 29251->29252 29253 gini = 0.0 samples = 2 value = [0, 2] 29251->29253 29255 x7_NC <= 0.5 gini = 0.19 samples = 66 value = [7, 59] 29254->29255 29314 gini = 0.0 samples = 1 value = [0, 1] 29254->29314 29256 x7_KS <= 0.5 gini = 0.198 samples = 63 value = [7, 56] 29255->29256 29313 gini = 0.0 samples = 3 value = [0, 3] 29255->29313 29257 x13_1 <= 0.5 gini = 0.203 samples = 61 value = [7, 54] 29256->29257 29312 gini = 0.0 samples = 2 value = [0, 2] 29256->29312 29258 x7_MI <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 29257->29258 29291 x7_WA <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 29257->29291 29259 x7_TN <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 29258->29259 29290 gini = 0.0 samples = 2 value = [0, 2] 29258->29290 29260 x13_4 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 29259->29260 29287 log_spend <= 6.301 gini = 0.32 samples = 5 value = [1, 4] 29259->29287 29261 x7_GA <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 29260->29261 29278 x7_CO <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 29260->29278 29262 x7_MA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 29261->29262 29277 gini = 0.0 samples = 3 value = [0, 3] 29261->29277 29263 x7_UT <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29262->29263 29276 gini = 0.0 samples = 2 value = [0, 2] 29262->29276 29264 x12_100000000228 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 29263->29264 29275 gini = 0.0 samples = 1 value = [0, 1] 29263->29275 29265 x7_OR <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 29264->29265 29274 gini = 0.0 samples = 2 value = [0, 2] 29264->29274 29266 x13_2 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29265->29266 29273 gini = 0.0 samples = 1 value = [0, 1] 29265->29273 29267 x7_MN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29266->29267 29272 gini = 0.0 samples = 3 value = [0, 3] 29266->29272 29268 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29267->29268 29271 gini = 0.0 samples = 1 value = [0, 1] 29267->29271 29269 gini = 0.0 samples = 7 value = [0, 7] 29268->29269 29270 gini = 0.0 samples = 1 value = [1, 0] 29268->29270 29279 x7_NJ <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29278->29279 29286 gini = 0.0 samples = 1 value = [1, 0] 29278->29286 29280 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29279->29280 29285 gini = 0.0 samples = 1 value = [0, 1] 29279->29285 29281 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29280->29281 29284 gini = 0.0 samples = 1 value = [0, 1] 29280->29284 29282 gini = 0.375 samples = 4 value = [1, 3] 29281->29282 29283 gini = 0.0 samples = 1 value = [0, 1] 29281->29283 29288 gini = 0.0 samples = 1 value = [1, 0] 29287->29288 29289 gini = 0.0 samples = 4 value = [0, 4] 29287->29289 29292 x7_OR <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 29291->29292 29311 gini = 0.0 samples = 1 value = [0, 1] 29291->29311 29293 x7_CA <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 29292->29293 29310 gini = 0.0 samples = 1 value = [0, 1] 29292->29310 29294 x7_AK <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 29293->29294 29309 gini = 0.5 samples = 2 value = [1, 1] 29293->29309 29295 x7_NY <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 29294->29295 29308 gini = 0.0 samples = 1 value = [0, 1] 29294->29308 29296 x7_NJ <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 29295->29296 29307 gini = 0.0 samples = 2 value = [0, 2] 29295->29307 29297 x7_MN <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 29296->29297 29306 gini = 0.0 samples = 2 value = [0, 2] 29296->29306 29298 log_spend <= 4.371 gini = 0.231 samples = 15 value = [2, 13] 29297->29298 29305 gini = 0.0 samples = 1 value = [0, 1] 29297->29305 29299 gini = 0.0 samples = 1 value = [1, 0] 29298->29299 29300 x7_GA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 29298->29300 29301 log_spend <= 5.915 gini = 0.18 samples = 10 value = [1, 9] 29300->29301 29304 gini = 0.0 samples = 4 value = [0, 4] 29300->29304 29302 gini = 0.444 samples = 3 value = [1, 2] 29301->29302 29303 gini = 0.0 samples = 7 value = [0, 7] 29301->29303 29316 gini = 0.0 samples = 51 value = [0, 51] 29315->29316 29317 x12_100000000228 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29315->29317 29318 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29317->29318 29321 gini = 0.0 samples = 1 value = [0, 1] 29317->29321 29319 gini = 0.0 samples = 6 value = [0, 6] 29318->29319 29320 gini = 0.0 samples = 1 value = [1, 0] 29318->29320 29323 x13_3 <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 29322->29323 29340 gini = 0.0 samples = 2 value = [0, 2] 29322->29340 29324 x7_PA <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 29323->29324 29339 gini = 0.0 samples = 7 value = [0, 7] 29323->29339 29325 x13_0 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 29324->29325 29338 gini = 0.444 samples = 3 value = [2, 1] 29324->29338 29326 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29325->29326 29333 x9_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29325->29333 29327 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 29326->29327 29332 gini = 0.0 samples = 1 value = [0, 1] 29326->29332 29328 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 29327->29328 29331 gini = 0.0 samples = 1 value = [0, 1] 29327->29331 29329 gini = 0.375 samples = 4 value = [1, 3] 29328->29329 29330 gini = 0.0 samples = 1 value = [1, 0] 29328->29330 29334 gini = 0.0 samples = 1 value = [0, 1] 29333->29334 29335 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29333->29335 29336 gini = 0.375 samples = 4 value = [1, 3] 29335->29336 29337 gini = 0.0 samples = 1 value = [0, 1] 29335->29337 29342 gini = 0.375 samples = 4 value = [1, 3] 29341->29342 29343 gini = 0.0 samples = 1 value = [0, 1] 29341->29343 29345 x7_TX <= 0.5 gini = 0.217 samples = 315 value = [39, 276] 29344->29345 29518 x7_NY <= 0.5 gini = 0.077 samples = 525 value = [21, 504] 29344->29518 29346 x12_100000000228 <= 0.5 gini = 0.235 samples = 279 value = [38, 241] 29345->29346 29511 x14_10 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 29345->29511 29347 x13_4 <= 0.5 gini = 0.252 samples = 230 value = [34, 196] 29346->29347 29482 x13_4 <= 0.5 gini = 0.15 samples = 49 value = [4, 45] 29346->29482 29348 x7_AR <= 0.5 gini = 0.278 samples = 186 value = [31, 155] 29347->29348 29467 x7_MD <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 29347->29467 29349 x7_FL <= 0.5 gini = 0.279 samples = 185 value = [31, 154] 29348->29349 29466 gini = 0.0 samples = 1 value = [0, 1] 29348->29466 29350 log_spend <= 4.875 gini = 0.267 samples = 170 value = [27, 143] 29349->29350 29449 x14_12 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 29349->29449 29351 x13_2 <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 29350->29351 29370 x7_CA <= 0.5 gini = 0.117 samples = 144 value = [9, 135] 29350->29370 29352 x1_NJ <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 29351->29352 29367 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 29351->29367 29353 x7_MI <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 29352->29353 29362 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 29352->29362 29354 x14_7 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 29353->29354 29361 gini = 0.0 samples = 1 value = [0, 1] 29353->29361 29355 log_spend <= 4.48 gini = 0.375 samples = 12 value = [9, 3] 29354->29355 29360 gini = 0.0 samples = 1 value = [1, 0] 29354->29360 29356 gini = 0.0 samples = 5 value = [5, 0] 29355->29356 29357 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 29355->29357 29358 gini = 0.5 samples = 4 value = [2, 2] 29357->29358 29359 gini = 0.444 samples = 3 value = [2, 1] 29357->29359 29363 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 29362->29363 29366 gini = 0.0 samples = 1 value = [0, 1] 29362->29366 29364 gini = 0.375 samples = 4 value = [3, 1] 29363->29364 29365 gini = 0.0 samples = 1 value = [1, 0] 29363->29365 29368 gini = 0.375 samples = 4 value = [3, 1] 29367->29368 29369 gini = 0.5 samples = 2 value = [1, 1] 29367->29369 29371 x1_NJ <= 0.5 gini = 0.135 samples = 110 value = [8, 102] 29370->29371 29436 x1_NJ <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 29370->29436 29372 log_spend <= 7.77 gini = 0.14 samples = 53 value = [4, 49] 29371->29372 29399 x7_GA <= 0.5 gini = 0.131 samples = 57 value = [4, 53] 29371->29399 29373 x7_KY <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 29372->29373 29398 gini = 0.0 samples = 22 value = [0, 22] 29372->29398 29374 x13_2 <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 29373->29374 29397 gini = 0.0 samples = 1 value = [0, 1] 29373->29397 29375 x1_MA <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 29374->29375 29396 gini = 0.0 samples = 8 value = [0, 8] 29374->29396 29376 x7_OR <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 29375->29376 29395 gini = 0.0 samples = 1 value = [0, 1] 29375->29395 29377 x14_3 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 29376->29377 29394 gini = 0.0 samples = 1 value = [1, 0] 29376->29394 29378 log_spend <= 7.625 gini = 0.266 samples = 19 value = [3, 16] 29377->29378 29393 gini = 0.0 samples = 1 value = [0, 1] 29377->29393 29379 x7_MN <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 29378->29379 29392 gini = 0.0 samples = 1 value = [1, 0] 29378->29392 29380 x7_LA <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 29379->29380 29391 gini = 0.0 samples = 1 value = [0, 1] 29379->29391 29381 x13_6 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29380->29381 29390 gini = 0.0 samples = 1 value = [1, 0] 29380->29390 29382 x7_GA <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 29381->29382 29389 gini = 0.0 samples = 1 value = [0, 1] 29381->29389 29383 x1_IL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 29382->29383 29388 gini = 0.0 samples = 1 value = [0, 1] 29382->29388 29384 gini = 0.0 samples = 9 value = [0, 9] 29383->29384 29385 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29383->29385 29386 gini = 0.0 samples = 3 value = [0, 3] 29385->29386 29387 gini = 0.5 samples = 2 value = [1, 1] 29385->29387 29400 x7_VA <= 0.5 gini = 0.133 samples = 56 value = [4, 52] 29399->29400 29435 gini = 0.0 samples = 1 value = [0, 1] 29399->29435 29401 x4_Cash or cash equivalent <= 0.5 gini = 0.14 samples = 53 value = [4, 49] 29400->29401 29434 gini = 0.0 samples = 3 value = [0, 3] 29400->29434 29402 gini = 0.0 samples = 10 value = [0, 10] 29401->29402 29403 x13_3 <= 0.5 gini = 0.169 samples = 43 value = [4, 39] 29401->29403 29404 x7_IL <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 29403->29404 29431 x7_IL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 29403->29431 29405 x14_4 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 29404->29405 29430 gini = 0.0 samples = 1 value = [0, 1] 29404->29430 29406 x7_MN <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 29405->29406 29429 gini = 0.0 samples = 4 value = [0, 4] 29405->29429 29407 log_spend <= 8.896 gini = 0.219 samples = 24 value = [3, 21] 29406->29407 29428 gini = 0.0 samples = 1 value = [0, 1] 29406->29428 29408 x7_MO <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 29407->29408 29427 gini = 0.0 samples = 1 value = [1, 0] 29407->29427 29409 x14_3 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 29408->29409 29426 gini = 0.0 samples = 1 value = [0, 1] 29408->29426 29410 log_spend <= 7.11 gini = 0.124 samples = 15 value = [1, 14] 29409->29410 29419 x7_WA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29409->29419 29411 gini = 0.0 samples = 8 value = [0, 8] 29410->29411 29412 x7_CO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29410->29412 29413 x7_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29412->29413 29418 gini = 0.0 samples = 1 value = [0, 1] 29412->29418 29414 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29413->29414 29417 gini = 0.0 samples = 1 value = [0, 1] 29413->29417 29415 gini = 0.5 samples = 2 value = [1, 1] 29414->29415 29416 gini = 0.0 samples = 3 value = [0, 3] 29414->29416 29420 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29419->29420 29425 gini = 0.0 samples = 1 value = [0, 1] 29419->29425 29421 x7_AL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29420->29421 29424 gini = 0.0 samples = 1 value = [0, 1] 29420->29424 29422 gini = 0.375 samples = 4 value = [1, 3] 29421->29422 29423 gini = 0.0 samples = 1 value = [0, 1] 29421->29423 29432 gini = 0.0 samples = 10 value = [0, 10] 29431->29432 29433 gini = 0.444 samples = 3 value = [1, 2] 29431->29433 29437 x14_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 29436->29437 29448 gini = 0.0 samples = 9 value = [0, 9] 29436->29448 29438 x1_IL <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 29437->29438 29447 gini = 0.0 samples = 1 value = [0, 1] 29437->29447 29439 x0_United States <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 29438->29439 29446 gini = 0.0 samples = 2 value = [0, 2] 29438->29446 29440 gini = 0.0 samples = 1 value = [0, 1] 29439->29440 29441 x14_8 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 29439->29441 29442 gini = 0.0 samples = 15 value = [0, 15] 29441->29442 29443 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29441->29443 29444 gini = 0.0 samples = 4 value = [0, 4] 29443->29444 29445 gini = 0.5 samples = 2 value = [1, 1] 29443->29445 29450 x13_3 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 29449->29450 29465 gini = 0.0 samples = 2 value = [0, 2] 29449->29465 29451 x1_IL <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 29450->29451 29464 gini = 0.0 samples = 2 value = [0, 2] 29450->29464 29452 log_spend <= 4.202 gini = 0.42 samples = 10 value = [3, 7] 29451->29452 29463 gini = 0.0 samples = 1 value = [1, 0] 29451->29463 29453 gini = 0.0 samples = 1 value = [1, 0] 29452->29453 29454 x14_7 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 29452->29454 29455 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 29454->29455 29462 gini = 0.0 samples = 1 value = [0, 1] 29454->29462 29456 gini = 0.0 samples = 1 value = [1, 0] 29455->29456 29457 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29455->29457 29458 x1_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29457->29458 29461 gini = 0.0 samples = 1 value = [0, 1] 29457->29461 29459 gini = 0.0 samples = 5 value = [0, 5] 29458->29459 29460 gini = 0.0 samples = 1 value = [1, 0] 29458->29460 29468 x7_MI <= 0.5 gini = 0.13 samples = 43 value = [3, 40] 29467->29468 29481 gini = 0.0 samples = 1 value = [0, 1] 29467->29481 29469 x1_NJ <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 29468->29469 29480 gini = 0.0 samples = 1 value = [0, 1] 29468->29480 29470 x7_VA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 29469->29470 29475 x14_5 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 29469->29475 29471 x14_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29470->29471 29474 gini = 0.0 samples = 1 value = [1, 0] 29470->29474 29472 gini = 0.0 samples = 9 value = [0, 9] 29471->29472 29473 gini = 0.444 samples = 3 value = [1, 2] 29471->29473 29476 gini = 0.0 samples = 10 value = [0, 10] 29475->29476 29477 log_spend <= 4.598 gini = 0.1 samples = 19 value = [1, 18] 29475->29477 29478 gini = 0.0 samples = 1 value = [1, 0] 29477->29478 29479 gini = 0.0 samples = 18 value = [0, 18] 29477->29479 29483 x7_FL <= 0.5 gini = 0.124 samples = 45 value = [3, 42] 29482->29483 29510 gini = 0.375 samples = 4 value = [1, 3] 29482->29510 29484 x13_2 <= 0.5 gini = 0.13 samples = 43 value = [3, 40] 29483->29484 29509 gini = 0.0 samples = 2 value = [0, 2] 29483->29509 29485 x7_OR <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 29484->29485 29508 gini = 0.0 samples = 7 value = [0, 7] 29484->29508 29486 x7_WA <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 29485->29486 29507 gini = 0.0 samples = 1 value = [0, 1] 29485->29507 29487 x7_AZ <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 29486->29487 29506 gini = 0.0 samples = 1 value = [0, 1] 29486->29506 29488 x13_6 <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 29487->29488 29505 gini = 0.0 samples = 1 value = [0, 1] 29487->29505 29489 x7_MN <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 29488->29489 29504 gini = 0.0 samples = 2 value = [0, 2] 29488->29504 29490 x7_CA <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 29489->29490 29503 gini = 0.0 samples = 1 value = [0, 1] 29489->29503 29491 x13_0 <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 29490->29491 29500 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29490->29500 29492 x9_78 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 29491->29492 29499 gini = 0.0 samples = 7 value = [0, 7] 29491->29499 29493 gini = 0.0 samples = 6 value = [0, 6] 29492->29493 29494 x7_TN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 29492->29494 29495 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29494->29495 29498 gini = 0.0 samples = 1 value = [0, 1] 29494->29498 29496 gini = 0.5 samples = 4 value = [2, 2] 29495->29496 29497 gini = 0.0 samples = 3 value = [0, 3] 29495->29497 29501 gini = 0.0 samples = 7 value = [0, 7] 29500->29501 29502 gini = 0.5 samples = 2 value = [1, 1] 29500->29502 29512 x4_In-kind items and services <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 29511->29512 29517 gini = 0.0 samples = 3 value = [0, 3] 29511->29517 29513 log_spend <= 5.317 gini = 0.064 samples = 30 value = [1, 29] 29512->29513 29516 gini = 0.0 samples = 3 value = [0, 3] 29512->29516 29514 gini = 0.5 samples = 2 value = [1, 1] 29513->29514 29515 gini = 0.0 samples = 28 value = [0, 28] 29513->29515 29519 x7_MO <= 0.5 gini = 0.079 samples = 488 value = [20, 468] 29518->29519 29614 x14_4 <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 29518->29614 29520 x14_8 <= 0.5 gini = 0.08 samples = 481 value = [20, 461] 29519->29520 29613 gini = 0.0 samples = 7 value = [0, 7] 29519->29613 29521 x14_7 <= 0.5 gini = 0.067 samples = 405 value = [14, 391] 29520->29521 29610 x4_In-kind items and services <= 0.5 gini = 0.145 samples = 76 value = [6, 70] 29520->29610 29522 x7_GA <= 0.5 gini = 0.07 samples = 358 value = [13, 345] 29521->29522 29583 x7_NC <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 29521->29583 29523 x14_4 <= 0.5 gini = 0.077 samples = 325 value = [13, 312] 29522->29523 29582 gini = 0.0 samples = 33 value = [0, 33] 29522->29582 29524 x7_IL <= 0.5 gini = 0.09 samples = 255 value = [12, 243] 29523->29524 29575 x7_UT <= 0.5 gini = 0.028 samples = 70 value = [1, 69] 29523->29575 29525 x7_MA <= 0.5 gini = 0.094 samples = 243 value = [12, 231] 29524->29525 29574 gini = 0.0 samples = 12 value = [0, 12] 29524->29574 29526 x7_TN <= 0.5 gini = 0.091 samples = 230 value = [11, 219] 29525->29526 29571 x14_10 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 29525->29571 29527 x7_VA <= 0.5 gini = 0.093 samples = 225 value = [11, 214] 29526->29527 29570 gini = 0.0 samples = 5 value = [0, 5] 29526->29570 29528 x14_10 <= 0.5 gini = 0.095 samples = 219 value = [11, 208] 29527->29528 29569 gini = 0.0 samples = 6 value = [0, 6] 29527->29569 29529 x7_TX <= 0.5 gini = 0.081 samples = 165 value = [7, 158] 29528->29529 29544 x7_AR <= 0.5 gini = 0.137 samples = 54 value = [4, 50] 29528->29544 29530 x4_In-kind items and services <= 0.5 gini = 0.056 samples = 138 value = [4, 134] 29529->29530 29533 x13_2 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 29529->29533 29531 gini = 0.0 samples = 134 value = [0, 134] 29530->29531 29532 gini = 0.0 samples = 4 value = [4, 0] 29530->29532 29534 x13_3 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 29533->29534 29543 gini = 0.0 samples = 10 value = [0, 10] 29533->29543 29535 x13_4 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 29534->29535 29540 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29534->29540 29536 gini = 0.375 samples = 4 value = [1, 3] 29535->29536 29537 log_spend <= 4.468 gini = 0.219 samples = 8 value = [1, 7] 29535->29537 29538 gini = 0.0 samples = 1 value = [1, 0] 29537->29538 29539 gini = 0.0 samples = 7 value = [0, 7] 29537->29539 29541 gini = 0.0 samples = 4 value = [0, 4] 29540->29541 29542 gini = 0.0 samples = 1 value = [1, 0] 29540->29542 29545 x7_TX <= 0.5 gini = 0.14 samples = 53 value = [4, 49] 29544->29545 29568 gini = 0.0 samples = 1 value = [0, 1] 29544->29568 29546 x13_3 <= 0.5 gini = 0.18 samples = 40 value = [4, 36] 29545->29546 29567 gini = 0.0 samples = 13 value = [0, 13] 29545->29567 29547 x7_CO <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 29546->29547 29566 gini = 0.0 samples = 5 value = [0, 5] 29546->29566 29548 x7_LA <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 29547->29548 29565 gini = 0.0 samples = 1 value = [0, 1] 29547->29565 29549 x13_2 <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 29548->29549 29564 gini = 0.0 samples = 2 value = [0, 2] 29548->29564 29550 x13_1 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 29549->29550 29555 x7_AL <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 29549->29555 29551 x7_PA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29550->29551 29554 gini = 0.0 samples = 3 value = [0, 3] 29550->29554 29552 gini = 0.0 samples = 14 value = [0, 14] 29551->29552 29553 gini = 0.5 samples = 2 value = [1, 1] 29551->29553 29556 x7_CA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 29555->29556 29563 gini = 0.0 samples = 1 value = [1, 0] 29555->29563 29557 x4_Cash or cash equivalent <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 29556->29557 29562 gini = 0.0 samples = 3 value = [0, 3] 29556->29562 29558 gini = 0.0 samples = 1 value = [1, 0] 29557->29558 29559 x7_NJ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29557->29559 29560 gini = 0.0 samples = 5 value = [0, 5] 29559->29560 29561 gini = 0.444 samples = 3 value = [1, 2] 29559->29561 29572 gini = 0.0 samples = 11 value = [0, 11] 29571->29572 29573 gini = 0.5 samples = 2 value = [1, 1] 29571->29573 29576 x7_KY <= 0.5 gini = 0.029 samples = 69 value = [1, 68] 29575->29576 29581 gini = 0.0 samples = 1 value = [0, 1] 29575->29581 29577 x4_Cash or cash equivalent <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 29576->29577 29580 gini = 0.0 samples = 2 value = [0, 2] 29576->29580 29578 gini = 0.5 samples = 2 value = [1, 1] 29577->29578 29579 gini = 0.0 samples = 65 value = [0, 65] 29577->29579 29584 x13_4 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 29583->29584 29609 gini = 0.0 samples = 1 value = [0, 1] 29583->29609 29585 x13_2 <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 29584->29585 29608 gini = 0.0 samples = 3 value = [0, 3] 29584->29608 29586 x7_MA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 29585->29586 29607 gini = 0.0 samples = 14 value = [0, 14] 29585->29607 29587 x7_GA <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 29586->29587 29606 gini = 0.0 samples = 3 value = [0, 3] 29586->29606 29588 x7_PA <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 29587->29588 29605 gini = 0.0 samples = 1 value = [0, 1] 29587->29605 29589 x7_OR <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29588->29589 29604 gini = 0.0 samples = 2 value = [0, 2] 29588->29604 29590 x7_LA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 29589->29590 29603 gini = 0.0 samples = 1 value = [0, 1] 29589->29603 29591 x7_FL <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 29590->29591 29602 gini = 0.0 samples = 1 value = [0, 1] 29590->29602 29592 x7_MI <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 29591->29592 29601 gini = 0.0 samples = 2 value = [0, 2] 29591->29601 29593 x7_IA <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 29592->29593 29600 gini = 0.0 samples = 2 value = [0, 2] 29592->29600 29594 log_spend <= 5.384 gini = 0.124 samples = 15 value = [1, 14] 29593->29594 29599 gini = 0.0 samples = 2 value = [0, 2] 29593->29599 29595 log_spend <= 5.188 gini = 0.32 samples = 5 value = [1, 4] 29594->29595 29598 gini = 0.0 samples = 10 value = [0, 10] 29594->29598 29596 gini = 0.0 samples = 2 value = [0, 2] 29595->29596 29597 gini = 0.444 samples = 3 value = [1, 2] 29595->29597 29611 gini = 0.0 samples = 70 value = [0, 70] 29610->29611 29612 gini = 0.0 samples = 6 value = [6, 0] 29610->29612 29615 x14_12 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 29614->29615 29626 gini = 0.0 samples = 6 value = [0, 6] 29614->29626 29616 x13_1 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 29615->29616 29625 gini = 0.0 samples = 2 value = [0, 2] 29615->29625 29617 x14_10 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29616->29617 29624 gini = 0.0 samples = 6 value = [0, 6] 29616->29624 29618 x14_8 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 29617->29618 29623 gini = 0.0 samples = 4 value = [0, 4] 29617->29623 29619 x13_4 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 29618->29619 29622 gini = 0.0 samples = 2 value = [0, 2] 29618->29622 29620 gini = 0.0 samples = 14 value = [0, 14] 29619->29620 29621 gini = 0.444 samples = 3 value = [1, 2] 29619->29621 29630 x14_4 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 29629->29630 29635 gini = 0.0 samples = 1 value = [0, 1] 29629->29635 29631 log_spend <= 6.764 gini = 0.346 samples = 9 value = [2, 7] 29630->29631 29634 gini = 0.0 samples = 2 value = [0, 2] 29630->29634 29632 gini = 0.0 samples = 5 value = [0, 5] 29631->29632 29633 gini = 0.5 samples = 4 value = [2, 2] 29631->29633 29637 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29636->29637 29642 gini = 0.0 samples = 2 value = [0, 2] 29636->29642 29638 log_spend <= 7.18 gini = 0.245 samples = 7 value = [1, 6] 29637->29638 29641 gini = 0.0 samples = 2 value = [0, 2] 29637->29641 29639 gini = 0.0 samples = 4 value = [0, 4] 29638->29639 29640 gini = 0.444 samples = 3 value = [1, 2] 29638->29640 29645 x13_2 <= 0.5 gini = 0.196 samples = 264 value = [29, 235] 29644->29645 29756 x13_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29644->29756 29646 x7_CT <= 0.5 gini = 0.156 samples = 246 value = [21, 225] 29645->29646 29739 x7_NC <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 29645->29739 29647 x7_VA <= 0.5 gini = 0.158 samples = 243 value = [21, 222] 29646->29647 29738 gini = 0.0 samples = 3 value = [0, 3] 29646->29738 29648 x7_NC <= 0.5 gini = 0.153 samples = 240 value = [20, 220] 29647->29648 29737 gini = 0.444 samples = 3 value = [1, 2] 29647->29737 29649 x14_12 <= 0.5 gini = 0.156 samples = 223 value = [19, 204] 29648->29649 29728 x13_3 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 29648->29728 29650 x7_SD <= 0.5 gini = 0.168 samples = 173 value = [16, 157] 29649->29650 29707 x7_MN <= 0.5 gini = 0.113 samples = 50 value = [3, 47] 29649->29707 29651 x14_7 <= 0.5 gini = 0.16 samples = 171 value = [15, 156] 29650->29651 29706 gini = 0.5 samples = 2 value = [1, 1] 29650->29706 29652 x13_4 <= 0.5 gini = 0.18 samples = 140 value = [14, 126] 29651->29652 29701 log_spend <= 7.202 gini = 0.062 samples = 31 value = [1, 30] 29651->29701 29653 x7_TN <= 0.5 gini = 0.203 samples = 87 value = [10, 77] 29652->29653 29690 x5_Drug <= 0.5 gini = 0.14 samples = 53 value = [4, 49] 29652->29690 29654 x7_MI <= 0.5 gini = 0.212 samples = 83 value = [10, 73] 29653->29654 29689 gini = 0.0 samples = 4 value = [0, 4] 29653->29689 29655 x7_WI <= 0.5 gini = 0.182 samples = 79 value = [8, 71] 29654->29655 29688 gini = 0.5 samples = 4 value = [2, 2] 29654->29688 29656 x7_AZ <= 0.5 gini = 0.184 samples = 78 value = [8, 70] 29655->29656 29687 gini = 0.0 samples = 1 value = [0, 1] 29655->29687 29657 x7_UT <= 0.5 gini = 0.165 samples = 77 value = [7, 70] 29656->29657 29686 gini = 0.0 samples = 1 value = [1, 0] 29656->29686 29658 x1_PA <= 0.5 gini = 0.169 samples = 75 value = [7, 68] 29657->29658 29685 gini = 0.0 samples = 2 value = [0, 2] 29657->29685 29659 x7_PA <= 0.5 gini = 0.105 samples = 72 value = [4, 68] 29658->29659 29684 gini = 0.0 samples = 3 value = [3, 0] 29658->29684 29660 x7_MA <= 0.5 gini = 0.106 samples = 71 value = [4, 67] 29659->29660 29683 gini = 0.0 samples = 1 value = [0, 1] 29659->29683 29661 x7_NY <= 0.5 gini = 0.083 samples = 69 value = [3, 66] 29660->29661 29682 gini = 0.5 samples = 2 value = [1, 1] 29660->29682 29662 x13_0 <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 29661->29662 29675 x14_5 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 29661->29675 29663 x7_CA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 29662->29663 29666 x14_4 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29662->29666 29664 gini = 0.0 samples = 39 value = [0, 39] 29663->29664 29665 gini = 0.0 samples = 1 value = [1, 0] 29663->29665 29667 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29666->29667 29674 gini = 0.0 samples = 8 value = [0, 8] 29666->29674 29668 x7_PR <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29667->29668 29673 gini = 0.0 samples = 1 value = [0, 1] 29667->29673 29669 x7_AL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29668->29669 29672 gini = 0.0 samples = 1 value = [0, 1] 29668->29672 29670 gini = 0.0 samples = 5 value = [0, 5] 29669->29670 29671 gini = 0.0 samples = 1 value = [1, 0] 29669->29671 29676 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29675->29676 29681 gini = 0.0 samples = 4 value = [0, 4] 29675->29681 29677 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29676->29677 29680 gini = 0.0 samples = 2 value = [0, 2] 29676->29680 29678 gini = 0.375 samples = 4 value = [1, 3] 29677->29678 29679 gini = 0.0 samples = 3 value = [0, 3] 29677->29679 29691 gini = 0.0 samples = 2 value = [2, 0] 29690->29691 29692 log_spend <= 4.213 gini = 0.075 samples = 51 value = [2, 49] 29690->29692 29693 gini = 0.0 samples = 1 value = [1, 0] 29692->29693 29694 x7_TN <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 29692->29694 29695 log_spend <= 5.873 gini = 0.041 samples = 48 value = [1, 47] 29694->29695 29700 gini = 0.0 samples = 2 value = [0, 2] 29694->29700 29696 x1_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29695->29696 29699 gini = 0.0 samples = 43 value = [0, 43] 29695->29699 29697 gini = 0.0 samples = 4 value = [0, 4] 29696->29697 29698 gini = 0.0 samples = 1 value = [1, 0] 29696->29698 29702 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29701->29702 29705 gini = 0.0 samples = 24 value = [0, 24] 29701->29705 29703 gini = 0.0 samples = 6 value = [0, 6] 29702->29703 29704 gini = 0.0 samples = 1 value = [1, 0] 29702->29704 29708 x7_AZ <= 0.5 gini = 0.115 samples = 49 value = [3, 46] 29707->29708 29727 gini = 0.0 samples = 1 value = [0, 1] 29707->29727 29709 x4_In-kind items and services <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 29708->29709 29726 gini = 0.0 samples = 2 value = [0, 2] 29708->29726 29710 x7_CA <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 29709->29710 29725 gini = 0.0 samples = 2 value = [2, 0] 29709->29725 29711 x7_MA <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 29710->29711 29724 gini = 0.0 samples = 2 value = [0, 2] 29710->29724 29712 x7_WA <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 29711->29712 29723 gini = 0.0 samples = 2 value = [0, 2] 29711->29723 29713 x7_MO <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 29712->29713 29722 gini = 0.0 samples = 2 value = [0, 2] 29712->29722 29714 x7_TX <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 29713->29714 29721 gini = 0.0 samples = 1 value = [0, 1] 29713->29721 29715 x7_AL <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 29714->29715 29720 gini = 0.0 samples = 11 value = [0, 11] 29714->29720 29716 x7_PA <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 29715->29716 29719 gini = 0.0 samples = 3 value = [0, 3] 29715->29719 29717 gini = 0.0 samples = 21 value = [0, 21] 29716->29717 29718 gini = 0.444 samples = 3 value = [1, 2] 29716->29718 29729 x13_0 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29728->29729 29736 gini = 0.0 samples = 6 value = [0, 6] 29728->29736 29730 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29729->29730 29735 gini = 0.0 samples = 2 value = [0, 2] 29729->29735 29731 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29730->29731 29734 gini = 0.0 samples = 2 value = [0, 2] 29730->29734 29732 gini = 0.0 samples = 6 value = [0, 6] 29731->29732 29733 gini = 0.0 samples = 1 value = [1, 0] 29731->29733 29740 x14_8 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 29739->29740 29755 gini = 0.0 samples = 1 value = [1, 0] 29739->29755 29741 x7_WA <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 29740->29741 29754 gini = 0.0 samples = 1 value = [1, 0] 29740->29754 29742 x7_MI <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 29741->29742 29753 gini = 0.0 samples = 1 value = [1, 0] 29741->29753 29743 x1_PA <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 29742->29743 29752 gini = 0.0 samples = 1 value = [1, 0] 29742->29752 29744 x7_PA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 29743->29744 29751 gini = 0.0 samples = 2 value = [2, 0] 29743->29751 29745 x14_10 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 29744->29745 29750 gini = 0.0 samples = 1 value = [0, 1] 29744->29750 29746 x5_Biological <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29745->29746 29749 gini = 0.444 samples = 3 value = [1, 2] 29745->29749 29747 gini = 0.0 samples = 7 value = [0, 7] 29746->29747 29748 gini = 0.0 samples = 1 value = [1, 0] 29746->29748 29757 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 29756->29757 29762 gini = 0.0 samples = 1 value = [0, 1] 29756->29762 29758 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 29757->29758 29761 gini = 0.0 samples = 1 value = [0, 1] 29757->29761 29759 gini = 0.0 samples = 1 value = [1, 0] 29758->29759 29760 gini = 0.375 samples = 4 value = [1, 3] 29758->29760 29764 x7_CO <= 0.5 gini = 0.023 samples = 86 value = [1, 85] 29763->29764 29771 gini = 0.0 samples = 20 value = [0, 20] 29763->29771 29765 x14_8 <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 29764->29765 29770 gini = 0.0 samples = 2 value = [0, 2] 29764->29770 29766 gini = 0.0 samples = 72 value = [0, 72] 29765->29766 29767 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29765->29767 29768 gini = 0.0 samples = 11 value = [0, 11] 29767->29768 29769 gini = 0.0 samples = 1 value = [1, 0] 29767->29769 29773 x7_NC <= 0.5 gini = 0.095 samples = 301 value = [15, 286] 29772->29773 29880 gini = 0.0 samples = 5 value = [0, 5] 29772->29880 29774 x7_CT <= 0.5 gini = 0.1 samples = 285 value = [15, 270] 29773->29774 29879 gini = 0.0 samples = 16 value = [0, 16] 29773->29879 29775 x7_PA <= 0.5 gini = 0.101 samples = 280 value = [15, 265] 29774->29775 29878 gini = 0.0 samples = 5 value = [0, 5] 29774->29878 29776 x7_FL <= 0.5 gini = 0.107 samples = 264 value = [15, 249] 29775->29776 29877 gini = 0.0 samples = 16 value = [0, 16] 29775->29877 29777 x7_MA <= 0.5 gini = 0.099 samples = 249 value = [13, 236] 29776->29777 29866 x1_CA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 29776->29866 29778 x12_100000000228 <= 0.5 gini = 0.104 samples = 236 value = [13, 223] 29777->29778 29865 gini = 0.0 samples = 13 value = [0, 13] 29777->29865 29779 x7_WA <= 0.5 gini = 0.111 samples = 221 value = [13, 208] 29778->29779 29864 gini = 0.0 samples = 15 value = [0, 15] 29778->29864 29780 x17_janssen <= 0.5 gini = 0.115 samples = 212 value = [13, 199] 29779->29780 29863 gini = 0.0 samples = 9 value = [0, 9] 29779->29863 29781 log_spend <= 4.697 gini = 0.099 samples = 191 value = [10, 181] 29780->29781 29850 x7_KY <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 29780->29850 29782 x1_MA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 29781->29782 29791 x7_UT <= 0.5 gini = 0.063 samples = 183 value = [6, 177] 29781->29791 29783 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 29782->29783 29790 gini = 0.0 samples = 1 value = [1, 0] 29782->29790 29784 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 29783->29784 29789 gini = 0.0 samples = 1 value = [1, 0] 29783->29789 29785 x7_AK <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29784->29785 29788 gini = 0.0 samples = 1 value = [1, 0] 29784->29788 29786 gini = 0.0 samples = 4 value = [0, 4] 29785->29786 29787 gini = 0.0 samples = 1 value = [1, 0] 29785->29787 29792 x7_KY <= 0.5 gini = 0.064 samples = 180 value = [6, 174] 29791->29792 29849 gini = 0.0 samples = 3 value = [0, 3] 29791->29849 29793 x7_AZ <= 0.5 gini = 0.065 samples = 178 value = [6, 172] 29792->29793 29848 gini = 0.0 samples = 2 value = [0, 2] 29792->29848 29794 x13_0 <= 0.5 gini = 0.067 samples = 173 value = [6, 167] 29793->29794 29847 gini = 0.0 samples = 5 value = [0, 5] 29793->29847 29795 x17_pfizer <= 0.5 gini = 0.05 samples = 156 value = [4, 152] 29794->29795 29834 x4_Cash or cash equivalent <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 29794->29834 29796 x7_CA <= 0.5 gini = 0.058 samples = 133 value = [4, 129] 29795->29796 29833 gini = 0.0 samples = 23 value = [0, 23] 29795->29833 29797 x7_MO <= 0.5 gini = 0.068 samples = 113 value = [4, 109] 29796->29797 29832 gini = 0.0 samples = 20 value = [0, 20] 29796->29832 29798 x4_Cash or cash equivalent <= 0.5 gini = 0.069 samples = 111 value = [4, 107] 29797->29798 29831 gini = 0.0 samples = 2 value = [0, 2] 29797->29831 29799 x7_MI <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 29798->29799 29808 x13_6 <= 0.5 gini = 0.019 samples = 102 value = [1, 101] 29798->29808 29800 x7_MD <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29799->29800 29807 gini = 0.5 samples = 2 value = [1, 1] 29799->29807 29801 x7_IL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29800->29801 29806 gini = 0.0 samples = 1 value = [1, 0] 29800->29806 29802 x1_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29801->29802 29805 gini = 0.0 samples = 1 value = [0, 1] 29801->29805 29803 gini = 0.0 samples = 3 value = [0, 3] 29802->29803 29804 gini = 0.5 samples = 2 value = [1, 1] 29802->29804 29809 x7_IL <= 0.5 gini = 0.02 samples = 101 value = [1, 100] 29808->29809 29830 gini = 0.0 samples = 1 value = [0, 1] 29808->29830 29810 x13_4 <= 0.5 gini = 0.021 samples = 94 value = [1, 93] 29809->29810 29829 gini = 0.0 samples = 7 value = [0, 7] 29809->29829 29811 log_spend <= 9.037 gini = 0.024 samples = 84 value = [1, 83] 29810->29811 29828 gini = 0.0 samples = 10 value = [0, 10] 29810->29828 29812 gini = 0.0 samples = 55 value = [0, 55] 29811->29812 29813 x1_IL <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 29811->29813 29814 x7_GA <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 29813->29814 29827 gini = 0.0 samples = 2 value = [0, 2] 29813->29827 29815 x13_3 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29814->29815 29826 gini = 0.0 samples = 4 value = [0, 4] 29814->29826 29816 x7_OR <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 29815->29816 29825 gini = 0.0 samples = 3 value = [0, 3] 29815->29825 29817 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 29816->29817 29824 gini = 0.0 samples = 2 value = [0, 2] 29816->29824 29818 x7_TN <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 29817->29818 29823 gini = 0.0 samples = 4 value = [0, 4] 29817->29823 29819 x5_Drug <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29818->29819 29822 gini = 0.0 samples = 2 value = [0, 2] 29818->29822 29820 gini = 0.0 samples = 9 value = [0, 9] 29819->29820 29821 gini = 0.444 samples = 3 value = [1, 2] 29819->29821 29835 x17_other <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29834->29835 29842 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 29834->29842 29836 gini = 0.0 samples = 1 value = [0, 1] 29835->29836 29837 x7_CO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29835->29837 29838 log_spend <= 6.501 gini = 0.32 samples = 5 value = [1, 4] 29837->29838 29841 gini = 0.0 samples = 1 value = [0, 1] 29837->29841 29839 gini = 0.0 samples = 1 value = [1, 0] 29838->29839 29840 gini = 0.0 samples = 4 value = [0, 4] 29838->29840 29843 x7_NY <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29842->29843 29846 gini = 0.0 samples = 1 value = [0, 1] 29842->29846 29844 gini = 0.0 samples = 7 value = [0, 7] 29843->29844 29845 gini = 0.5 samples = 2 value = [1, 1] 29843->29845 29851 x13_2 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 29850->29851 29862 gini = 0.0 samples = 1 value = [0, 1] 29850->29862 29852 x5_Drug <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 29851->29852 29861 gini = 0.0 samples = 2 value = [0, 2] 29851->29861 29853 gini = 0.0 samples = 2 value = [2, 0] 29852->29853 29854 x7_MD <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29852->29854 29855 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 29854->29855 29860 gini = 0.0 samples = 2 value = [0, 2] 29854->29860 29856 x1_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29855->29856 29859 gini = 0.0 samples = 5 value = [0, 5] 29855->29859 29857 gini = 0.0 samples = 8 value = [0, 8] 29856->29857 29858 gini = 0.0 samples = 1 value = [1, 0] 29856->29858 29867 x17_other <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 29866->29867 29876 gini = 0.0 samples = 2 value = [0, 2] 29866->29876 29868 gini = 0.0 samples = 2 value = [0, 2] 29867->29868 29869 x13_2 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 29867->29869 29870 x12_100000000228 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 29869->29870 29875 gini = 0.375 samples = 4 value = [1, 3] 29869->29875 29871 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29870->29871 29874 gini = 0.0 samples = 1 value = [0, 1] 29870->29874 29872 gini = 0.0 samples = 4 value = [0, 4] 29871->29872 29873 gini = 0.5 samples = 2 value = [1, 1] 29871->29873 29884 x7_NC <= 0.5 gini = 0.163 samples = 179 value = [16, 163] 29883->29884 29939 gini = 0.444 samples = 3 value = [1, 2] 29883->29939 29885 x7_NY <= 0.5 gini = 0.166 samples = 175 value = [16, 159] 29884->29885 29938 gini = 0.0 samples = 4 value = [0, 4] 29884->29938 29886 x12_0 <= 0.5 gini = 0.178 samples = 152 value = [15, 137] 29885->29886 29935 x17_janssen <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29885->29935 29887 gini = 0.0 samples = 8 value = [0, 8] 29886->29887 29888 x4_Cash or cash equivalent <= 0.5 gini = 0.187 samples = 144 value = [15, 129] 29886->29888 29889 x17_janssen <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 29888->29889 29898 x1_CA <= 0.5 gini = 0.062 samples = 124 value = [4, 120] 29888->29898 29890 x17_pfizer <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 29889->29890 29897 gini = 0.0 samples = 7 value = [7, 0] 29889->29897 29891 x1_CA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 29890->29891 29894 log_spend <= 6.466 gini = 0.245 samples = 7 value = [1, 6] 29890->29894 29892 gini = 0.444 samples = 3 value = [1, 2] 29891->29892 29893 gini = 0.444 samples = 3 value = [2, 1] 29891->29893 29895 gini = 0.0 samples = 1 value = [1, 0] 29894->29895 29896 gini = 0.0 samples = 6 value = [0, 6] 29894->29896 29899 x7_FL <= 0.5 gini = 0.079 samples = 73 value = [3, 70] 29898->29899 29926 x13_3 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 29898->29926 29900 x17_janssen <= 0.5 gini = 0.086 samples = 67 value = [3, 64] 29899->29900 29925 gini = 0.0 samples = 6 value = [0, 6] 29899->29925 29901 x7_ME <= 0.5 gini = 0.107 samples = 53 value = [3, 50] 29900->29901 29924 gini = 0.0 samples = 14 value = [0, 14] 29900->29924 29902 x13_4 <= 0.5 gini = 0.109 samples = 52 value = [3, 49] 29901->29902 29923 gini = 0.0 samples = 1 value = [0, 1] 29901->29923 29903 x13_3 <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 29902->29903 29918 x7_IL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 29902->29918 29904 x0_United States <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 29903->29904 29917 gini = 0.0 samples = 11 value = [0, 11] 29903->29917 29905 gini = 0.0 samples = 3 value = [0, 3] 29904->29905 29906 x7_MI <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 29904->29906 29907 x7_IL <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 29906->29907 29916 gini = 0.0 samples = 1 value = [0, 1] 29906->29916 29908 x13_2 <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 29907->29908 29915 gini = 0.0 samples = 2 value = [0, 2] 29907->29915 29909 gini = 0.0 samples = 18 value = [0, 18] 29908->29909 29910 x1_CO <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 29908->29910 29911 x5_Biological <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29910->29911 29914 gini = 0.5 samples = 2 value = [1, 1] 29910->29914 29912 gini = 0.0 samples = 1 value = [0, 1] 29911->29912 29913 gini = 0.375 samples = 4 value = [1, 3] 29911->29913 29919 log_spend <= 6.667 gini = 0.219 samples = 8 value = [1, 7] 29918->29919 29922 gini = 0.0 samples = 2 value = [0, 2] 29918->29922 29920 gini = 0.5 samples = 2 value = [1, 1] 29919->29920 29921 gini = 0.0 samples = 6 value = [0, 6] 29919->29921 29927 log_spend <= 7.243 gini = 0.061 samples = 32 value = [1, 31] 29926->29927 29934 gini = 0.0 samples = 19 value = [0, 19] 29926->29934 29928 gini = 0.0 samples = 16 value = [0, 16] 29927->29928 29929 x17_other <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 29927->29929 29930 gini = 0.0 samples = 5 value = [0, 5] 29929->29930 29931 x7_IL <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29929->29931 29932 gini = 0.0 samples = 8 value = [0, 8] 29931->29932 29933 gini = 0.444 samples = 3 value = [1, 2] 29931->29933 29936 gini = 0.0 samples = 19 value = [0, 19] 29935->29936 29937 gini = 0.375 samples = 4 value = [1, 3] 29935->29937 29941 x7_MI <= 0.5 gini = 0.091 samples = 315 value = [15, 300] 29940->29941 30036 gini = 0.0 samples = 7 value = [0, 7] 29940->30036 29942 x7_MA <= 0.5 gini = 0.087 samples = 307 value = [14, 293] 29941->29942 30033 x1_NJ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29941->30033 29943 log_spend <= 4.87 gini = 0.092 samples = 289 value = [14, 275] 29942->29943 30032 gini = 0.0 samples = 18 value = [0, 18] 29942->30032 29944 x4_Cash or cash equivalent <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 29943->29944 29947 x7_KY <= 0.5 gini = 0.049 samples = 281 value = [7, 274] 29943->29947 29945 gini = 0.0 samples = 5 value = [5, 0] 29944->29945 29946 gini = 0.444 samples = 3 value = [2, 1] 29944->29946 29948 x1_NJ <= 0.5 gini = 0.049 samples = 277 value = [7, 270] 29947->29948 30031 gini = 0.0 samples = 4 value = [0, 4] 29947->30031 29949 x7_PA <= 0.5 gini = 0.104 samples = 73 value = [4, 69] 29948->29949 29976 x7_NV <= 0.5 gini = 0.029 samples = 204 value = [3, 201] 29948->29976 29950 x13_3 <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 29949->29950 29975 gini = 0.0 samples = 3 value = [0, 3] 29949->29975 29951 x7_CO <= 0.5 gini = 0.114 samples = 66 value = [4, 62] 29950->29951 29974 gini = 0.0 samples = 4 value = [0, 4] 29950->29974 29952 x7_NC <= 0.5 gini = 0.092 samples = 62 value = [3, 59] 29951->29952 29973 gini = 0.375 samples = 4 value = [1, 3] 29951->29973 29953 x1_CA <= 0.5 gini = 0.094 samples = 61 value = [3, 58] 29952->29953 29972 gini = 0.0 samples = 1 value = [0, 1] 29952->29972 29954 x17_janssen <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 29953->29954 29965 x13_1 <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 29953->29965 29955 x13_0 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 29954->29955 29964 gini = 0.0 samples = 1 value = [1, 0] 29954->29964 29956 x1_IL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 29955->29956 29963 gini = 0.0 samples = 1 value = [0, 1] 29955->29963 29957 gini = 0.0 samples = 2 value = [0, 2] 29956->29957 29958 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29956->29958 29959 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 29958->29959 29962 gini = 0.0 samples = 1 value = [0, 1] 29958->29962 29960 gini = 0.375 samples = 4 value = [1, 3] 29959->29960 29961 gini = 0.0 samples = 1 value = [0, 1] 29959->29961 29966 gini = 0.0 samples = 29 value = [0, 29] 29965->29966 29967 x4_Cash or cash equivalent <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 29965->29967 29968 x17_pfizer <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 29967->29968 29971 gini = 0.0 samples = 16 value = [0, 16] 29967->29971 29969 gini = 0.5 samples = 2 value = [1, 1] 29968->29969 29970 gini = 0.0 samples = 4 value = [0, 4] 29968->29970 29977 x13_6 <= 0.5 gini = 0.029 samples = 203 value = [3, 200] 29976->29977 30030 gini = 0.0 samples = 1 value = [0, 1] 29976->30030 29978 x7_CA <= 0.5 gini = 0.038 samples = 155 value = [3, 152] 29977->29978 30029 gini = 0.0 samples = 48 value = [0, 48] 29977->30029 29979 x7_IN <= 0.5 gini = 0.041 samples = 142 value = [3, 139] 29978->29979 30028 gini = 0.0 samples = 13 value = [0, 13] 29978->30028 29980 x13_0 <= 0.5 gini = 0.043 samples = 136 value = [3, 133] 29979->29980 30027 gini = 0.0 samples = 6 value = [0, 6] 29979->30027 29981 x7_IA <= 0.5 gini = 0.035 samples = 112 value = [2, 110] 29980->29981 30014 x9_78 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 29980->30014 29982 x7_WI <= 0.5 gini = 0.035 samples = 111 value = [2, 109] 29981->29982 30013 gini = 0.0 samples = 1 value = [0, 1] 29981->30013 29983 x7_PA <= 0.5 gini = 0.036 samples = 110 value = [2, 108] 29982->29983 30012 gini = 0.0 samples = 1 value = [0, 1] 29982->30012 29984 x13_3 <= 0.5 gini = 0.039 samples = 101 value = [2, 99] 29983->29984 30011 gini = 0.0 samples = 9 value = [0, 9] 29983->30011 29985 x7_CT <= 0.5 gini = 0.054 samples = 72 value = [2, 70] 29984->29985 30010 gini = 0.0 samples = 29 value = [0, 29] 29984->30010 29986 x5_Drug <= 0.5 gini = 0.056 samples = 69 value = [2, 67] 29985->29986 30009 gini = 0.0 samples = 3 value = [0, 3] 29985->30009 29987 x13_2 <= 0.5 gini = 0.093 samples = 41 value = [2, 39] 29986->29987 30008 gini = 0.0 samples = 28 value = [0, 28] 29986->30008 29988 x7_NY <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 29987->29988 30007 gini = 0.0 samples = 12 value = [0, 12] 29987->30007 29989 x7_FL <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 29988->29989 30006 gini = 0.0 samples = 3 value = [0, 3] 29988->30006 29990 x7_MD <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 29989->29990 30005 gini = 0.444 samples = 3 value = [1, 2] 29989->30005 29991 x13_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 29990->29991 30004 gini = 0.0 samples = 2 value = [0, 2] 29990->30004 29992 gini = 0.0 samples = 8 value = [0, 8] 29991->29992 29993 x7_TN <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 29991->29993 29994 x7_NC <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 29993->29994 30003 gini = 0.0 samples = 1 value = [0, 1] 29993->30003 29995 x7_MO <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 29994->29995 30002 gini = 0.0 samples = 1 value = [0, 1] 29994->30002 29996 x7_GA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 29995->29996 30001 gini = 0.0 samples = 1 value = [0, 1] 29995->30001 29997 log_spend <= 6.955 gini = 0.32 samples = 5 value = [1, 4] 29996->29997 30000 gini = 0.0 samples = 5 value = [0, 5] 29996->30000 29998 gini = 0.0 samples = 1 value = [1, 0] 29997->29998 29999 gini = 0.0 samples = 4 value = [0, 4] 29997->29999 30015 x12_0 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 30014->30015 30026 gini = 0.0 samples = 1 value = [0, 1] 30014->30026 30016 gini = 0.0 samples = 1 value = [0, 1] 30015->30016 30017 x7_AR <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 30015->30017 30018 x7_AL <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 30017->30018 30025 gini = 0.0 samples = 1 value = [0, 1] 30017->30025 30019 x5_Biological <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 30018->30019 30024 gini = 0.0 samples = 1 value = [0, 1] 30018->30024 30020 log_spend <= 6.371 gini = 0.219 samples = 8 value = [1, 7] 30019->30020 30023 gini = 0.0 samples = 12 value = [0, 12] 30019->30023 30021 gini = 0.0 samples = 6 value = [0, 6] 30020->30021 30022 gini = 0.5 samples = 2 value = [1, 1] 30020->30022 30034 gini = 0.5 samples = 2 value = [1, 1] 30033->30034 30035 gini = 0.0 samples = 6 value = [0, 6] 30033->30035 30038 x7_CT <= 0.5 gini = 0.225 samples = 170 value = [22, 148] 30037->30038 30111 gini = 0.0 samples = 8 value = [0, 8] 30037->30111 30039 x4_In-kind items and services <= 0.5 gini = 0.229 samples = 167 value = [22, 145] 30038->30039 30110 gini = 0.0 samples = 3 value = [0, 3] 30038->30110 30040 x0_Barbados <= 0.5 gini = 0.065 samples = 148 value = [5, 143] 30039->30040 30097 x7_IN <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 30039->30097 30041 x13_1 <= 0.5 gini = 0.066 samples = 147 value = [5, 142] 30040->30041 30096 gini = 0.0 samples = 1 value = [0, 1] 30040->30096 30042 x5_Drug <= 0.5 gini = 0.045 samples = 131 value = [3, 128] 30041->30042 30081 x7_WA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 30041->30081 30043 x7_MD <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 30042->30043 30052 x12_0 <= 0.5 gini = 0.034 samples = 116 value = [2, 114] 30042->30052 30044 x7_OR <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 30043->30044 30051 gini = 0.0 samples = 1 value = [0, 1] 30043->30051 30045 x13_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 30044->30045 30050 gini = 0.0 samples = 1 value = [0, 1] 30044->30050 30046 gini = 0.0 samples = 8 value = [0, 8] 30045->30046 30047 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30045->30047 30048 gini = 0.375 samples = 4 value = [1, 3] 30047->30048 30049 gini = 0.0 samples = 1 value = [0, 1] 30047->30049 30053 gini = 0.375 samples = 4 value = [1, 3] 30052->30053 30054 x1_IL <= 0.5 gini = 0.018 samples = 112 value = [1, 111] 30052->30054 30055 x7_AL <= 0.5 gini = 0.018 samples = 110 value = [1, 109] 30054->30055 30080 gini = 0.0 samples = 2 value = [0, 2] 30054->30080 30056 x1_CA <= 0.5 gini = 0.018 samples = 108 value = [1, 107] 30055->30056 30079 gini = 0.0 samples = 2 value = [0, 2] 30055->30079 30057 x7_AR <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 30056->30057 30078 gini = 0.0 samples = 57 value = [0, 57] 30056->30078 30058 x7_IL <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 30057->30058 30077 gini = 0.0 samples = 1 value = [0, 1] 30057->30077 30059 x13_4 <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 30058->30059 30076 gini = 0.0 samples = 2 value = [0, 2] 30058->30076 30060 x7_KY <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 30059->30060 30075 gini = 0.0 samples = 17 value = [0, 17] 30059->30075 30061 x7_FL <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 30060->30061 30074 gini = 0.0 samples = 4 value = [0, 4] 30060->30074 30062 x7_TX <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 30061->30062 30073 gini = 0.0 samples = 1 value = [0, 1] 30061->30073 30063 x7_NC <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 30062->30063 30072 gini = 0.0 samples = 1 value = [0, 1] 30062->30072 30064 x17_janssen <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 30063->30064 30071 gini = 0.0 samples = 1 value = [0, 1] 30063->30071 30065 x7_NY <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 30064->30065 30070 gini = 0.0 samples = 12 value = [0, 12] 30064->30070 30066 x7_TN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 30065->30066 30069 gini = 0.0 samples = 3 value = [0, 3] 30065->30069 30067 gini = 0.0 samples = 7 value = [0, 7] 30066->30067 30068 gini = 0.5 samples = 2 value = [1, 1] 30066->30068 30082 x7_MO <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 30081->30082 30095 gini = 0.0 samples = 1 value = [0, 1] 30081->30095 30083 x7_MA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 30082->30083 30094 gini = 0.0 samples = 1 value = [1, 0] 30082->30094 30084 x7_CO <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 30083->30084 30093 gini = 0.0 samples = 1 value = [0, 1] 30083->30093 30085 x1_CA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 30084->30085 30092 gini = 0.0 samples = 3 value = [0, 3] 30084->30092 30086 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30085->30086 30091 gini = 0.0 samples = 3 value = [0, 3] 30085->30091 30087 x7_NV <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30086->30087 30090 gini = 0.0 samples = 1 value = [0, 1] 30086->30090 30088 gini = 0.0 samples = 5 value = [0, 5] 30087->30088 30089 gini = 0.0 samples = 1 value = [1, 0] 30087->30089 30098 x13_1 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 30097->30098 30109 gini = 0.0 samples = 1 value = [1, 0] 30097->30109 30099 x1_NJ <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 30098->30099 30108 gini = 0.0 samples = 3 value = [3, 0] 30098->30108 30100 gini = 0.0 samples = 5 value = [5, 0] 30099->30100 30101 x5_Drug <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 30099->30101 30102 gini = 0.0 samples = 1 value = [0, 1] 30101->30102 30103 x7_WA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 30101->30103 30104 x9_78 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 30103->30104 30107 gini = 0.0 samples = 1 value = [1, 0] 30103->30107 30105 gini = 0.375 samples = 4 value = [3, 1] 30104->30105 30106 gini = 0.0 samples = 4 value = [4, 0] 30104->30106 30113 gini = 0.375 samples = 4 value = [3, 1] 30112->30113 30114 x14_5 <= 0.5 gini = 0.145 samples = 76 value = [6, 70] 30112->30114 30115 x1_PA <= 0.5 gini = 0.106 samples = 71 value = [4, 67] 30114->30115 30144 x1_NJ <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 30114->30144 30116 x12_0 <= 0.5 gini = 0.083 samples = 69 value = [3, 66] 30115->30116 30143 gini = 0.5 samples = 2 value = [1, 1] 30115->30143 30117 gini = 0.0 samples = 5 value = [0, 5] 30116->30117 30118 log_spend <= 6.898 gini = 0.089 samples = 64 value = [3, 61] 30116->30118 30119 x14_10 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 30118->30119 30132 x13_2 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 30118->30132 30120 x17_janssen <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 30119->30120 30131 gini = 0.0 samples = 2 value = [0, 2] 30119->30131 30121 x14_6 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 30120->30121 30130 gini = 0.375 samples = 4 value = [1, 3] 30120->30130 30122 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30121->30122 30129 gini = 0.0 samples = 1 value = [0, 1] 30121->30129 30123 x13_1 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 30122->30123 30128 gini = 0.0 samples = 2 value = [0, 2] 30122->30128 30124 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30123->30124 30127 gini = 0.0 samples = 2 value = [0, 2] 30123->30127 30125 gini = 0.0 samples = 5 value = [0, 5] 30124->30125 30126 gini = 0.5 samples = 2 value = [1, 1] 30124->30126 30133 x17_other <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 30132->30133 30142 gini = 0.0 samples = 2 value = [0, 2] 30132->30142 30134 gini = 0.0 samples = 22 value = [0, 22] 30133->30134 30135 x13_3 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 30133->30135 30136 gini = 0.0 samples = 13 value = [0, 13] 30135->30136 30137 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 30135->30137 30138 log_spend <= 8.487 gini = 0.32 samples = 5 value = [1, 4] 30137->30138 30141 gini = 0.0 samples = 4 value = [0, 4] 30137->30141 30139 gini = 0.0 samples = 2 value = [0, 2] 30138->30139 30140 gini = 0.444 samples = 3 value = [1, 2] 30138->30140 30145 gini = 0.5 samples = 4 value = [2, 2] 30144->30145 30146 gini = 0.0 samples = 1 value = [0, 1] 30144->30146 30148 x7_TN <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 30147->30148 30157 gini = 0.0 samples = 1 value = [0, 1] 30147->30157 30149 x10_6 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 30148->30149 30156 gini = 0.0 samples = 2 value = [0, 2] 30148->30156 30150 gini = 0.0 samples = 14 value = [0, 14] 30149->30150 30151 x14_12 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30149->30151 30152 x7_MI <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 30151->30152 30155 gini = 0.0 samples = 2 value = [0, 2] 30151->30155 30153 gini = 0.0 samples = 8 value = [0, 8] 30152->30153 30154 gini = 0.0 samples = 1 value = [1, 0] 30152->30154 30159 gini = 0.375 samples = 4 value = [1, 3] 30158->30159 30160 gini = 0.0 samples = 1 value = [1, 0] 30158->30160 30164 x7_NJ <= 0.5 gini = 0.008 samples = 257 value = [1, 256] 30163->30164 30189 gini = 0.0 samples = 8 value = [0, 8] 30163->30189 30165 x14_4 <= 0.5 gini = 0.008 samples = 250 value = [1, 249] 30164->30165 30188 gini = 0.0 samples = 7 value = [0, 7] 30164->30188 30166 x14_3 <= 0.5 gini = 0.009 samples = 224 value = [1, 223] 30165->30166 30187 gini = 0.0 samples = 26 value = [0, 26] 30165->30187 30167 x14_1 <= 0.5 gini = 0.009 samples = 212 value = [1, 211] 30166->30167 30186 gini = 0.0 samples = 12 value = [0, 12] 30166->30186 30168 x7_KS <= 0.5 gini = 0.011 samples = 187 value = [1, 186] 30167->30168 30185 gini = 0.0 samples = 25 value = [0, 25] 30167->30185 30169 x14_10 <= 0.5 gini = 0.011 samples = 186 value = [1, 185] 30168->30169 30184 gini = 0.0 samples = 1 value = [0, 1] 30168->30184 30170 x7_FL <= 0.5 gini = 0.012 samples = 160 value = [1, 159] 30169->30170 30183 gini = 0.0 samples = 26 value = [0, 26] 30169->30183 30171 x7_OR <= 0.5 gini = 0.013 samples = 150 value = [1, 149] 30170->30171 30182 gini = 0.0 samples = 10 value = [0, 10] 30170->30182 30172 x7_MA <= 0.5 gini = 0.013 samples = 149 value = [1, 148] 30171->30172 30181 gini = 0.0 samples = 1 value = [0, 1] 30171->30181 30173 x7_CA <= 0.5 gini = 0.014 samples = 145 value = [1, 144] 30172->30173 30180 gini = 0.0 samples = 4 value = [0, 4] 30172->30180 30174 gini = 0.0 samples = 129 value = [0, 129] 30173->30174 30175 x13_3 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 30173->30175 30176 x15_Other <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 30175->30176 30179 gini = 0.0 samples = 1 value = [0, 1] 30175->30179 30177 gini = 0.0 samples = 14 value = [0, 14] 30176->30177 30178 gini = 0.0 samples = 1 value = [1, 0] 30176->30178 30191 x13_3 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 30190->30191 30198 gini = 0.0 samples = 3 value = [0, 3] 30190->30198 30192 gini = 0.0 samples = 26 value = [0, 26] 30191->30192 30193 x5_Drug <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30191->30193 30194 gini = 0.0 samples = 1 value = [0, 1] 30193->30194 30195 x1_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30193->30195 30196 gini = 0.0 samples = 4 value = [0, 4] 30195->30196 30197 gini = 0.0 samples = 1 value = [1, 0] 30195->30197 30200 x15_Other <= 0.5 gini = 0.213 samples = 214 value = [26, 188] 30199->30200 30301 x4_In-kind items and services <= 0.5 gini = 0.3 samples = 49 value = [9, 40] 30199->30301 30201 x17_pfizer <= 0.5 gini = 0.203 samples = 201 value = [23, 178] 30200->30201 30294 x1_CA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 30200->30294 30202 x7_NJ <= 0.5 gini = 0.211 samples = 192 value = [23, 169] 30201->30202 30293 gini = 0.0 samples = 9 value = [0, 9] 30201->30293 30203 log_spend <= 4.755 gini = 0.198 samples = 188 value = [21, 167] 30202->30203 30292 gini = 0.5 samples = 4 value = [2, 2] 30202->30292 30204 x15_biooncology <= 0.5 gini = 0.497 samples = 24 value = [11, 13] 30203->30204 30229 x7_IL <= 0.5 gini = 0.115 samples = 164 value = [10, 154] 30203->30229 30205 x4_Cash or cash equivalent <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 30204->30205 30228 gini = 0.0 samples = 4 value = [0, 4] 30204->30228 30206 x13_1 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 30205->30206 30217 x1_PA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 30205->30217 30207 x1_IL <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 30206->30207 30216 gini = 0.0 samples = 1 value = [0, 1] 30206->30216 30208 x17_janssen <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 30207->30208 30215 gini = 0.0 samples = 3 value = [3, 0] 30207->30215 30209 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 30208->30209 30214 gini = 0.0 samples = 1 value = [1, 0] 30208->30214 30210 x1_NJ <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 30209->30210 30213 gini = 0.0 samples = 1 value = [1, 0] 30209->30213 30211 gini = 0.0 samples = 2 value = [2, 0] 30210->30211 30212 gini = 0.444 samples = 3 value = [1, 2] 30210->30212 30218 x7_OH <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 30217->30218 30227 gini = 0.0 samples = 1 value = [1, 0] 30217->30227 30219 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30218->30219 30226 gini = 0.0 samples = 1 value = [0, 1] 30218->30226 30220 x12_100000000228 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 30219->30220 30225 gini = 0.0 samples = 1 value = [0, 1] 30219->30225 30221 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 30220->30221 30224 gini = 0.0 samples = 1 value = [0, 1] 30220->30224 30222 gini = 0.5 samples = 4 value = [2, 2] 30221->30222 30223 gini = 0.0 samples = 1 value = [0, 1] 30221->30223 30230 x0_United States <= 0.5 gini = 0.119 samples = 158 value = [10, 148] 30229->30230 30291 gini = 0.0 samples = 6 value = [0, 6] 30229->30291 30231 gini = 0.0 samples = 1 value = [0, 1] 30230->30231 30232 log_spend <= 13.735 gini = 0.119 samples = 157 value = [10, 147] 30230->30232 30233 x7_IN <= 0.5 gini = 0.109 samples = 156 value = [9, 147] 30232->30233 30290 gini = 0.0 samples = 1 value = [1, 0] 30232->30290 30234 x7_KS <= 0.5 gini = 0.099 samples = 153 value = [8, 145] 30233->30234 30289 gini = 0.444 samples = 3 value = [1, 2] 30233->30289 30235 x7_MN <= 0.5 gini = 0.1 samples = 151 value = [8, 143] 30234->30235 30288 gini = 0.0 samples = 2 value = [0, 2] 30234->30288 30236 x7_TN <= 0.5 gini = 0.104 samples = 145 value = [8, 137] 30235->30236 30287 gini = 0.0 samples = 6 value = [0, 6] 30235->30287 30237 x12_100000000228 <= 0.5 gini = 0.108 samples = 140 value = [8, 132] 30236->30237 30286 gini = 0.0 samples = 5 value = [0, 5] 30236->30286 30238 x4_In-kind items and services <= 0.5 gini = 0.1 samples = 132 value = [7, 125] 30237->30238 30283 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30237->30283 30239 x7_MI <= 0.5 gini = 0.089 samples = 128 value = [6, 122] 30238->30239 30282 gini = 0.375 samples = 4 value = [1, 3] 30238->30282 30240 x7_UT <= 0.5 gini = 0.098 samples = 116 value = [6, 110] 30239->30240 30281 gini = 0.0 samples = 12 value = [0, 12] 30239->30281 30241 x7_HI <= 0.5 gini = 0.1 samples = 114 value = [6, 108] 30240->30241 30280 gini = 0.0 samples = 2 value = [0, 2] 30240->30280 30242 x12_100000000089 <= 0.5 gini = 0.101 samples = 113 value = [6, 107] 30241->30242 30279 gini = 0.0 samples = 1 value = [0, 1] 30241->30279 30243 x7_NE <= 0.5 gini = 0.113 samples = 100 value = [6, 94] 30242->30243 30278 gini = 0.0 samples = 13 value = [0, 13] 30242->30278 30244 x7_KY <= 0.5 gini = 0.114 samples = 99 value = [6, 93] 30243->30244 30277 gini = 0.0 samples = 1 value = [0, 1] 30243->30277 30245 x1_CO <= 0.5 gini = 0.115 samples = 98 value = [6, 92] 30244->30245 30276 gini = 0.0 samples = 1 value = [0, 1] 30244->30276 30246 x7_FL <= 0.5 gini = 0.175 samples = 62 value = [6, 56] 30245->30246 30275 gini = 0.0 samples = 36 value = [0, 36] 30245->30275 30247 x7_OH <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 30246->30247 30272 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30246->30272 30248 x13_1 <= 0.5 gini = 0.174 samples = 52 value = [5, 47] 30247->30248 30271 gini = 0.0 samples = 4 value = [0, 4] 30247->30271 30249 x13_3 <= 0.5 gini = 0.198 samples = 45 value = [5, 40] 30248->30249 30270 gini = 0.0 samples = 7 value = [0, 7] 30248->30270 30250 x7_WI <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 30249->30250 30261 log_spend <= 7.274 gini = 0.278 samples = 18 value = [3, 15] 30249->30261 30251 x13_2 <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 30250->30251 30260 gini = 0.0 samples = 1 value = [0, 1] 30250->30260 30252 gini = 0.0 samples = 4 value = [0, 4] 30251->30252 30253 x5_Biological <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 30251->30253 30254 x7_NY <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 30253->30254 30257 x7_MD <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30253->30257 30255 gini = 0.0 samples = 16 value = [0, 16] 30254->30255 30256 gini = 0.0 samples = 1 value = [1, 0] 30254->30256 30258 gini = 0.0 samples = 4 value = [0, 4] 30257->30258 30259 gini = 0.0 samples = 1 value = [1, 0] 30257->30259 30262 log_spend <= 7.072 gini = 0.444 samples = 6 value = [2, 4] 30261->30262 30265 log_spend <= 8.445 gini = 0.153 samples = 12 value = [1, 11] 30261->30265 30263 gini = 0.0 samples = 4 value = [0, 4] 30262->30263 30264 gini = 0.0 samples = 2 value = [2, 0] 30262->30264 30266 x1_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30265->30266 30269 gini = 0.0 samples = 6 value = [0, 6] 30265->30269 30267 gini = 0.0 samples = 3 value = [0, 3] 30266->30267 30268 gini = 0.444 samples = 3 value = [1, 2] 30266->30268 30273 gini = 0.0 samples = 2 value = [0, 2] 30272->30273 30274 gini = 0.375 samples = 4 value = [1, 3] 30272->30274 30284 gini = 0.375 samples = 4 value = [1, 3] 30283->30284 30285 gini = 0.0 samples = 4 value = [0, 4] 30283->30285 30295 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 30294->30295 30300 gini = 0.0 samples = 5 value = [0, 5] 30294->30300 30296 gini = 0.444 samples = 3 value = [2, 1] 30295->30296 30297 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30295->30297 30298 gini = 0.375 samples = 4 value = [1, 3] 30297->30298 30299 gini = 0.0 samples = 1 value = [0, 1] 30297->30299 30302 x7_TN <= 0.5 gini = 0.165 samples = 44 value = [4, 40] 30301->30302 30319 gini = 0.0 samples = 5 value = [5, 0] 30301->30319 30303 x12_100000000089 <= 0.5 gini = 0.176 samples = 41 value = [4, 37] 30302->30303 30318 gini = 0.0 samples = 3 value = [0, 3] 30302->30318 30304 x7_NE <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 30303->30304 30317 gini = 0.0 samples = 22 value = [0, 22] 30303->30317 30305 x7_MI <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 30304->30305 30316 gini = 0.0 samples = 2 value = [0, 2] 30304->30316 30306 x17_janssen <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 30305->30306 30315 gini = 0.5 samples = 2 value = [1, 1] 30305->30315 30307 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 30306->30307 30314 gini = 0.0 samples = 8 value = [0, 8] 30306->30314 30308 x1_IL <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 30307->30308 30313 gini = 0.0 samples = 1 value = [0, 1] 30307->30313 30309 x5_Biological <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 30308->30309 30312 gini = 0.0 samples = 1 value = [0, 1] 30308->30312 30310 gini = 0.375 samples = 4 value = [3, 1] 30309->30310 30311 gini = 0.0 samples = 1 value = [0, 1] 30309->30311 30322 x14_6 <= 0.5 gini = 0.5 samples = 28 value = [14, 14] 30321->30322 30343 x1_NJ <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 30321->30343 30323 x7_MD <= 0.5 gini = 0.5 samples = 26 value = [13, 13] 30322->30323 30342 gini = 0.5 samples = 2 value = [1, 1] 30322->30342 30324 x14_5 <= 0.5 gini = 0.499 samples = 25 value = [13, 12] 30323->30324 30341 gini = 0.0 samples = 1 value = [0, 1] 30323->30341 30325 x14_10 <= 0.5 gini = 0.499 samples = 21 value = [10, 11] 30324->30325 30340 gini = 0.375 samples = 4 value = [3, 1] 30324->30340 30326 x13_1 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 30325->30326 30339 gini = 0.0 samples = 4 value = [0, 4] 30325->30339 30327 x7_IN <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 30326->30327 30338 gini = 0.5 samples = 4 value = [2, 2] 30326->30338 30328 x14_3 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 30327->30328 30337 gini = 0.0 samples = 1 value = [0, 1] 30327->30337 30329 x7_TX <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 30328->30329 30336 gini = 0.5 samples = 4 value = [2, 2] 30328->30336 30330 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 30329->30330 30335 gini = 0.0 samples = 1 value = [0, 1] 30329->30335 30331 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 30330->30331 30334 gini = 0.0 samples = 2 value = [2, 0] 30330->30334 30332 gini = 0.444 samples = 3 value = [2, 1] 30331->30332 30333 gini = 0.0 samples = 2 value = [2, 0] 30331->30333 30344 x7_IL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 30343->30344 30349 x7_NJ <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30343->30349 30345 x14_7 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 30344->30345 30348 gini = 0.0 samples = 2 value = [2, 0] 30344->30348 30346 gini = 0.375 samples = 4 value = [3, 1] 30345->30346 30347 gini = 0.0 samples = 1 value = [0, 1] 30345->30347 30350 gini = 0.0 samples = 10 value = [0, 10] 30349->30350 30351 gini = 0.0 samples = 1 value = [1, 0] 30349->30351 30353 x13_1 <= 0.5 gini = 0.031 samples = 1226 value = [19, 1207] 30352->30353 30512 x13_0 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 30352->30512 30354 x7_WA <= 0.5 gini = 0.03 samples = 1130 value = [17, 1113] 30353->30354 30475 x7_IN <= 0.5 gini = 0.041 samples = 96 value = [2, 94] 30353->30475 30355 x7_RI <= 0.5 gini = 0.028 samples = 1123 value = [16, 1107] 30354->30355 30468 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30354->30468 30356 x9_0 <= 0.5 gini = 0.029 samples = 1106 value = [16, 1090] 30355->30356 30467 gini = 0.0 samples = 17 value = [0, 17] 30355->30467 30357 x7_OH <= 0.5 gini = 0.015 samples = 820 value = [6, 814] 30356->30357 30424 x7_CA <= 0.5 gini = 0.067 samples = 286 value = [10, 276] 30356->30424 30358 x7_MD <= 0.5 gini = 0.015 samples = 805 value = [6, 799] 30357->30358 30423 gini = 0.0 samples = 15 value = [0, 15] 30357->30423 30359 x7_MA <= 0.5 gini = 0.015 samples = 801 value = [6, 795] 30358->30359 30422 gini = 0.0 samples = 4 value = [0, 4] 30358->30422 30360 x7_IL <= 0.5 gini = 0.017 samples = 681 value = [6, 675] 30359->30360 30421 gini = 0.0 samples = 120 value = [0, 120] 30359->30421 30361 x13_3 <= 0.5 gini = 0.019 samples = 631 value = [6, 625] 30360->30361 30420 gini = 0.0 samples = 50 value = [0, 50] 30360->30420 30362 x7_SD <= 0.5 gini = 0.017 samples = 568 value = [5, 563] 30361->30362 30411 x14_3 <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 30361->30411 30363 x7_NC <= 0.5 gini = 0.018 samples = 563 value = [5, 558] 30362->30363 30410 gini = 0.0 samples = 5 value = [0, 5] 30362->30410 30364 x7_DC <= 0.5 gini = 0.018 samples = 546 value = [5, 541] 30363->30364 30409 gini = 0.0 samples = 17 value = [0, 17] 30363->30409 30365 x14_5 <= 0.5 gini = 0.018 samples = 536 value = [5, 531] 30364->30365 30408 gini = 0.0 samples = 10 value = [0, 10] 30364->30408 30366 x7_TN <= 0.5 gini = 0.019 samples = 509 value = [5, 504] 30365->30366 30407 gini = 0.0 samples = 27 value = [0, 27] 30365->30407 30367 x7_PA <= 0.5 gini = 0.02 samples = 506 value = [5, 501] 30366->30367 30406 gini = 0.0 samples = 3 value = [0, 3] 30366->30406 30368 x14_9 <= 0.5 gini = 0.012 samples = 504 value = [3, 501] 30367->30368 30405 gini = 0.0 samples = 2 value = [2, 0] 30367->30405 30369 x7_SC <= 0.5 gini = 0.013 samples = 456 value = [3, 453] 30368->30369 30404 gini = 0.0 samples = 48 value = [0, 48] 30368->30404 30370 x7_NH <= 0.5 gini = 0.009 samples = 450 value = [2, 448] 30369->30370 30401 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30369->30401 30371 x4_Cash or cash equivalent <= 0.5 gini = 0.009 samples = 420 value = [2, 418] 30370->30371 30400 gini = 0.0 samples = 30 value = [0, 30] 30370->30400 30372 x14_8 <= 0.5 gini = 0.04 samples = 97 value = [2, 95] 30371->30372 30399 gini = 0.0 samples = 323 value = [0, 323] 30371->30399 30373 x7_OR <= 0.5 gini = 0.043 samples = 90 value = [2, 88] 30372->30373 30398 gini = 0.0 samples = 7 value = [0, 7] 30372->30398 30374 x7_MO <= 0.5 gini = 0.044 samples = 89 value = [2, 87] 30373->30374 30397 gini = 0.0 samples = 1 value = [0, 1] 30373->30397 30375 x13_4 <= 0.5 gini = 0.049 samples = 80 value = [2, 78] 30374->30375 30396 gini = 0.0 samples = 9 value = [0, 9] 30374->30396 30376 x14_1 <= 0.5 gini = 0.029 samples = 67 value = [1, 66] 30375->30376 30393 x7_AZ <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 30375->30393 30377 x14_12 <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 30376->30377 30392 gini = 0.0 samples = 18 value = [0, 18] 30376->30392 30378 x7_CO <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 30377->30378 30391 gini = 0.0 samples = 1 value = [0, 1] 30377->30391 30379 x7_KY <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 30378->30379 30390 gini = 0.0 samples = 4 value = [0, 4] 30378->30390 30380 x7_UT <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 30379->30380 30389 gini = 0.0 samples = 1 value = [0, 1] 30379->30389 30381 x7_CT <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 30380->30381 30388 gini = 0.0 samples = 1 value = [0, 1] 30380->30388 30382 x14_2 <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 30381->30382 30387 gini = 0.0 samples = 1 value = [0, 1] 30381->30387 30383 gini = 0.0 samples = 30 value = [0, 30] 30382->30383 30384 x13_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30382->30384 30385 gini = 0.444 samples = 3 value = [1, 2] 30384->30385 30386 gini = 0.0 samples = 8 value = [0, 8] 30384->30386 30394 gini = 0.0 samples = 12 value = [0, 12] 30393->30394 30395 gini = 0.0 samples = 1 value = [1, 0] 30393->30395 30402 gini = 0.375 samples = 4 value = [1, 3] 30401->30402 30403 gini = 0.0 samples = 2 value = [0, 2] 30401->30403 30412 x14_10 <= 0.5 gini = 0.034 samples = 57 value = [1, 56] 30411->30412 30419 gini = 0.0 samples = 6 value = [0, 6] 30411->30419 30413 x7_CA <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 30412->30413 30418 gini = 0.0 samples = 3 value = [0, 3] 30412->30418 30414 gini = 0.0 samples = 34 value = [0, 34] 30413->30414 30415 x4_Cash or cash equivalent <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 30413->30415 30416 gini = 0.375 samples = 4 value = [1, 3] 30415->30416 30417 gini = 0.0 samples = 16 value = [0, 16] 30415->30417 30425 x7_LA <= 0.5 gini = 0.053 samples = 255 value = [7, 248] 30424->30425 30460 x14_3 <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 30424->30460 30426 x13_0 <= 0.5 gini = 0.046 samples = 254 value = [6, 248] 30425->30426 30459 gini = 0.0 samples = 1 value = [1, 0] 30425->30459 30427 x7_MD <= 0.5 gini = 0.038 samples = 209 value = [4, 205] 30426->30427 30446 x14_12 <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 30426->30446 30428 x7_GA <= 0.5 gini = 0.042 samples = 188 value = [4, 184] 30427->30428 30445 gini = 0.0 samples = 21 value = [0, 21] 30427->30445 30429 x7_CO <= 0.5 gini = 0.043 samples = 184 value = [4, 180] 30428->30429 30444 gini = 0.0 samples = 4 value = [0, 4] 30428->30444 30430 x7_FL <= 0.5 gini = 0.044 samples = 178 value = [4, 174] 30429->30430 30443 gini = 0.0 samples = 6 value = [0, 6] 30429->30443 30431 x7_IN <= 0.5 gini = 0.033 samples = 177 value = [3, 174] 30430->30431 30442 gini = 0.0 samples = 1 value = [1, 0] 30430->30442 30432 x14_3 <= 0.5 gini = 0.035 samples = 166 value = [3, 163] 30431->30432 30441 gini = 0.0 samples = 11 value = [0, 11] 30431->30441 30433 x4_In-kind items and services <= 0.5 gini = 0.012 samples = 159 value = [1, 158] 30432->30433 30436 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30432->30436 30434 gini = 0.0 samples = 155 value = [0, 155] 30433->30434 30435 gini = 0.375 samples = 4 value = [1, 3] 30433->30435 30437 gini = 0.0 samples = 2 value = [0, 2] 30436->30437 30438 log_spend <= 8.171 gini = 0.48 samples = 5 value = [2, 3] 30436->30438 30439 gini = 0.0 samples = 2 value = [0, 2] 30438->30439 30440 gini = 0.444 samples = 3 value = [2, 1] 30438->30440 30447 x14_9 <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 30446->30447 30454 x7_GA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30446->30454 30448 x14_3 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 30447->30448 30453 gini = 0.0 samples = 3 value = [0, 3] 30447->30453 30449 x4_Cash or cash equivalent <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 30448->30449 30452 gini = 0.0 samples = 3 value = [0, 3] 30448->30452 30450 gini = 0.0 samples = 1 value = [1, 0] 30449->30450 30451 gini = 0.0 samples = 30 value = [0, 30] 30449->30451 30455 x7_OR <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30454->30455 30458 gini = 0.0 samples = 1 value = [0, 1] 30454->30458 30456 gini = 0.0 samples = 6 value = [0, 6] 30455->30456 30457 gini = 0.0 samples = 1 value = [1, 0] 30455->30457 30461 x14_9 <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 30460->30461 30466 gini = 0.0 samples = 5 value = [0, 5] 30460->30466 30462 log_spend <= 5.498 gini = 0.165 samples = 22 value = [2, 20] 30461->30462 30465 gini = 0.375 samples = 4 value = [1, 3] 30461->30465 30463 gini = 0.0 samples = 2 value = [2, 0] 30462->30463 30464 gini = 0.0 samples = 20 value = [0, 20] 30462->30464 30469 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30468->30469 30474 gini = 0.0 samples = 1 value = [0, 1] 30468->30474 30470 x9_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30469->30470 30473 gini = 0.0 samples = 1 value = [0, 1] 30469->30473 30471 gini = 0.375 samples = 4 value = [1, 3] 30470->30471 30472 gini = 0.0 samples = 1 value = [0, 1] 30470->30472 30476 x9_69 <= 0.5 gini = 0.044 samples = 88 value = [2, 86] 30475->30476 30511 gini = 0.0 samples = 8 value = [0, 8] 30475->30511 30477 x14_3 <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 30476->30477 30498 x4_Cash or cash equivalent <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 30476->30498 30478 x14_11 <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 30477->30478 30497 gini = 0.0 samples = 10 value = [0, 10] 30477->30497 30479 x7_MI <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 30478->30479 30496 gini = 0.0 samples = 6 value = [0, 6] 30478->30496 30480 x14_2 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 30479->30480 30495 gini = 0.0 samples = 3 value = [0, 3] 30479->30495 30481 x14_1 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 30480->30481 30494 gini = 0.0 samples = 7 value = [0, 7] 30480->30494 30482 log_spend <= 6.865 gini = 0.077 samples = 25 value = [1, 24] 30481->30482 30493 gini = 0.0 samples = 4 value = [0, 4] 30481->30493 30483 gini = 0.0 samples = 13 value = [0, 13] 30482->30483 30484 x7_CO <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 30482->30484 30485 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30484->30485 30492 gini = 0.0 samples = 1 value = [0, 1] 30484->30492 30486 x14_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30485->30486 30491 gini = 0.0 samples = 3 value = [0, 3] 30485->30491 30487 log_spend <= 6.981 gini = 0.245 samples = 7 value = [1, 6] 30486->30487 30490 gini = 0.0 samples = 1 value = [0, 1] 30486->30490 30488 gini = 0.0 samples = 1 value = [1, 0] 30487->30488 30489 gini = 0.0 samples = 6 value = [0, 6] 30487->30489 30499 gini = 0.0 samples = 22 value = [0, 22] 30498->30499 30500 x14_11 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30498->30500 30501 x7_CO <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 30500->30501 30510 gini = 0.0 samples = 2 value = [0, 2] 30500->30510 30502 x7_TX <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30501->30502 30509 gini = 0.0 samples = 1 value = [0, 1] 30501->30509 30503 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30502->30503 30508 gini = 0.0 samples = 1 value = [0, 1] 30502->30508 30504 x7_WV <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30503->30504 30507 gini = 0.0 samples = 2 value = [0, 2] 30503->30507 30505 gini = 0.375 samples = 4 value = [1, 3] 30504->30505 30506 gini = 0.0 samples = 1 value = [0, 1] 30504->30506 30513 x7_FL <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 30512->30513 30522 gini = 0.0 samples = 1 value = [0, 1] 30512->30522 30514 x7_SC <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 30513->30514 30521 gini = 0.0 samples = 1 value = [0, 1] 30513->30521 30515 x13_1 <= 0.5 gini = 0.057 samples = 34 value = [1, 33] 30514->30515 30520 gini = 0.0 samples = 3 value = [0, 3] 30514->30520 30516 gini = 0.0 samples = 29 value = [0, 29] 30515->30516 30517 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30515->30517 30518 gini = 0.0 samples = 2 value = [0, 2] 30517->30518 30519 gini = 0.444 samples = 3 value = [1, 2] 30517->30519 30525 x10_140 <= 0.5 gini = 0.397 samples = 802 value = [583, 219] 30524->30525 30616 x15_cardiovascular & metabolism <= 0.5 gini = 0.459 samples = 87 value = [31, 56] 30524->30616 30526 x7_MN <= 0.5 gini = 0.458 samples = 609 value = [393, 216] 30525->30526 30609 x7_MS <= 0.5 gini = 0.031 samples = 193 value = [190, 3] 30525->30609 30527 x12_0 <= 0.5 gini = 0.456 samples = 605 value = [392, 213] 30526->30527 30608 gini = 0.375 samples = 4 value = [1, 3] 30526->30608 30528 gini = 0.0 samples = 336 value = [336, 0] 30527->30528 30529 x7_MI <= 0.5 gini = 0.33 samples = 269 value = [56, 213] 30527->30529 30530 x7_KY <= 0.5 gini = 0.33 samples = 259 value = [54, 205] 30529->30530 30605 x11_0 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 30529->30605 30531 x13_4 <= 0.5 gini = 0.325 samples = 255 value = [52, 203] 30530->30531 30604 gini = 0.5 samples = 4 value = [2, 2] 30530->30604 30532 x14_2 <= 0.5 gini = 0.341 samples = 211 value = [46, 165] 30531->30532 30601 x16_other <= 0.5 gini = 0.236 samples = 44 value = [6, 38] 30531->30601 30533 x14_8 <= 0.5 gini = 0.336 samples = 201 value = [43, 158] 30532->30533 30594 x11_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 30532->30594 30534 x7_GA <= 0.5 gini = 0.309 samples = 178 value = [34, 144] 30533->30534 30581 x4_In-kind items and services <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 30533->30581 30535 x7_NV <= 0.5 gini = 0.307 samples = 174 value = [33, 141] 30534->30535 30580 gini = 0.375 samples = 4 value = [1, 3] 30534->30580 30536 x14_6 <= 0.5 gini = 0.309 samples = 173 value = [33, 140] 30535->30536 30579 gini = 0.0 samples = 1 value = [0, 1] 30535->30579 30537 x7_OH <= 0.5 gini = 0.268 samples = 157 value = [25, 132] 30536->30537 30576 x1_IL <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 30536->30576 30538 x7_TX <= 0.5 gini = 0.281 samples = 142 value = [24, 118] 30537->30538 30573 x16_cardio <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 30537->30573 30539 x17_janssen <= 0.5 gini = 0.274 samples = 128 value = [21, 107] 30538->30539 30564 x14_12 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 30538->30564 30540 x14_3 <= 0.5 gini = 0.238 samples = 123 value = [17, 106] 30539->30540 30561 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 30539->30561 30541 x14_4 <= 0.5 gini = 0.251 samples = 95 value = [14, 81] 30540->30541 30554 log_spend <= 5.211 gini = 0.191 samples = 28 value = [3, 25] 30540->30554 30542 x16_cardio <= 0.5 gini = 0.216 samples = 81 value = [10, 71] 30541->30542 30547 x7_DE <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 30541->30547 30543 x7_CO <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 30542->30543 30546 gini = 0.0 samples = 69 value = [0, 69] 30542->30546 30544 gini = 0.0 samples = 10 value = [10, 0] 30543->30544 30545 gini = 0.0 samples = 2 value = [0, 2] 30543->30545 30548 x7_MA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 30547->30548 30553 gini = 0.0 samples = 1 value = [0, 1] 30547->30553 30549 log_spend <= 7.62 gini = 0.42 samples = 10 value = [3, 7] 30548->30549 30552 gini = 0.444 samples = 3 value = [1, 2] 30548->30552 30550 gini = 0.0 samples = 3 value = [3, 0] 30549->30550 30551 gini = 0.0 samples = 7 value = [0, 7] 30549->30551 30555 gini = 0.5 samples = 2 value = [1, 1] 30554->30555 30556 x7_AZ <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 30554->30556 30557 x1_NJ <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 30556->30557 30560 gini = 0.0 samples = 1 value = [0, 1] 30556->30560 30558 gini = 0.0 samples = 2 value = [2, 0] 30557->30558 30559 gini = 0.0 samples = 23 value = [0, 23] 30557->30559 30562 gini = 0.0 samples = 3 value = [3, 0] 30561->30562 30563 gini = 0.5 samples = 2 value = [1, 1] 30561->30563 30565 x14_5 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 30564->30565 30572 gini = 0.0 samples = 1 value = [1, 0] 30564->30572 30566 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 30565->30566 30571 gini = 0.0 samples = 1 value = [1, 0] 30565->30571 30567 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30566->30567 30570 gini = 0.0 samples = 6 value = [0, 6] 30566->30570 30568 gini = 0.444 samples = 3 value = [1, 2] 30567->30568 30569 gini = 0.0 samples = 3 value = [0, 3] 30567->30569 30574 gini = 0.0 samples = 1 value = [1, 0] 30573->30574 30575 gini = 0.0 samples = 14 value = [0, 14] 30573->30575 30577 gini = 0.0 samples = 8 value = [0, 8] 30576->30577 30578 gini = 0.0 samples = 8 value = [8, 0] 30576->30578 30582 x7_MO <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 30581->30582 30593 gini = 0.0 samples = 7 value = [7, 0] 30581->30593 30583 x7_AZ <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 30582->30583 30592 gini = 0.0 samples = 2 value = [0, 2] 30582->30592 30584 log_spend <= 7.586 gini = 0.26 samples = 13 value = [2, 11] 30583->30584 30591 gini = 0.0 samples = 1 value = [0, 1] 30583->30591 30585 gini = 0.0 samples = 5 value = [0, 5] 30584->30585 30586 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 30584->30586 30587 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30586->30587 30590 gini = 0.0 samples = 1 value = [1, 0] 30586->30590 30588 gini = 0.0 samples = 6 value = [0, 6] 30587->30588 30589 gini = 0.0 samples = 1 value = [1, 0] 30587->30589 30595 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 30594->30595 30600 gini = 0.0 samples = 1 value = [1, 0] 30594->30600 30596 x10_580 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30595->30596 30599 gini = 0.0 samples = 2 value = [0, 2] 30595->30599 30597 gini = 0.0 samples = 2 value = [2, 0] 30596->30597 30598 gini = 0.0 samples = 5 value = [0, 5] 30596->30598 30602 gini = 0.0 samples = 38 value = [0, 38] 30601->30602 30603 gini = 0.0 samples = 6 value = [6, 0] 30601->30603 30606 gini = 0.0 samples = 8 value = [0, 8] 30605->30606 30607 gini = 0.0 samples = 2 value = [2, 0] 30605->30607 30610 x7_AL <= 0.5 gini = 0.031 samples = 191 value = [188, 3] 30609->30610 30615 gini = 0.0 samples = 2 value = [2, 0] 30609->30615 30611 x15_Other <= 0.5 gini = 0.031 samples = 188 value = [185, 3] 30610->30611 30614 gini = 0.0 samples = 3 value = [3, 0] 30610->30614 30612 gini = 0.0 samples = 185 value = [185, 0] 30611->30612 30613 gini = 0.0 samples = 3 value = [0, 3] 30611->30613 30617 x16_cardio <= 0.5 gini = 0.175 samples = 62 value = [6, 56] 30616->30617 30620 gini = 0.0 samples = 25 value = [25, 0] 30616->30620 30618 gini = 0.0 samples = 6 value = [6, 0] 30617->30618 30619 gini = 0.0 samples = 56 value = [0, 56] 30617->30619 30622 x11_30 <= 0.5 gini = 0.493 samples = 1348 value = [596, 752] 30621->30622 31149 gini = 0.0 samples = 1 value = [1, 0] 30621->31149 30623 x10_0 <= 0.5 gini = 0.494 samples = 1331 value = [595, 736] 30622->30623 31130 x7_MT <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 30622->31130 30624 x7_UT <= 0.5 gini = 0.498 samples = 485 value = [257, 228] 30623->30624 30799 x7_NY <= 0.5 gini = 0.48 samples = 846 value = [338, 508] 30623->30799 30625 x7_WI <= 0.5 gini = 0.498 samples = 482 value = [256, 226] 30624->30625 30798 gini = 0.444 samples = 3 value = [1, 2] 30624->30798 30626 log_spend <= 4.971 gini = 0.497 samples = 478 value = [256, 222] 30625->30626 30797 gini = 0.0 samples = 4 value = [0, 4] 30625->30797 30627 x14_12 <= 0.5 gini = 0.253 samples = 229 value = [195, 34] 30626->30627 30648 x7_ME <= 0.5 gini = 0.37 samples = 249 value = [61, 188] 30626->30648 30628 x13_2 <= 0.5 gini = 0.01 samples = 193 value = [192, 1] 30627->30628 30637 x7_AL <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 30627->30637 30629 x7_PA <= 0.5 gini = 0.014 samples = 146 value = [145, 1] 30628->30629 30636 gini = 0.0 samples = 47 value = [47, 0] 30628->30636 30630 x14_1 <= 0.5 gini = 0.015 samples = 134 value = [133, 1] 30629->30630 30635 gini = 0.0 samples = 12 value = [12, 0] 30629->30635 30631 gini = 0.0 samples = 85 value = [85, 0] 30630->30631 30632 x4_Cash or cash equivalent <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 30630->30632 30633 gini = 0.0 samples = 48 value = [48, 0] 30632->30633 30634 gini = 0.0 samples = 1 value = [0, 1] 30632->30634 30638 x13_4 <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 30637->30638 30647 gini = 0.0 samples = 1 value = [0, 1] 30637->30647 30639 x7_NC <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 30638->30639 30646 gini = 0.0 samples = 1 value = [1, 0] 30638->30646 30640 log_spend <= 4.821 gini = 0.114 samples = 33 value = [2, 31] 30639->30640 30645 gini = 0.0 samples = 1 value = [0, 1] 30639->30645 30641 gini = 0.0 samples = 28 value = [0, 28] 30640->30641 30642 x7_ME <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 30640->30642 30643 gini = 0.375 samples = 4 value = [1, 3] 30642->30643 30644 gini = 0.0 samples = 1 value = [1, 0] 30642->30644 30649 x14_12 <= 0.5 gini = 0.369 samples = 246 value = [60, 186] 30648->30649 30796 gini = 0.444 samples = 3 value = [1, 2] 30648->30796 30650 x7_PA <= 0.5 gini = 0.418 samples = 188 value = [56, 132] 30649->30650 30773 x16_oncol <= 0.5 gini = 0.128 samples = 58 value = [4, 54] 30649->30773 30651 x13_0 <= 0.5 gini = 0.429 samples = 180 value = [56, 124] 30650->30651 30772 gini = 0.0 samples = 8 value = [0, 8] 30650->30772 30652 x7_AL <= 0.5 gini = 0.4 samples = 170 value = [47, 123] 30651->30652 30767 x14_7 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 30651->30767 30653 x13_1 <= 0.5 gini = 0.396 samples = 169 value = [46, 123] 30652->30653 30766 gini = 0.0 samples = 1 value = [1, 0] 30652->30766 30654 x7_MI <= 0.5 gini = 0.459 samples = 98 value = [35, 63] 30653->30654 30723 x15_cardiovascular and metabolism <= 0.5 gini = 0.262 samples = 71 value = [11, 60] 30653->30723 30655 x10_6 <= 0.5 gini = 0.46 samples = 95 value = [34, 61] 30654->30655 30722 gini = 0.444 samples = 3 value = [1, 2] 30654->30722 30656 x7_SD <= 0.5 gini = 0.475 samples = 80 value = [31, 49] 30655->30656 30703 x7_MO <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 30655->30703 30657 x14_4 <= 0.5 gini = 0.471 samples = 79 value = [30, 49] 30656->30657 30702 gini = 0.0 samples = 1 value = [1, 0] 30656->30702 30658 log_spend <= 8.117 gini = 0.463 samples = 74 value = [27, 47] 30657->30658 30699 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 30657->30699 30659 x7_MO <= 0.5 gini = 0.418 samples = 37 value = [26, 11] 30658->30659 30694 x7_MO <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 30658->30694 30660 x7_TN <= 0.5 gini = 0.431 samples = 35 value = [24, 11] 30659->30660 30693 gini = 0.0 samples = 2 value = [2, 0] 30659->30693 30661 x7_GA <= 0.5 gini = 0.438 samples = 34 value = [23, 11] 30660->30661 30692 gini = 0.0 samples = 1 value = [1, 0] 30660->30692 30662 x7_IN <= 0.5 gini = 0.444 samples = 33 value = [22, 11] 30661->30662 30691 gini = 0.0 samples = 1 value = [1, 0] 30661->30691 30663 x13_2 <= 0.5 gini = 0.451 samples = 32 value = [21, 11] 30662->30663 30690 gini = 0.0 samples = 1 value = [1, 0] 30662->30690 30664 x4_Cash or cash equivalent <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 30663->30664 30689 gini = 0.0 samples = 7 value = [7, 0] 30663->30689 30665 gini = 0.0 samples = 4 value = [4, 0] 30664->30665 30666 x7_WA <= 0.5 gini = 0.499 samples = 21 value = [10, 11] 30664->30666 30667 x7_TX <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 30666->30667 30688 gini = 0.0 samples = 1 value = [0, 1] 30666->30688 30668 x7_OK <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 30667->30668 30685 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 30667->30685 30669 x7_NV <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 30668->30669 30684 gini = 0.0 samples = 1 value = [0, 1] 30668->30684 30670 x14_6 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 30669->30670 30683 gini = 0.0 samples = 1 value = [1, 0] 30669->30683 30671 x13_4 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 30670->30671 30682 gini = 0.444 samples = 3 value = [2, 1] 30670->30682 30672 x7_MA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 30671->30672 30681 gini = 0.0 samples = 1 value = [1, 0] 30671->30681 30673 x14_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 30672->30673 30680 gini = 0.0 samples = 1 value = [1, 0] 30672->30680 30674 x7_NE <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 30673->30674 30679 gini = 0.0 samples = 2 value = [0, 2] 30673->30679 30675 x7_NC <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 30674->30675 30678 gini = 0.0 samples = 1 value = [0, 1] 30674->30678 30676 gini = 0.0 samples = 2 value = [2, 0] 30675->30676 30677 gini = 0.0 samples = 3 value = [0, 3] 30675->30677 30686 gini = 0.375 samples = 4 value = [3, 1] 30685->30686 30687 gini = 0.0 samples = 1 value = [0, 1] 30685->30687 30695 x13_2 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 30694->30695 30698 gini = 0.0 samples = 2 value = [0, 2] 30694->30698 30696 gini = 0.0 samples = 32 value = [0, 32] 30695->30696 30697 gini = 0.444 samples = 3 value = [1, 2] 30695->30697 30700 gini = 0.0 samples = 1 value = [1, 0] 30699->30700 30701 gini = 0.5 samples = 4 value = [2, 2] 30699->30701 30704 x7_TX <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 30703->30704 30721 gini = 0.0 samples = 1 value = [1, 0] 30703->30721 30705 x7_RI <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 30704->30705 30720 gini = 0.0 samples = 1 value = [0, 1] 30704->30720 30706 x7_IN <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 30705->30706 30719 gini = 0.0 samples = 1 value = [0, 1] 30705->30719 30707 x14_8 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 30706->30707 30718 gini = 0.0 samples = 1 value = [0, 1] 30706->30718 30708 x7_FL <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 30707->30708 30717 gini = 0.0 samples = 1 value = [0, 1] 30707->30717 30709 x14_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 30708->30709 30716 gini = 0.0 samples = 1 value = [0, 1] 30708->30716 30710 x7_MA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 30709->30710 30715 gini = 0.0 samples = 1 value = [0, 1] 30709->30715 30711 x13_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30710->30711 30714 gini = 0.0 samples = 1 value = [0, 1] 30710->30714 30712 gini = 0.444 samples = 3 value = [2, 1] 30711->30712 30713 gini = 0.0 samples = 4 value = [0, 4] 30711->30713 30724 gini = 0.0 samples = 27 value = [0, 27] 30723->30724 30725 x7_TN <= 0.5 gini = 0.375 samples = 44 value = [11, 33] 30723->30725 30726 x4_In-kind items and services <= 0.5 gini = 0.387 samples = 42 value = [11, 31] 30725->30726 30765 gini = 0.0 samples = 2 value = [0, 2] 30725->30765 30727 x14_10 <= 0.5 gini = 0.349 samples = 40 value = [9, 31] 30726->30727 30764 gini = 0.0 samples = 2 value = [2, 0] 30726->30764 30728 x7_NC <= 0.5 gini = 0.334 samples = 33 value = [7, 26] 30727->30728 30759 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30727->30759 30729 x14_8 <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 30728->30729 30758 gini = 0.0 samples = 4 value = [0, 4] 30728->30758 30730 x7_ID <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 30729->30730 30757 gini = 0.0 samples = 1 value = [0, 1] 30729->30757 30731 x14_1 <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 30730->30731 30756 gini = 0.0 samples = 1 value = [0, 1] 30730->30756 30732 x7_VA <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 30731->30732 30755 gini = 0.444 samples = 3 value = [2, 1] 30731->30755 30733 x7_MN <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 30732->30733 30754 gini = 0.0 samples = 3 value = [0, 3] 30732->30754 30734 x7_TX <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 30733->30734 30753 gini = 0.0 samples = 1 value = [0, 1] 30733->30753 30735 x7_IL <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 30734->30735 30752 gini = 0.0 samples = 3 value = [0, 3] 30734->30752 30736 x7_NJ <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 30735->30736 30751 gini = 0.0 samples = 1 value = [0, 1] 30735->30751 30737 x7_SD <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 30736->30737 30750 gini = 0.444 samples = 3 value = [2, 1] 30736->30750 30738 x7_MO <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 30737->30738 30749 gini = 0.0 samples = 1 value = [0, 1] 30737->30749 30739 x7_CA <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 30738->30739 30748 gini = 0.0 samples = 1 value = [1, 0] 30738->30748 30740 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30739->30740 30745 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30739->30745 30741 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30740->30741 30744 gini = 0.0 samples = 1 value = [0, 1] 30740->30744 30742 gini = 0.375 samples = 4 value = [1, 3] 30741->30742 30743 gini = 0.0 samples = 1 value = [0, 1] 30741->30743 30746 gini = 0.375 samples = 4 value = [1, 3] 30745->30746 30747 gini = 0.0 samples = 1 value = [0, 1] 30745->30747 30760 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30759->30760 30763 gini = 0.0 samples = 1 value = [1, 0] 30759->30763 30761 gini = 0.0 samples = 3 value = [0, 3] 30760->30761 30762 gini = 0.444 samples = 3 value = [1, 2] 30760->30762 30768 x10_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 30767->30768 30771 gini = 0.0 samples = 2 value = [2, 0] 30767->30771 30769 gini = 0.0 samples = 5 value = [5, 0] 30768->30769 30770 gini = 0.444 samples = 3 value = [2, 1] 30768->30770 30774 x7_AL <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 30773->30774 30791 x7_WV <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 30773->30791 30775 x7_NE <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 30774->30775 30790 gini = 0.0 samples = 4 value = [0, 4] 30774->30790 30776 x7_MD <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 30775->30776 30789 gini = 0.0 samples = 2 value = [0, 2] 30775->30789 30777 x7_IL <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 30776->30777 30788 gini = 0.0 samples = 1 value = [0, 1] 30776->30788 30778 x7_MI <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 30777->30778 30787 gini = 0.0 samples = 3 value = [0, 3] 30777->30787 30779 x13_3 <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 30778->30779 30786 gini = 0.0 samples = 1 value = [0, 1] 30778->30786 30780 log_spend <= 7.272 gini = 0.172 samples = 21 value = [2, 19] 30779->30780 30785 gini = 0.5 samples = 2 value = [1, 1] 30779->30785 30781 gini = 0.0 samples = 15 value = [0, 15] 30780->30781 30782 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 30780->30782 30783 gini = 0.0 samples = 2 value = [2, 0] 30782->30783 30784 gini = 0.0 samples = 4 value = [0, 4] 30782->30784 30792 log_spend <= 7.447 gini = 0.083 samples = 23 value = [1, 22] 30791->30792 30795 gini = 0.0 samples = 1 value = [0, 1] 30791->30795 30793 gini = 0.0 samples = 19 value = [0, 19] 30792->30793 30794 gini = 0.375 samples = 4 value = [1, 3] 30792->30794 30800 x13_6 <= 0.5 gini = 0.473 samples = 789 value = [303, 486] 30799->30800 31097 x13_2 <= 0.5 gini = 0.474 samples = 57 value = [35, 22] 30799->31097 30801 x5_Drug <= 0.5 gini = 0.496 samples = 650 value = [295, 355] 30800->30801 31064 x7_MS <= 0.5 gini = 0.108 samples = 139 value = [8, 131] 30800->31064 30802 x7_IL <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 30801->30802 30809 x7_NM <= 0.5 gini = 0.495 samples = 638 value = [288, 350] 30801->30809 30803 log_spend <= 6.046 gini = 0.48 samples = 10 value = [6, 4] 30802->30803 30808 gini = 0.5 samples = 2 value = [1, 1] 30802->30808 30804 gini = 0.0 samples = 4 value = [4, 0] 30803->30804 30805 x7_OH <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 30803->30805 30806 gini = 0.5 samples = 4 value = [2, 2] 30805->30806 30807 gini = 0.0 samples = 2 value = [0, 2] 30805->30807 30810 x15_respiratory <= 0.5 gini = 0.495 samples = 635 value = [286, 349] 30809->30810 31063 gini = 0.444 samples = 3 value = [2, 1] 30809->31063 30811 x7_GA <= 0.5 gini = 0.468 samples = 383 value = [143, 240] 30810->30811 30984 x7_NE <= 0.5 gini = 0.491 samples = 252 value = [143, 109] 30810->30984 30812 x13_0 <= 0.5 gini = 0.464 samples = 371 value = [136, 235] 30811->30812 30975 x15_oncology <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 30811->30975 30813 x7_IA <= 0.5 gini = 0.477 samples = 314 value = [123, 191] 30812->30813 30934 x16_other <= 0.5 gini = 0.352 samples = 57 value = [13, 44] 30812->30934 30814 x7_ID <= 0.5 gini = 0.475 samples = 312 value = [121, 191] 30813->30814 30933 gini = 0.0 samples = 2 value = [2, 0] 30813->30933 30815 x4_Cash or cash equivalent <= 0.5 gini = 0.475 samples = 311 value = [121, 190] 30814->30815 30932 gini = 0.0 samples = 1 value = [0, 1] 30814->30932 30816 gini = 0.0 samples = 100 value = [100, 0] 30815->30816 30817 x7_MT <= 0.5 gini = 0.179 samples = 211 value = [21, 190] 30815->30817 30818 x7_NJ <= 0.5 gini = 0.18 samples = 210 value = [21, 189] 30817->30818 30931 gini = 0.0 samples = 1 value = [0, 1] 30817->30931 30819 x7_RI <= 0.5 gini = 0.17 samples = 203 value = [19, 184] 30818->30819 30924 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 30818->30924 30820 x15_oncology <= 0.5 gini = 0.17 samples = 202 value = [19, 183] 30819->30820 30923 gini = 0.0 samples = 1 value = [0, 1] 30819->30923 30821 x7_AZ <= 0.5 gini = 0.067 samples = 174 value = [6, 168] 30820->30821 30900 x14_7 <= 0.5 gini = 0.497 samples = 28 value = [13, 15] 30820->30900 30822 x14_10 <= 0.5 gini = 0.068 samples = 170 value = [6, 164] 30821->30822 30899 gini = 0.0 samples = 4 value = [0, 4] 30821->30899 30823 x14_8 <= 0.5 gini = 0.074 samples = 156 value = [6, 150] 30822->30823 30898 gini = 0.0 samples = 14 value = [0, 14] 30822->30898 30824 x7_OK <= 0.5 gini = 0.069 samples = 140 value = [5, 135] 30823->30824 30891 x7_FL <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 30823->30891 30825 x7_TX <= 0.5 gini = 0.069 samples = 139 value = [5, 134] 30824->30825 30890 gini = 0.0 samples = 1 value = [0, 1] 30824->30890 30826 x7_PA <= 0.5 gini = 0.063 samples = 122 value = [4, 118] 30825->30826 30885 x14_5 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 30825->30885 30827 x7_VA <= 0.5 gini = 0.066 samples = 117 value = [4, 113] 30826->30827 30884 gini = 0.0 samples = 5 value = [0, 5] 30826->30884 30828 x7_SC <= 0.5 gini = 0.068 samples = 114 value = [4, 110] 30827->30828 30883 gini = 0.0 samples = 3 value = [0, 3] 30827->30883 30829 x7_NV <= 0.5 gini = 0.071 samples = 108 value = [4, 104] 30828->30829 30882 gini = 0.0 samples = 6 value = [0, 6] 30828->30882 30830 x14_12 <= 0.5 gini = 0.073 samples = 106 value = [4, 102] 30829->30830 30881 gini = 0.0 samples = 2 value = [0, 2] 30829->30881 30831 x7_NC <= 0.5 gini = 0.073 samples = 105 value = [4, 101] 30830->30831 30880 gini = 0.0 samples = 1 value = [0, 1] 30830->30880 30832 x7_ND <= 0.5 gini = 0.079 samples = 97 value = [4, 93] 30831->30832 30879 gini = 0.0 samples = 8 value = [0, 8] 30831->30879 30833 x16_other <= 0.5 gini = 0.081 samples = 95 value = [4, 91] 30832->30833 30878 gini = 0.0 samples = 2 value = [0, 2] 30832->30878 30834 x13_2 <= 0.5 gini = 0.086 samples = 89 value = [4, 85] 30833->30834 30877 gini = 0.0 samples = 6 value = [0, 6] 30833->30877 30835 x14_5 <= 0.5 gini = 0.071 samples = 81 value = [3, 78] 30834->30835 30870 x7_OH <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30834->30870 30836 x7_MN <= 0.5 gini = 0.073 samples = 79 value = [3, 76] 30835->30836 30869 gini = 0.0 samples = 2 value = [0, 2] 30835->30869 30837 x7_NE <= 0.5 gini = 0.076 samples = 76 value = [3, 73] 30836->30837 30868 gini = 0.0 samples = 3 value = [0, 3] 30836->30868 30838 x7_IL <= 0.5 gini = 0.078 samples = 74 value = [3, 71] 30837->30838 30867 gini = 0.0 samples = 2 value = [0, 2] 30837->30867 30839 x13_4 <= 0.5 gini = 0.084 samples = 68 value = [3, 65] 30838->30839 30866 gini = 0.0 samples = 6 value = [0, 6] 30838->30866 30840 x9_31 <= 0.5 gini = 0.136 samples = 41 value = [3, 38] 30839->30840 30865 gini = 0.0 samples = 27 value = [0, 27] 30839->30865 30841 x7_MD <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 30840->30841 30864 gini = 0.0 samples = 7 value = [0, 7] 30840->30864 30842 x7_MS <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 30841->30842 30863 gini = 0.0 samples = 2 value = [0, 2] 30841->30863 30843 x7_AL <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 30842->30843 30862 gini = 0.0 samples = 1 value = [0, 1] 30842->30862 30844 x7_MI <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 30843->30844 30861 gini = 0.0 samples = 2 value = [0, 2] 30843->30861 30845 x7_MA <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 30844->30845 30860 gini = 0.0 samples = 1 value = [0, 1] 30844->30860 30846 x13_1 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 30845->30846 30859 gini = 0.0 samples = 1 value = [0, 1] 30845->30859 30847 gini = 0.0 samples = 16 value = [0, 16] 30846->30847 30848 x14_6 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 30846->30848 30849 x7_IN <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 30848->30849 30858 gini = 0.0 samples = 1 value = [1, 0] 30848->30858 30850 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 30849->30850 30857 gini = 0.0 samples = 1 value = [0, 1] 30849->30857 30851 x7_TN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 30850->30851 30856 gini = 0.0 samples = 1 value = [1, 0] 30850->30856 30852 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30851->30852 30855 gini = 0.0 samples = 3 value = [0, 3] 30851->30855 30853 gini = 0.0 samples = 2 value = [0, 2] 30852->30853 30854 gini = 0.444 samples = 3 value = [1, 2] 30852->30854 30871 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 30870->30871 30876 gini = 0.0 samples = 1 value = [0, 1] 30870->30876 30872 log_spend <= 7.673 gini = 0.32 samples = 5 value = [1, 4] 30871->30872 30875 gini = 0.0 samples = 2 value = [0, 2] 30871->30875 30873 gini = 0.0 samples = 3 value = [0, 3] 30872->30873 30874 gini = 0.5 samples = 2 value = [1, 1] 30872->30874 30886 log_spend <= 5.063 gini = 0.124 samples = 15 value = [1, 14] 30885->30886 30889 gini = 0.0 samples = 2 value = [0, 2] 30885->30889 30887 gini = 0.0 samples = 1 value = [1, 0] 30886->30887 30888 gini = 0.0 samples = 14 value = [0, 14] 30886->30888 30892 x15_neuroscience <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 30891->30892 30897 gini = 0.0 samples = 5 value = [0, 5] 30891->30897 30893 x7_PA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 30892->30893 30896 gini = 0.0 samples = 1 value = [0, 1] 30892->30896 30894 gini = 0.0 samples = 8 value = [0, 8] 30893->30894 30895 gini = 0.5 samples = 2 value = [1, 1] 30893->30895 30901 x7_CO <= 0.5 gini = 0.497 samples = 26 value = [12, 14] 30900->30901 30922 gini = 0.5 samples = 2 value = [1, 1] 30900->30922 30902 x7_MO <= 0.5 gini = 0.493 samples = 25 value = [11, 14] 30901->30902 30921 gini = 0.0 samples = 1 value = [1, 0] 30901->30921 30903 x7_MD <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 30902->30903 30920 gini = 0.5 samples = 2 value = [1, 1] 30902->30920 30904 x7_WA <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 30903->30904 30919 gini = 0.0 samples = 1 value = [1, 0] 30903->30919 30905 x7_TX <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 30904->30905 30918 gini = 0.0 samples = 1 value = [0, 1] 30904->30918 30906 x7_IL <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 30905->30906 30917 gini = 0.0 samples = 3 value = [3, 0] 30905->30917 30907 x7_CA <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 30906->30907 30916 gini = 0.0 samples = 2 value = [0, 2] 30906->30916 30908 x13_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 30907->30908 30913 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 30907->30913 30909 gini = 0.375 samples = 4 value = [1, 3] 30908->30909 30910 x7_CT <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30908->30910 30911 gini = 0.0 samples = 5 value = [0, 5] 30910->30911 30912 gini = 0.0 samples = 1 value = [1, 0] 30910->30912 30914 gini = 0.375 samples = 4 value = [3, 1] 30913->30914 30915 gini = 0.5 samples = 2 value = [1, 1] 30913->30915 30925 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 30924->30925 30930 gini = 0.0 samples = 1 value = [1, 0] 30924->30930 30926 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 30925->30926 30929 gini = 0.0 samples = 1 value = [0, 1] 30925->30929 30927 gini = 0.375 samples = 4 value = [1, 3] 30926->30927 30928 gini = 0.0 samples = 1 value = [0, 1] 30926->30928 30935 x14_7 <= 0.5 gini = 0.32 samples = 55 value = [11, 44] 30934->30935 30974 gini = 0.0 samples = 2 value = [2, 0] 30934->30974 30936 x16_oncol <= 0.5 gini = 0.353 samples = 48 value = [11, 37] 30935->30936 30973 gini = 0.0 samples = 7 value = [0, 7] 30935->30973 30937 x14_2 <= 0.5 gini = 0.224 samples = 39 value = [5, 34] 30936->30937 30964 x11_20 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 30936->30964 30938 x7_MO <= 0.5 gini = 0.234 samples = 37 value = [5, 32] 30937->30938 30963 gini = 0.0 samples = 2 value = [0, 2] 30937->30963 30939 x7_MI <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 30938->30939 30962 gini = 0.0 samples = 1 value = [0, 1] 30938->30962 30940 x7_AL <= 0.5 gini = 0.245 samples = 35 value = [5, 30] 30939->30940 30961 gini = 0.0 samples = 1 value = [0, 1] 30939->30961 30941 x4_Cash or cash equivalent <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 30940->30941 30960 gini = 0.0 samples = 1 value = [0, 1] 30940->30960 30942 gini = 0.0 samples = 2 value = [2, 0] 30941->30942 30943 log_spend <= 7.661 gini = 0.17 samples = 32 value = [3, 29] 30941->30943 30944 x7_WI <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 30943->30944 30957 log_spend <= 8.015 gini = 0.444 samples = 6 value = [2, 4] 30943->30957 30945 x7_MN <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 30944->30945 30956 gini = 0.0 samples = 2 value = [0, 2] 30944->30956 30946 x7_PA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 30945->30946 30955 gini = 0.0 samples = 1 value = [0, 1] 30945->30955 30947 x7_NC <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 30946->30947 30954 gini = 0.0 samples = 5 value = [0, 5] 30946->30954 30948 x14_4 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 30947->30948 30953 gini = 0.0 samples = 2 value = [0, 2] 30947->30953 30949 log_spend <= 5.693 gini = 0.133 samples = 14 value = [1, 13] 30948->30949 30952 gini = 0.0 samples = 2 value = [0, 2] 30948->30952 30950 gini = 0.375 samples = 4 value = [1, 3] 30949->30950 30951 gini = 0.0 samples = 10 value = [0, 10] 30949->30951 30958 gini = 0.444 samples = 3 value = [2, 1] 30957->30958 30959 gini = 0.0 samples = 3 value = [0, 3] 30957->30959 30965 x7_CO <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 30964->30965 30972 gini = 0.5 samples = 2 value = [1, 1] 30964->30972 30966 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 30965->30966 30971 gini = 0.0 samples = 1 value = [1, 0] 30965->30971 30967 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 30966->30967 30970 gini = 0.0 samples = 1 value = [0, 1] 30966->30970 30968 gini = 0.375 samples = 4 value = [3, 1] 30967->30968 30969 gini = 0.0 samples = 1 value = [1, 0] 30967->30969 30976 x13_4 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 30975->30976 30983 gini = 0.444 samples = 3 value = [2, 1] 30975->30983 30977 x13_1 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 30976->30977 30982 gini = 0.0 samples = 1 value = [0, 1] 30976->30982 30978 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 30977->30978 30981 gini = 0.0 samples = 2 value = [2, 0] 30977->30981 30979 gini = 0.444 samples = 3 value = [1, 2] 30978->30979 30980 gini = 0.444 samples = 3 value = [2, 1] 30978->30980 30985 x7_DE <= 0.5 gini = 0.489 samples = 249 value = [143, 106] 30984->30985 31062 gini = 0.0 samples = 3 value = [0, 3] 30984->31062 30986 x7_MS <= 0.5 gini = 0.489 samples = 248 value = [142, 106] 30985->30986 31061 gini = 0.0 samples = 1 value = [1, 0] 30985->31061 30987 log_spend <= 8.061 gini = 0.491 samples = 245 value = [139, 106] 30986->30987 31060 gini = 0.0 samples = 3 value = [3, 0] 30986->31060 30988 x14_11 <= 0.5 gini = 0.221 samples = 158 value = [138, 20] 30987->30988 31047 x7_AZ <= 0.5 gini = 0.023 samples = 87 value = [1, 86] 30987->31047 30989 log_spend <= 5.145 gini = 0.231 samples = 150 value = [130, 20] 30988->30989 31046 gini = 0.0 samples = 8 value = [8, 0] 30988->31046 30990 x14_3 <= 0.5 gini = 0.036 samples = 109 value = [107, 2] 30989->30990 31015 x13_0 <= 0.5 gini = 0.493 samples = 41 value = [23, 18] 30989->31015 30991 x7_KY <= 0.5 gini = 0.043 samples = 90 value = [88, 2] 30990->30991 31014 gini = 0.0 samples = 19 value = [19, 0] 30990->31014 30992 x13_2 <= 0.5 gini = 0.045 samples = 87 value = [85, 2] 30991->30992 31013 gini = 0.0 samples = 3 value = [3, 0] 30991->31013 30993 x14_10 <= 0.5 gini = 0.058 samples = 67 value = [65, 2] 30992->30993 31012 gini = 0.0 samples = 20 value = [20, 0] 30992->31012 30994 x7_PA <= 0.5 gini = 0.033 samples = 60 value = [59, 1] 30993->30994 31007 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 30993->31007 30995 x13_0 <= 0.5 gini = 0.035 samples = 56 value = [55, 1] 30994->30995 31006 gini = 0.0 samples = 4 value = [4, 0] 30994->31006 30996 x7_GA <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 30995->30996 31005 gini = 0.0 samples = 14 value = [14, 0] 30995->31005 30997 log_spend <= 3.912 gini = 0.051 samples = 38 value = [37, 1] 30996->30997 31004 gini = 0.0 samples = 4 value = [4, 0] 30996->31004 30998 x9_31 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 30997->30998 31003 gini = 0.0 samples = 31 value = [31, 0] 30997->31003 30999 gini = 0.0 samples = 2 value = [2, 0] 30998->30999 31000 x7_VA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 30998->31000 31001 gini = 0.444 samples = 3 value = [2, 1] 31000->31001 31002 gini = 0.0 samples = 2 value = [2, 0] 31000->31002 31008 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31007->31008 31011 gini = 0.0 samples = 2 value = [2, 0] 31007->31011 31009 gini = 0.375 samples = 4 value = [3, 1] 31008->31009 31010 gini = 0.0 samples = 1 value = [1, 0] 31008->31010 31016 x14_3 <= 0.5 gini = 0.498 samples = 36 value = [19, 17] 31015->31016 31043 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31015->31043 31017 x4_In-kind items and services <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 31016->31017 31042 gini = 0.5 samples = 2 value = [1, 1] 31016->31042 31018 x7_OH <= 0.5 gini = 0.483 samples = 27 value = [11, 16] 31017->31018 31041 gini = 0.0 samples = 7 value = [7, 0] 31017->31041 31019 x14_12 <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 31018->31019 31040 gini = 0.0 samples = 1 value = [1, 0] 31018->31040 31020 x13_4 <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 31019->31020 31039 gini = 0.444 samples = 3 value = [1, 2] 31019->31039 31021 log_spend <= 7.829 gini = 0.483 samples = 22 value = [9, 13] 31020->31021 31038 gini = 0.0 samples = 1 value = [0, 1] 31020->31038 31022 x7_CA <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 31021->31022 31035 log_spend <= 7.906 gini = 0.32 samples = 5 value = [4, 1] 31021->31035 31023 x7_NV <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 31022->31023 31034 gini = 0.444 samples = 3 value = [1, 2] 31022->31034 31024 x13_3 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 31023->31024 31033 gini = 0.5 samples = 2 value = [1, 1] 31023->31033 31025 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31024->31025 31028 x7_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 31024->31028 31026 gini = 0.0 samples = 4 value = [0, 4] 31025->31026 31027 gini = 0.5 samples = 2 value = [1, 1] 31025->31027 31029 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31028->31029 31032 gini = 0.0 samples = 1 value = [1, 0] 31028->31032 31030 gini = 0.375 samples = 4 value = [1, 3] 31029->31030 31031 gini = 0.0 samples = 1 value = [0, 1] 31029->31031 31036 gini = 0.0 samples = 2 value = [2, 0] 31035->31036 31037 gini = 0.444 samples = 3 value = [2, 1] 31035->31037 31044 gini = 0.375 samples = 4 value = [3, 1] 31043->31044 31045 gini = 0.0 samples = 1 value = [1, 0] 31043->31045 31048 x13_2 <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 31047->31048 31059 gini = 0.0 samples = 3 value = [0, 3] 31047->31059 31049 x7_WA <= 0.5 gini = 0.024 samples = 83 value = [1, 82] 31048->31049 31058 gini = 0.0 samples = 1 value = [0, 1] 31048->31058 31050 x7_IA <= 0.5 gini = 0.025 samples = 80 value = [1, 79] 31049->31050 31057 gini = 0.0 samples = 3 value = [0, 3] 31049->31057 31051 x13_4 <= 0.5 gini = 0.025 samples = 78 value = [1, 77] 31050->31051 31056 gini = 0.0 samples = 2 value = [0, 2] 31050->31056 31052 x9_31 <= 0.5 gini = 0.026 samples = 77 value = [1, 76] 31051->31052 31055 gini = 0.0 samples = 1 value = [0, 1] 31051->31055 31053 gini = 0.444 samples = 3 value = [1, 2] 31052->31053 31054 gini = 0.0 samples = 74 value = [0, 74] 31052->31054 31065 x16_oncol <= 0.5 gini = 0.096 samples = 138 value = [7, 131] 31064->31065 31096 gini = 0.0 samples = 1 value = [1, 0] 31064->31096 31066 x14_6 <= 0.5 gini = 0.063 samples = 122 value = [4, 118] 31065->31066 31079 x7_TX <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 31065->31079 31067 x7_AL <= 0.5 gini = 0.048 samples = 121 value = [3, 118] 31066->31067 31078 gini = 0.0 samples = 1 value = [1, 0] 31066->31078 31068 x9_0 <= 0.5 gini = 0.05 samples = 117 value = [3, 114] 31067->31068 31077 gini = 0.0 samples = 4 value = [0, 4] 31067->31077 31069 gini = 0.0 samples = 82 value = [0, 82] 31068->31069 31070 x7_OH <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 31068->31070 31071 x16_resp <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 31070->31071 31076 gini = 0.0 samples = 1 value = [0, 1] 31070->31076 31072 x4_In-kind items and services <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 31071->31072 31075 gini = 0.0 samples = 6 value = [0, 6] 31071->31075 31073 gini = 0.375 samples = 4 value = [3, 1] 31072->31073 31074 gini = 0.0 samples = 24 value = [0, 24] 31072->31074 31080 x7_CT <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 31079->31080 31095 gini = 0.5 samples = 2 value = [1, 1] 31079->31095 31081 x4_In-kind items and services <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 31080->31081 31094 gini = 0.0 samples = 1 value = [0, 1] 31080->31094 31082 gini = 0.0 samples = 1 value = [0, 1] 31081->31082 31083 x7_FL <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 31081->31083 31084 x7_IN <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 31083->31084 31093 gini = 0.0 samples = 1 value = [0, 1] 31083->31093 31085 x7_MA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 31084->31085 31092 gini = 0.0 samples = 1 value = [0, 1] 31084->31092 31086 x7_NC <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 31085->31086 31091 gini = 0.444 samples = 3 value = [1, 2] 31085->31091 31087 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31086->31087 31090 gini = 0.0 samples = 1 value = [0, 1] 31086->31090 31088 gini = 0.0 samples = 1 value = [1, 0] 31087->31088 31089 gini = 0.0 samples = 5 value = [0, 5] 31087->31089 31098 x14_1 <= 0.5 gini = 0.496 samples = 46 value = [25, 21] 31097->31098 31125 x14_2 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 31097->31125 31099 x15_oncology <= 0.5 gini = 0.478 samples = 38 value = [23, 15] 31098->31099 31122 x13_3 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 31098->31122 31100 x13_0 <= 0.5 gini = 0.485 samples = 29 value = [17, 12] 31099->31100 31119 x14_12 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 31099->31119 31101 x14_3 <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 31100->31101 31116 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 31100->31116 31102 x14_12 <= 0.5 gini = 0.463 samples = 22 value = [14, 8] 31101->31102 31115 gini = 0.5 samples = 2 value = [1, 1] 31101->31115 31103 x14_11 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 31102->31103 31110 x16_resp <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 31102->31110 31104 x16_cardio <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 31103->31104 31109 gini = 0.0 samples = 2 value = [2, 0] 31103->31109 31105 gini = 0.0 samples = 4 value = [4, 0] 31104->31105 31106 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 31104->31106 31107 gini = 0.444 samples = 3 value = [1, 2] 31106->31107 31108 gini = 0.0 samples = 4 value = [4, 0] 31106->31108 31111 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31110->31111 31114 gini = 0.5 samples = 4 value = [2, 2] 31110->31114 31112 gini = 0.375 samples = 4 value = [1, 3] 31111->31112 31113 gini = 0.0 samples = 1 value = [0, 1] 31111->31113 31117 gini = 0.375 samples = 4 value = [1, 3] 31116->31117 31118 gini = 0.0 samples = 1 value = [1, 0] 31116->31118 31120 gini = 0.0 samples = 5 value = [5, 0] 31119->31120 31121 gini = 0.375 samples = 4 value = [1, 3] 31119->31121 31123 gini = 0.0 samples = 2 value = [2, 0] 31122->31123 31124 gini = 0.0 samples = 6 value = [0, 6] 31122->31124 31126 x15_respiratory <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 31125->31126 31129 gini = 0.0 samples = 1 value = [1, 0] 31125->31129 31127 gini = 0.375 samples = 4 value = [3, 1] 31126->31127 31128 gini = 0.0 samples = 6 value = [6, 0] 31126->31128 31131 x7_MN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 31130->31131 31148 gini = 0.0 samples = 1 value = [0, 1] 31130->31148 31132 x14_9 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 31131->31132 31147 gini = 0.0 samples = 1 value = [0, 1] 31131->31147 31133 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 31132->31133 31146 gini = 0.0 samples = 1 value = [0, 1] 31132->31146 31134 x7_MI <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 31133->31134 31145 gini = 0.0 samples = 1 value = [0, 1] 31133->31145 31135 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 31134->31135 31144 gini = 0.0 samples = 1 value = [0, 1] 31134->31144 31136 x7_FL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31135->31136 31143 gini = 0.0 samples = 4 value = [0, 4] 31135->31143 31137 x7_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31136->31137 31142 gini = 0.0 samples = 2 value = [0, 2] 31136->31142 31138 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31137->31138 31141 gini = 0.0 samples = 1 value = [0, 1] 31137->31141 31139 gini = 0.444 samples = 3 value = [1, 2] 31138->31139 31140 gini = 0.0 samples = 2 value = [0, 2] 31138->31140 31151 x10_140 <= 0.5 gini = 0.197 samples = 6838 value = [758, 6080] 31150->31151 31920 x13_4 <= 0.5 gini = 0.482 samples = 32 value = [13, 19] 31150->31920 31152 x1_IN <= 0.5 gini = 0.238 samples = 5466 value = [756, 4710] 31151->31152 31873 x14_9 <= 0.5 gini = 0.003 samples = 1372 value = [2, 1370] 31151->31873 31153 x12_100000000067 <= 0.5 gini = 0.196 samples = 5198 value = [574, 4624] 31152->31153 31684 x7_CO <= 0.5 gini = 0.436 samples = 268 value = [182, 86] 31152->31684 31154 x10_0 <= 0.5 gini = 0.238 samples = 4154 value = [574, 3580] 31153->31154 31683 gini = 0.0 samples = 1044 value = [0, 1044] 31153->31683 31155 x7_OK <= 0.5 gini = 0.325 samples = 1477 value = [302, 1175] 31154->31155 31288 x7_RI <= 0.5 gini = 0.183 samples = 2677 value = [272, 2405] 31154->31288 31156 x1_NA <= 0.5 gini = 0.325 samples = 1468 value = [300, 1168] 31155->31156 31281 x17_novo <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 31155->31281 31157 log_spend <= 8.419 gini = 0.242 samples = 341 value = [293, 48] 31156->31157 31220 x7_DC <= 0.5 gini = 0.012 samples = 1127 value = [7, 1120] 31156->31220 31158 x4_In-kind items and services <= 0.5 gini = 0.174 samples = 323 value = [292, 31] 31157->31158 31217 x1_CT <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 31157->31217 31159 x14_1 <= 0.5 gini = 0.329 samples = 77 value = [61, 16] 31158->31159 31194 x13_2 <= 0.5 gini = 0.115 samples = 246 value = [231, 15] 31158->31194 31160 x7_NV <= 0.5 gini = 0.317 samples = 76 value = [61, 15] 31159->31160 31193 gini = 0.0 samples = 1 value = [0, 1] 31159->31193 31161 x7_MO <= 0.5 gini = 0.304 samples = 75 value = [61, 14] 31160->31161 31192 gini = 0.0 samples = 1 value = [0, 1] 31160->31192 31162 x9_597 <= 0.5 gini = 0.278 samples = 72 value = [60, 12] 31161->31162 31191 gini = 0.444 samples = 3 value = [1, 2] 31161->31191 31163 x7_AZ <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 31162->31163 31180 x7_IN <= 0.5 gini = 0.233 samples = 52 value = [45, 7] 31162->31180 31164 x7_LA <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 31163->31164 31179 gini = 0.0 samples = 1 value = [1, 0] 31163->31179 31165 x14_11 <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 31164->31165 31178 gini = 0.0 samples = 2 value = [2, 0] 31164->31178 31166 x7_KY <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 31165->31166 31177 gini = 0.0 samples = 2 value = [2, 0] 31165->31177 31167 x7_IL <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 31166->31167 31176 gini = 0.5 samples = 2 value = [1, 1] 31166->31176 31168 x7_CA <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 31167->31168 31175 gini = 0.0 samples = 1 value = [0, 1] 31167->31175 31169 x14_9 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 31168->31169 31174 gini = 0.444 samples = 3 value = [2, 1] 31168->31174 31170 x7_IA <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 31169->31170 31173 gini = 0.0 samples = 1 value = [1, 0] 31169->31173 31171 gini = 0.0 samples = 5 value = [5, 0] 31170->31171 31172 gini = 0.444 samples = 3 value = [1, 2] 31170->31172 31181 x7_IA <= 0.5 gini = 0.237 samples = 51 value = [44, 7] 31180->31181 31190 gini = 0.0 samples = 1 value = [1, 0] 31180->31190 31182 x14_11 <= 0.5 gini = 0.241 samples = 50 value = [43, 7] 31181->31182 31189 gini = 0.0 samples = 1 value = [1, 0] 31181->31189 31183 x7_MA <= 0.5 gini = 0.223 samples = 47 value = [41, 6] 31182->31183 31188 gini = 0.444 samples = 3 value = [2, 1] 31182->31188 31184 x11_0 <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 31183->31184 31187 gini = 0.0 samples = 1 value = [0, 1] 31183->31187 31185 gini = 0.0 samples = 5 value = [0, 5] 31184->31185 31186 gini = 0.0 samples = 41 value = [41, 0] 31184->31186 31195 log_spend <= 6.355 gini = 0.151 samples = 182 value = [167, 15] 31194->31195 31216 gini = 0.0 samples = 64 value = [64, 0] 31194->31216 31196 x7_ID <= 0.5 gini = 0.057 samples = 169 value = [164, 5] 31195->31196 31205 x7_GA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 31195->31205 31197 x14_2 <= 0.5 gini = 0.046 samples = 168 value = [164, 4] 31196->31197 31204 gini = 0.0 samples = 1 value = [0, 1] 31196->31204 31198 x14_1 <= 0.5 gini = 0.051 samples = 153 value = [149, 4] 31197->31198 31203 gini = 0.0 samples = 15 value = [15, 0] 31197->31203 31199 gini = 0.0 samples = 132 value = [132, 0] 31198->31199 31200 x11_0 <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 31198->31200 31201 gini = 0.0 samples = 4 value = [0, 4] 31200->31201 31202 gini = 0.0 samples = 17 value = [17, 0] 31200->31202 31206 x7_DE <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 31205->31206 31215 gini = 0.0 samples = 3 value = [0, 3] 31205->31215 31207 x7_WA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 31206->31207 31214 gini = 0.0 samples = 1 value = [1, 0] 31206->31214 31208 x7_AL <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31207->31208 31213 gini = 0.0 samples = 1 value = [1, 0] 31207->31213 31209 x7_OH <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 31208->31209 31212 gini = 0.0 samples = 1 value = [0, 1] 31208->31212 31210 gini = 0.0 samples = 5 value = [0, 5] 31209->31210 31211 gini = 0.5 samples = 2 value = [1, 1] 31209->31211 31218 gini = 0.375 samples = 4 value = [1, 3] 31217->31218 31219 gini = 0.0 samples = 14 value = [0, 14] 31217->31219 31221 x14_11 <= 0.5 gini = 0.011 samples = 1126 value = [6, 1120] 31220->31221 31280 gini = 0.0 samples = 1 value = [1, 0] 31220->31280 31222 x17_boehringer <= 0.5 gini = 0.01 samples = 1033 value = [5, 1028] 31221->31222 31273 x7_AL <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 31221->31273 31223 x14_10 <= 0.5 gini = 0.016 samples = 503 value = [4, 499] 31222->31223 31254 x14_10 <= 0.5 gini = 0.004 samples = 530 value = [1, 529] 31222->31254 31224 x7_PA <= 0.5 gini = 0.017 samples = 466 value = [4, 462] 31223->31224 31253 gini = 0.0 samples = 37 value = [0, 37] 31223->31253 31225 x7_FL <= 0.5 gini = 0.018 samples = 447 value = [4, 443] 31224->31225 31252 gini = 0.0 samples = 19 value = [0, 19] 31224->31252 31226 x7_TX <= 0.5 gini = 0.02 samples = 390 value = [4, 386] 31225->31226 31251 gini = 0.0 samples = 57 value = [0, 57] 31225->31251 31227 x7_RI <= 0.5 gini = 0.025 samples = 321 value = [4, 317] 31226->31227 31250 gini = 0.0 samples = 69 value = [0, 69] 31226->31250 31228 x7_AL <= 0.5 gini = 0.025 samples = 320 value = [4, 316] 31227->31228 31249 gini = 0.0 samples = 1 value = [0, 1] 31227->31249 31229 x14_2 <= 0.5 gini = 0.025 samples = 315 value = [4, 311] 31228->31229 31248 gini = 0.0 samples = 5 value = [0, 5] 31228->31248 31230 gini = 0.0 samples = 283 value = [0, 283] 31229->31230 31231 x7_KY <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 31229->31231 31232 x13_4 <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 31231->31232 31247 gini = 0.0 samples = 1 value = [0, 1] 31231->31247 31233 x7_TN <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 31232->31233 31246 gini = 0.0 samples = 1 value = [0, 1] 31232->31246 31234 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 31233->31234 31245 gini = 0.0 samples = 2 value = [0, 2] 31233->31245 31235 gini = 0.0 samples = 19 value = [0, 19] 31234->31235 31236 x7_CA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 31234->31236 31237 x7_MI <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 31236->31237 31244 gini = 0.0 samples = 2 value = [0, 2] 31236->31244 31238 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 31237->31238 31243 gini = 0.0 samples = 1 value = [0, 1] 31237->31243 31239 gini = 0.0 samples = 1 value = [0, 1] 31238->31239 31240 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31238->31240 31241 gini = 0.444 samples = 3 value = [2, 1] 31240->31241 31242 gini = 0.0 samples = 2 value = [2, 0] 31240->31242 31255 x14_3 <= 0.5 gini = 0.004 samples = 473 value = [1, 472] 31254->31255 31272 gini = 0.0 samples = 57 value = [0, 57] 31254->31272 31256 x7_CA <= 0.5 gini = 0.004 samples = 456 value = [1, 455] 31255->31256 31271 gini = 0.0 samples = 17 value = [0, 17] 31255->31271 31257 gini = 0.0 samples = 412 value = [0, 412] 31256->31257 31258 x13_3 <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 31256->31258 31259 x14_1 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 31258->31259 31270 gini = 0.0 samples = 16 value = [0, 16] 31258->31270 31260 x0_Great Britain (Uk) <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 31259->31260 31269 gini = 0.0 samples = 2 value = [0, 2] 31259->31269 31261 x13_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 31260->31261 31268 gini = 0.0 samples = 1 value = [0, 1] 31260->31268 31262 log_spend <= 5.04 gini = 0.08 samples = 24 value = [1, 23] 31261->31262 31267 gini = 0.0 samples = 1 value = [0, 1] 31261->31267 31263 gini = 0.0 samples = 15 value = [0, 15] 31262->31263 31264 x14_6 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 31262->31264 31265 gini = 0.0 samples = 6 value = [0, 6] 31264->31265 31266 gini = 0.444 samples = 3 value = [1, 2] 31264->31266 31274 x4_Cash or cash equivalent <= 0.5 gini = 0.022 samples = 89 value = [1, 88] 31273->31274 31279 gini = 0.0 samples = 4 value = [0, 4] 31273->31279 31275 gini = 0.0 samples = 58 value = [0, 58] 31274->31275 31276 x13_1 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 31274->31276 31277 gini = 0.444 samples = 3 value = [1, 2] 31276->31277 31278 gini = 0.0 samples = 28 value = [0, 28] 31276->31278 31282 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 31281->31282 31287 gini = 0.0 samples = 2 value = [0, 2] 31281->31287 31283 x11_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31282->31283 31286 gini = 0.0 samples = 1 value = [1, 0] 31282->31286 31284 gini = 0.0 samples = 5 value = [0, 5] 31283->31284 31285 gini = 0.0 samples = 1 value = [1, 0] 31283->31285 31289 x17_sanofi <= 0.5 gini = 0.182 samples = 2674 value = [270, 2404] 31288->31289 31682 gini = 0.444 samples = 3 value = [2, 1] 31288->31682 31290 x4_Cash or cash equivalent <= 0.5 gini = 0.139 samples = 2153 value = [162, 1991] 31289->31290 31457 x14_10 <= 0.5 gini = 0.329 samples = 521 value = [108, 413] 31289->31457 31291 x14_2 <= 0.5 gini = 0.251 samples = 929 value = [137, 792] 31290->31291 31430 x14_9 <= 0.5 gini = 0.04 samples = 1224 value = [25, 1199] 31290->31430 31292 x7_VA <= 0.5 gini = 0.237 samples = 868 value = [119, 749] 31291->31292 31425 x0_United States <= 0.5 gini = 0.416 samples = 61 value = [18, 43] 31291->31425 31293 x7_CA <= 0.5 gini = 0.241 samples = 848 value = [119, 729] 31292->31293 31424 gini = 0.0 samples = 20 value = [0, 20] 31292->31424 31294 x17_other <= 0.5 gini = 0.254 samples = 730 value = [109, 621] 31293->31294 31395 x14_6 <= 0.5 gini = 0.155 samples = 118 value = [10, 108] 31293->31395 31295 x7_MI <= 0.5 gini = 0.253 samples = 721 value = [107, 614] 31294->31295 31386 x7_WI <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 31294->31386 31296 x0_Denmark <= 0.5 gini = 0.248 samples = 710 value = [103, 607] 31295->31296 31381 x11_15 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 31295->31381 31297 gini = 0.0 samples = 96 value = [96, 0] 31296->31297 31298 x11_15 <= 0.5 gini = 0.023 samples = 614 value = [7, 607] 31296->31298 31299 x7_LA <= 0.5 gini = 0.02 samples = 291 value = [3, 288] 31298->31299 31346 x7_ID <= 0.5 gini = 0.024 samples = 323 value = [4, 319] 31298->31346 31300 x14_8 <= 0.5 gini = 0.021 samples = 289 value = [3, 286] 31299->31300 31345 gini = 0.0 samples = 2 value = [0, 2] 31299->31345 31301 x7_NY <= 0.5 gini = 0.015 samples = 264 value = [2, 262] 31300->31301 31334 x7_NC <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 31300->31334 31302 x13_6 <= 0.5 gini = 0.016 samples = 255 value = [2, 253] 31301->31302 31333 gini = 0.0 samples = 9 value = [0, 9] 31301->31333 31303 x7_NM <= 0.5 gini = 0.008 samples = 254 value = [1, 253] 31302->31303 31332 gini = 0.0 samples = 1 value = [1, 0] 31302->31332 31304 x14_10 <= 0.5 gini = 0.008 samples = 253 value = [1, 252] 31303->31304 31331 gini = 0.0 samples = 1 value = [0, 1] 31303->31331 31305 x7_UT <= 0.5 gini = 0.009 samples = 220 value = [1, 219] 31304->31305 31330 gini = 0.0 samples = 33 value = [0, 33] 31304->31330 31306 x7_NJ <= 0.5 gini = 0.009 samples = 211 value = [1, 210] 31305->31306 31329 gini = 0.0 samples = 9 value = [0, 9] 31305->31329 31307 x14_6 <= 0.5 gini = 0.01 samples = 205 value = [1, 204] 31306->31307 31328 gini = 0.0 samples = 6 value = [0, 6] 31306->31328 31308 x7_AZ <= 0.5 gini = 0.011 samples = 181 value = [1, 180] 31307->31308 31327 gini = 0.0 samples = 24 value = [0, 24] 31307->31327 31309 x14_1 <= 0.5 gini = 0.011 samples = 179 value = [1, 178] 31308->31309 31326 gini = 0.0 samples = 2 value = [0, 2] 31308->31326 31310 x7_GA <= 0.5 gini = 0.013 samples = 152 value = [1, 151] 31309->31310 31325 gini = 0.0 samples = 27 value = [0, 27] 31309->31325 31311 x7_OK <= 0.5 gini = 0.014 samples = 144 value = [1, 143] 31310->31311 31324 gini = 0.0 samples = 8 value = [0, 8] 31310->31324 31312 x14_7 <= 0.5 gini = 0.014 samples = 139 value = [1, 138] 31311->31312 31323 gini = 0.0 samples = 5 value = [0, 5] 31311->31323 31313 x7_PA <= 0.5 gini = 0.017 samples = 115 value = [1, 114] 31312->31313 31322 gini = 0.0 samples = 24 value = [0, 24] 31312->31322 31314 x13_0 <= 0.5 gini = 0.018 samples = 110 value = [1, 109] 31313->31314 31321 gini = 0.0 samples = 5 value = [0, 5] 31313->31321 31315 x14_3 <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 31314->31315 31320 gini = 0.0 samples = 15 value = [0, 15] 31314->31320 31316 log_spend <= 8.201 gini = 0.03 samples = 65 value = [1, 64] 31315->31316 31319 gini = 0.0 samples = 30 value = [0, 30] 31315->31319 31317 gini = 0.0 samples = 64 value = [0, 64] 31316->31317 31318 gini = 0.0 samples = 1 value = [1, 0] 31316->31318 31335 x13_1 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 31334->31335 31344 gini = 0.0 samples = 1 value = [0, 1] 31334->31344 31336 x7_AZ <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 31335->31336 31343 gini = 0.0 samples = 4 value = [0, 4] 31335->31343 31337 x7_OK <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 31336->31337 31342 gini = 0.0 samples = 1 value = [0, 1] 31336->31342 31338 log_spend <= 5.162 gini = 0.105 samples = 18 value = [1, 17] 31337->31338 31341 gini = 0.0 samples = 1 value = [0, 1] 31337->31341 31339 gini = 0.0 samples = 15 value = [0, 15] 31338->31339 31340 gini = 0.444 samples = 3 value = [1, 2] 31338->31340 31347 x7_IL <= 0.5 gini = 0.025 samples = 319 value = [4, 315] 31346->31347 31380 gini = 0.0 samples = 4 value = [0, 4] 31346->31380 31348 x14_5 <= 0.5 gini = 0.026 samples = 301 value = [4, 297] 31347->31348 31379 gini = 0.0 samples = 18 value = [0, 18] 31347->31379 31349 x7_AL <= 0.5 gini = 0.029 samples = 270 value = [4, 266] 31348->31349 31378 gini = 0.0 samples = 31 value = [0, 31] 31348->31378 31350 x7_GA <= 0.5 gini = 0.029 samples = 269 value = [4, 265] 31349->31350 31377 gini = 0.0 samples = 1 value = [0, 1] 31349->31377 31351 x14_9 <= 0.5 gini = 0.03 samples = 260 value = [4, 256] 31350->31351 31376 gini = 0.0 samples = 9 value = [0, 9] 31350->31376 31352 x7_VT <= 0.5 gini = 0.033 samples = 241 value = [4, 237] 31351->31352 31375 gini = 0.0 samples = 19 value = [0, 19] 31351->31375 31353 x7_IA <= 0.5 gini = 0.025 samples = 238 value = [3, 235] 31352->31353 31374 gini = 0.444 samples = 3 value = [1, 2] 31352->31374 31354 x14_4 <= 0.5 gini = 0.017 samples = 236 value = [2, 234] 31353->31354 31373 gini = 0.5 samples = 2 value = [1, 1] 31353->31373 31355 log_spend <= 5.952 gini = 0.019 samples = 210 value = [2, 208] 31354->31355 31372 gini = 0.0 samples = 26 value = [0, 26] 31354->31372 31356 gini = 0.0 samples = 113 value = [0, 113] 31355->31356 31357 x13_0 <= 0.5 gini = 0.04 samples = 97 value = [2, 95] 31355->31357 31358 x14_7 <= 0.5 gini = 0.049 samples = 79 value = [2, 77] 31357->31358 31371 gini = 0.0 samples = 18 value = [0, 18] 31357->31371 31359 x7_NC <= 0.5 gini = 0.055 samples = 71 value = [2, 69] 31358->31359 31370 gini = 0.0 samples = 8 value = [0, 8] 31358->31370 31360 x7_WI <= 0.5 gini = 0.059 samples = 66 value = [2, 64] 31359->31360 31369 gini = 0.0 samples = 5 value = [0, 5] 31359->31369 31361 x7_TN <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 31360->31361 31368 gini = 0.0 samples = 1 value = [0, 1] 31360->31368 31362 x13_1 <= 0.5 gini = 0.064 samples = 60 value = [2, 58] 31361->31362 31367 gini = 0.0 samples = 5 value = [0, 5] 31361->31367 31363 x14_1 <= 0.5 gini = 0.087 samples = 44 value = [2, 42] 31362->31363 31366 gini = 0.0 samples = 16 value = [0, 16] 31362->31366 31364 gini = 0.0 samples = 42 value = [0, 42] 31363->31364 31365 gini = 0.0 samples = 2 value = [2, 0] 31363->31365 31382 gini = 0.0 samples = 6 value = [0, 6] 31381->31382 31383 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31381->31383 31384 gini = 0.375 samples = 4 value = [3, 1] 31383->31384 31385 gini = 0.0 samples = 1 value = [1, 0] 31383->31385 31387 x13_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 31386->31387 31394 gini = 0.0 samples = 1 value = [0, 1] 31386->31394 31388 x1_PR <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 31387->31388 31393 gini = 0.0 samples = 2 value = [0, 2] 31387->31393 31389 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31388->31389 31392 gini = 0.0 samples = 1 value = [1, 0] 31388->31392 31390 gini = 0.0 samples = 4 value = [0, 4] 31389->31390 31391 gini = 0.0 samples = 1 value = [1, 0] 31389->31391 31396 x13_2 <= 0.5 gini = 0.177 samples = 102 value = [10, 92] 31395->31396 31423 gini = 0.0 samples = 16 value = [0, 16] 31395->31423 31397 x14_7 <= 0.5 gini = 0.18 samples = 80 value = [8, 72] 31396->31397 31414 x14_5 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 31396->31414 31398 x12_100000000163 <= 0.5 gini = 0.2 samples = 71 value = [8, 63] 31397->31398 31413 gini = 0.0 samples = 9 value = [0, 9] 31397->31413 31399 gini = 0.0 samples = 6 value = [6, 0] 31398->31399 31400 x14_8 <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 31398->31400 31401 x14_5 <= 0.5 gini = 0.037 samples = 53 value = [1, 52] 31400->31401 31410 x11_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 31400->31410 31402 x11_0 <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 31401->31402 31409 gini = 0.0 samples = 7 value = [0, 7] 31401->31409 31403 gini = 0.0 samples = 28 value = [0, 28] 31402->31403 31404 x13_1 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 31402->31404 31405 x13_3 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 31404->31405 31408 gini = 0.0 samples = 5 value = [0, 5] 31404->31408 31406 gini = 0.0 samples = 9 value = [0, 9] 31405->31406 31407 gini = 0.375 samples = 4 value = [1, 3] 31405->31407 31411 gini = 0.0 samples = 8 value = [0, 8] 31410->31411 31412 gini = 0.375 samples = 4 value = [1, 3] 31410->31412 31415 x12_100000000144 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 31414->31415 31418 x11_15 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31414->31418 31416 gini = 0.0 samples = 15 value = [0, 15] 31415->31416 31417 gini = 0.0 samples = 1 value = [1, 0] 31415->31417 31419 gini = 0.0 samples = 1 value = [0, 1] 31418->31419 31420 x0_Denmark <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31418->31420 31421 gini = 0.0 samples = 1 value = [1, 0] 31420->31421 31422 gini = 0.0 samples = 4 value = [0, 4] 31420->31422 31426 gini = 0.0 samples = 42 value = [0, 42] 31425->31426 31427 x7_MD <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 31425->31427 31428 gini = 0.0 samples = 17 value = [17, 0] 31427->31428 31429 gini = 0.5 samples = 2 value = [1, 1] 31427->31429 31431 x0_United States <= 0.5 gini = 0.038 samples = 1138 value = [22, 1116] 31430->31431 31452 x7_PA <= 0.5 gini = 0.067 samples = 86 value = [3, 83] 31430->31452 31432 log_spend <= 4.051 gini = 0.004 samples = 1030 value = [2, 1028] 31431->31432 31445 x17_other <= 0.5 gini = 0.302 samples = 108 value = [20, 88] 31431->31445 31433 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 31432->31433 31440 x14_4 <= 0.5 gini = 0.002 samples = 1021 value = [1, 1020] 31432->31440 31434 x7_GA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31433->31434 31439 gini = 0.0 samples = 1 value = [0, 1] 31433->31439 31435 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31434->31435 31438 gini = 0.0 samples = 3 value = [0, 3] 31434->31438 31436 gini = 0.375 samples = 4 value = [1, 3] 31435->31436 31437 gini = 0.0 samples = 1 value = [0, 1] 31435->31437 31441 x12_0 <= 0.5 gini = 0.002 samples = 873 value = [1, 872] 31440->31441 31444 gini = 0.0 samples = 148 value = [0, 148] 31440->31444 31442 gini = 0.0 samples = 872 value = [0, 872] 31441->31442 31443 gini = 0.0 samples = 1 value = [1, 0] 31441->31443 31446 x7_TX <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 31445->31446 31451 gini = 0.0 samples = 86 value = [0, 86] 31445->31451 31447 x7_VA <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 31446->31447 31450 gini = 0.5 samples = 2 value = [1, 1] 31446->31450 31448 gini = 0.0 samples = 19 value = [19, 0] 31447->31448 31449 gini = 0.0 samples = 1 value = [0, 1] 31447->31449 31453 x12_100000000144 <= 0.5 gini = 0.069 samples = 84 value = [3, 81] 31452->31453 31456 gini = 0.0 samples = 2 value = [0, 2] 31452->31456 31454 gini = 0.0 samples = 81 value = [0, 81] 31453->31454 31455 gini = 0.0 samples = 3 value = [3, 0] 31453->31455 31458 x4_In-kind items and services <= 0.5 gini = 0.316 samples = 503 value = [99, 404] 31457->31458 31659 x7_TX <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 31457->31659 31459 x7_TX <= 0.5 gini = 0.147 samples = 376 value = [30, 346] 31458->31459 31576 x14_9 <= 0.5 gini = 0.496 samples = 127 value = [69, 58] 31458->31576 31460 x7_GA <= 0.5 gini = 0.165 samples = 330 value = [30, 300] 31459->31460 31575 gini = 0.0 samples = 46 value = [0, 46] 31459->31575 31461 x13_6 <= 0.5 gini = 0.17 samples = 310 value = [29, 281] 31460->31461 31564 x13_1 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 31460->31564 31462 x14_2 <= 0.5 gini = 0.165 samples = 309 value = [28, 281] 31461->31462 31563 gini = 0.0 samples = 1 value = [1, 0] 31461->31563 31463 x7_MA <= 0.5 gini = 0.173 samples = 292 value = [28, 264] 31462->31463 31562 gini = 0.0 samples = 17 value = [0, 17] 31462->31562 31464 x7_WY <= 0.5 gini = 0.164 samples = 288 value = [26, 262] 31463->31464 31561 gini = 0.5 samples = 4 value = [2, 2] 31463->31561 31465 log_spend <= 4.534 gini = 0.159 samples = 287 value = [25, 262] 31464->31465 31560 gini = 0.0 samples = 1 value = [1, 0] 31464->31560 31466 x14_5 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 31465->31466 31471 x7_MS <= 0.5 gini = 0.133 samples = 279 value = [20, 259] 31465->31471 31467 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 31466->31467 31470 gini = 0.0 samples = 1 value = [1, 0] 31466->31470 31468 gini = 0.375 samples = 4 value = [3, 1] 31467->31468 31469 gini = 0.444 samples = 3 value = [1, 2] 31467->31469 31472 x7_NE <= 0.5 gini = 0.134 samples = 277 value = [20, 257] 31471->31472 31559 gini = 0.0 samples = 2 value = [0, 2] 31471->31559 31473 x7_CO <= 0.5 gini = 0.135 samples = 275 value = [20, 255] 31472->31473 31558 gini = 0.0 samples = 2 value = [0, 2] 31472->31558 31474 x14_6 <= 0.5 gini = 0.137 samples = 270 value = [20, 250] 31473->31474 31557 gini = 0.0 samples = 5 value = [0, 5] 31473->31557 31475 x7_WI <= 0.5 gini = 0.137 samples = 230 value = [17, 213] 31474->31475 31550 x7_OH <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 31474->31550 31476 x7_NY <= 0.5 gini = 0.132 samples = 226 value = [16, 210] 31475->31476 31549 gini = 0.375 samples = 4 value = [1, 3] 31475->31549 31477 x7_AZ <= 0.5 gini = 0.115 samples = 212 value = [13, 199] 31476->31477 31540 x13_1 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 31476->31540 31478 x13_3 <= 0.5 gini = 0.124 samples = 195 value = [13, 182] 31477->31478 31539 gini = 0.0 samples = 17 value = [0, 17] 31477->31539 31479 x13_2 <= 0.5 gini = 0.109 samples = 155 value = [9, 146] 31478->31479 31514 x7_NJ <= 0.5 gini = 0.18 samples = 40 value = [4, 36] 31478->31514 31480 x7_UT <= 0.5 gini = 0.076 samples = 152 value = [6, 146] 31479->31480 31513 gini = 0.0 samples = 3 value = [3, 0] 31479->31513 31481 x11_0 <= 0.5 gini = 0.078 samples = 148 value = [6, 142] 31480->31481 31512 gini = 0.0 samples = 4 value = [0, 4] 31480->31512 31482 x7_MI <= 0.5 gini = 0.078 samples = 147 value = [6, 141] 31481->31482 31511 gini = 0.0 samples = 1 value = [0, 1] 31481->31511 31483 x13_1 <= 0.5 gini = 0.08 samples = 144 value = [6, 138] 31482->31483 31510 gini = 0.0 samples = 3 value = [0, 3] 31482->31510 31484 gini = 0.0 samples = 2 value = [2, 0] 31483->31484 31485 x7_VA <= 0.5 gini = 0.055 samples = 142 value = [4, 138] 31483->31485 31486 x7_FL <= 0.5 gini = 0.058 samples = 135 value = [4, 131] 31485->31486 31509 gini = 0.0 samples = 7 value = [0, 7] 31485->31509 31487 x7_NJ <= 0.5 gini = 0.064 samples = 120 value = [4, 116] 31486->31487 31508 gini = 0.0 samples = 15 value = [0, 15] 31486->31508 31488 x14_12 <= 0.5 gini = 0.034 samples = 116 value = [2, 114] 31487->31488 31507 gini = 0.5 samples = 4 value = [2, 2] 31487->31507 31489 x7_PR <= 0.5 gini = 0.018 samples = 108 value = [1, 107] 31488->31489 31498 x7_KS <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31488->31498 31490 x7_CA <= 0.5 gini = 0.019 samples = 106 value = [1, 105] 31489->31490 31497 gini = 0.0 samples = 2 value = [0, 2] 31489->31497 31491 log_spend <= 7.452 gini = 0.024 samples = 84 value = [1, 83] 31490->31491 31496 gini = 0.0 samples = 22 value = [0, 22] 31490->31496 31492 x7_MO <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 31491->31492 31495 gini = 0.0 samples = 54 value = [0, 54] 31491->31495 31493 gini = 0.0 samples = 28 value = [0, 28] 31492->31493 31494 gini = 0.5 samples = 2 value = [1, 1] 31492->31494 31499 x7_ID <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 31498->31499 31506 gini = 0.0 samples = 1 value = [0, 1] 31498->31506 31500 x7_AL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31499->31500 31505 gini = 0.0 samples = 1 value = [0, 1] 31499->31505 31501 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31500->31501 31504 gini = 0.0 samples = 1 value = [0, 1] 31500->31504 31502 gini = 0.5 samples = 2 value = [1, 1] 31501->31502 31503 gini = 0.0 samples = 3 value = [0, 3] 31501->31503 31515 x7_KY <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 31514->31515 31538 gini = 0.0 samples = 1 value = [1, 0] 31514->31538 31516 x7_PA <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 31515->31516 31537 gini = 0.0 samples = 1 value = [0, 1] 31515->31537 31517 x7_AL <= 0.5 gini = 0.165 samples = 33 value = [3, 30] 31516->31517 31536 gini = 0.0 samples = 5 value = [0, 5] 31516->31536 31518 x7_OH <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 31517->31518 31535 gini = 0.0 samples = 4 value = [0, 4] 31517->31535 31519 x7_NC <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 31518->31519 31534 gini = 0.0 samples = 5 value = [0, 5] 31518->31534 31520 log_spend <= 7.522 gini = 0.165 samples = 22 value = [2, 20] 31519->31520 31533 gini = 0.5 samples = 2 value = [1, 1] 31519->31533 31521 x7_IN <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 31520->31521 31532 gini = 0.0 samples = 11 value = [0, 11] 31520->31532 31522 x7_CA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 31521->31522 31531 gini = 0.0 samples = 1 value = [0, 1] 31521->31531 31523 x7_ND <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31522->31523 31530 gini = 0.5 samples = 2 value = [1, 1] 31522->31530 31524 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 31523->31524 31529 gini = 0.0 samples = 1 value = [0, 1] 31523->31529 31525 log_spend <= 7.175 gini = 0.278 samples = 6 value = [1, 5] 31524->31525 31528 gini = 0.0 samples = 1 value = [0, 1] 31524->31528 31526 gini = 0.0 samples = 5 value = [0, 5] 31525->31526 31527 gini = 0.0 samples = 1 value = [1, 0] 31525->31527 31541 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 31540->31541 31546 x14_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 31540->31546 31542 gini = 0.0 samples = 1 value = [1, 0] 31541->31542 31543 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31541->31543 31544 gini = 0.375 samples = 4 value = [1, 3] 31543->31544 31545 gini = 0.0 samples = 1 value = [0, 1] 31543->31545 31547 gini = 0.0 samples = 5 value = [0, 5] 31546->31547 31548 gini = 0.444 samples = 3 value = [1, 2] 31546->31548 31551 x7_SC <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 31550->31551 31556 gini = 0.0 samples = 2 value = [0, 2] 31550->31556 31552 x7_MI <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 31551->31552 31555 gini = 0.0 samples = 2 value = [0, 2] 31551->31555 31553 gini = 0.0 samples = 33 value = [0, 33] 31552->31553 31554 gini = 0.0 samples = 3 value = [3, 0] 31552->31554 31565 gini = 0.0 samples = 5 value = [0, 5] 31564->31565 31566 x14_12 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 31564->31566 31567 x14_7 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 31566->31567 31574 gini = 0.0 samples = 1 value = [0, 1] 31566->31574 31568 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 31567->31568 31573 gini = 0.0 samples = 4 value = [0, 4] 31567->31573 31569 log_spend <= 7.785 gini = 0.198 samples = 9 value = [1, 8] 31568->31569 31572 gini = 0.0 samples = 1 value = [0, 1] 31568->31572 31570 gini = 0.5 samples = 2 value = [1, 1] 31569->31570 31571 gini = 0.0 samples = 7 value = [0, 7] 31569->31571 31577 x14_4 <= 0.5 gini = 0.5 samples = 117 value = [59, 58] 31576->31577 31658 gini = 0.0 samples = 10 value = [10, 0] 31576->31658 31578 x14_7 <= 0.5 gini = 0.5 samples = 112 value = [55, 57] 31577->31578 31655 log_spend <= 6.219 gini = 0.32 samples = 5 value = [4, 1] 31577->31655 31579 x14_8 <= 0.5 gini = 0.49 samples = 86 value = [49, 37] 31578->31579 31638 x11_3 <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 31578->31638 31580 x13_3 <= 0.5 gini = 0.495 samples = 82 value = [45, 37] 31579->31580 31637 gini = 0.0 samples = 4 value = [4, 0] 31579->31637 31581 x7_CA <= 0.5 gini = 0.486 samples = 60 value = [25, 35] 31580->31581 31620 x14_5 <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 31580->31620 31582 x14_6 <= 0.5 gini = 0.493 samples = 43 value = [19, 24] 31581->31582 31613 x9_24 <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 31581->31613 31583 x7_OR <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 31582->31583 31610 log_spend <= 5.338 gini = 0.198 samples = 9 value = [1, 8] 31582->31610 31584 x9_0 <= 0.5 gini = 0.496 samples = 33 value = [18, 15] 31583->31584 31609 gini = 0.0 samples = 1 value = [0, 1] 31583->31609 31585 x7_NC <= 0.5 gini = 0.487 samples = 31 value = [18, 13] 31584->31585 31608 gini = 0.0 samples = 2 value = [0, 2] 31584->31608 31586 x7_TX <= 0.5 gini = 0.491 samples = 30 value = [17, 13] 31585->31586 31607 gini = 0.0 samples = 1 value = [1, 0] 31585->31607 31587 x7_OH <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 31586->31587 31604 x13_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31586->31604 31588 x13_6 <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 31587->31588 31603 gini = 0.0 samples = 1 value = [1, 0] 31587->31603 31589 x7_NY <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 31588->31589 31600 log_spend <= 5.102 gini = 0.444 samples = 6 value = [2, 4] 31588->31600 31590 x13_2 <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 31589->31590 31599 gini = 0.0 samples = 1 value = [1, 0] 31589->31599 31591 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 31590->31591 31594 x7_AL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 31590->31594 31592 gini = 0.375 samples = 4 value = [1, 3] 31591->31592 31593 gini = 0.0 samples = 1 value = [1, 0] 31591->31593 31595 log_spend <= 6.09 gini = 0.18 samples = 10 value = [9, 1] 31594->31595 31598 gini = 0.0 samples = 1 value = [1, 0] 31594->31598 31596 gini = 0.0 samples = 9 value = [9, 0] 31595->31596 31597 gini = 0.0 samples = 1 value = [0, 1] 31595->31597 31601 gini = 0.0 samples = 2 value = [2, 0] 31600->31601 31602 gini = 0.0 samples = 4 value = [0, 4] 31600->31602 31605 gini = 0.375 samples = 4 value = [1, 3] 31604->31605 31606 gini = 0.0 samples = 2 value = [0, 2] 31604->31606 31611 gini = 0.0 samples = 1 value = [1, 0] 31610->31611 31612 gini = 0.0 samples = 8 value = [0, 8] 31610->31612 31614 gini = 0.0 samples = 1 value = [0, 1] 31613->31614 31615 x13_1 <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 31613->31615 31616 log_spend <= 5.466 gini = 0.426 samples = 13 value = [4, 9] 31615->31616 31619 gini = 0.444 samples = 3 value = [2, 1] 31615->31619 31617 gini = 0.0 samples = 4 value = [4, 0] 31616->31617 31618 gini = 0.0 samples = 9 value = [0, 9] 31616->31618 31621 x7_MI <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 31620->31621 31636 gini = 0.0 samples = 2 value = [2, 0] 31620->31636 31622 x7_FL <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 31621->31622 31635 gini = 0.0 samples = 1 value = [1, 0] 31621->31635 31623 x7_CA <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 31622->31623 31634 gini = 0.0 samples = 3 value = [3, 0] 31622->31634 31624 x11_3 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 31623->31624 31633 gini = 0.0 samples = 2 value = [2, 0] 31623->31633 31625 gini = 0.0 samples = 1 value = [0, 1] 31624->31625 31626 x7_WV <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 31624->31626 31627 x14_11 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 31626->31627 31632 gini = 0.0 samples = 1 value = [1, 0] 31626->31632 31628 log_spend <= 5.74 gini = 0.219 samples = 8 value = [7, 1] 31627->31628 31631 gini = 0.0 samples = 4 value = [4, 0] 31627->31631 31629 gini = 0.0 samples = 7 value = [7, 0] 31628->31629 31630 gini = 0.0 samples = 1 value = [0, 1] 31628->31630 31639 gini = 0.0 samples = 2 value = [0, 2] 31638->31639 31640 x7_TX <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 31638->31640 31641 x13_2 <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 31640->31641 31654 gini = 0.0 samples = 5 value = [0, 5] 31640->31654 31642 x7_WA <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 31641->31642 31653 gini = 0.0 samples = 3 value = [3, 0] 31641->31653 31643 x13_3 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 31642->31643 31652 gini = 0.0 samples = 1 value = [0, 1] 31642->31652 31644 x7_CO <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 31643->31644 31651 gini = 0.0 samples = 2 value = [2, 0] 31643->31651 31645 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 31644->31645 31650 gini = 0.0 samples = 1 value = [0, 1] 31644->31650 31646 x13_1 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 31645->31646 31649 gini = 0.0 samples = 2 value = [0, 2] 31645->31649 31647 gini = 0.0 samples = 9 value = [0, 9] 31646->31647 31648 gini = 0.0 samples = 1 value = [1, 0] 31646->31648 31656 gini = 0.0 samples = 3 value = [3, 0] 31655->31656 31657 gini = 0.5 samples = 2 value = [1, 1] 31655->31657 31660 x13_2 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 31659->31660 31681 gini = 0.5 samples = 2 value = [1, 1] 31659->31681 31661 x7_CA <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 31660->31661 31680 gini = 0.0 samples = 1 value = [1, 0] 31660->31680 31662 x7_NY <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 31661->31662 31679 gini = 0.0 samples = 2 value = [2, 0] 31661->31679 31663 x7_AZ <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 31662->31663 31678 gini = 0.0 samples = 1 value = [0, 1] 31662->31678 31664 x7_VT <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 31663->31664 31677 gini = 0.0 samples = 1 value = [0, 1] 31663->31677 31665 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 31664->31665 31676 gini = 0.0 samples = 1 value = [0, 1] 31664->31676 31666 x7_IA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 31665->31666 31675 gini = 0.0 samples = 2 value = [2, 0] 31665->31675 31667 x7_IL <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 31666->31667 31674 gini = 0.0 samples = 1 value = [0, 1] 31666->31674 31668 log_spend <= 6.457 gini = 0.5 samples = 6 value = [3, 3] 31667->31668 31673 gini = 0.0 samples = 1 value = [0, 1] 31667->31673 31669 gini = 0.0 samples = 1 value = [0, 1] 31668->31669 31670 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 31668->31670 31671 gini = 0.5 samples = 4 value = [2, 2] 31670->31671 31672 gini = 0.0 samples = 1 value = [1, 0] 31670->31672 31685 x7_IN <= 0.5 gini = 0.437 samples = 267 value = [181, 86] 31684->31685 31872 gini = 0.0 samples = 1 value = [1, 0] 31684->31872 31686 x13_6 <= 0.5 gini = 0.439 samples = 264 value = [178, 86] 31685->31686 31871 gini = 0.0 samples = 3 value = [3, 0] 31685->31871 31687 x14_3 <= 0.5 gini = 0.442 samples = 261 value = [175, 86] 31686->31687 31870 gini = 0.0 samples = 3 value = [3, 0] 31686->31870 31688 x7_WA <= 0.5 gini = 0.45 samples = 237 value = [156, 81] 31687->31688 31853 x7_TX <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 31687->31853 31689 x7_CA <= 0.5 gini = 0.444 samples = 234 value = [156, 78] 31688->31689 31852 gini = 0.0 samples = 3 value = [0, 3] 31688->31852 31690 x14_2 <= 0.5 gini = 0.41 samples = 198 value = [141, 57] 31689->31690 31833 x4_In-kind items and services <= 0.5 gini = 0.486 samples = 36 value = [15, 21] 31689->31833 31691 x7_IL <= 0.5 gini = 0.404 samples = 171 value = [123, 48] 31690->31691 31810 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 27 value = [18, 9] 31690->31810 31692 x14_6 <= 0.5 gini = 0.407 samples = 169 value = [121, 48] 31691->31692 31809 gini = 0.0 samples = 2 value = [2, 0] 31691->31809 31693 x7_NJ <= 0.5 gini = 0.397 samples = 150 value = [109, 41] 31692->31693 31790 x13_3 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 31692->31790 31694 x14_5 <= 0.5 gini = 0.399 samples = 149 value = [108, 41] 31693->31694 31789 gini = 0.0 samples = 1 value = [1, 0] 31693->31789 31695 x9_0 <= 0.5 gini = 0.422 samples = 129 value = [90, 39] 31694->31695 31772 x13_2 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 31694->31772 31696 gini = 0.0 samples = 11 value = [11, 0] 31695->31696 31697 x11_0 <= 0.5 gini = 0.443 samples = 118 value = [79, 39] 31695->31697 31698 x7_PA <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 31697->31698 31711 x7_NH <= 0.5 gini = 0.438 samples = 102 value = [69, 33] 31697->31711 31699 x13_4 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 31698->31699 31710 gini = 0.0 samples = 1 value = [1, 0] 31698->31710 31700 x7_IA <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 31699->31700 31709 gini = 0.5 samples = 2 value = [1, 1] 31699->31709 31701 x7_FL <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 31700->31701 31708 gini = 0.0 samples = 1 value = [0, 1] 31700->31708 31702 x7_MD <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 31701->31702 31707 gini = 0.0 samples = 2 value = [2, 0] 31701->31707 31703 x13_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 31702->31703 31706 gini = 0.0 samples = 2 value = [2, 0] 31702->31706 31704 gini = 0.0 samples = 4 value = [4, 0] 31703->31704 31705 gini = 0.0 samples = 4 value = [0, 4] 31703->31705 31712 x14_4 <= 0.5 gini = 0.44 samples = 101 value = [68, 33] 31711->31712 31771 gini = 0.0 samples = 1 value = [1, 0] 31711->31771 31713 x7_NY <= 0.5 gini = 0.456 samples = 88 value = [57, 31] 31712->31713 31762 x7_AL <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 31712->31762 31714 x7_PA <= 0.5 gini = 0.462 samples = 83 value = [53, 30] 31713->31714 31759 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31713->31759 31715 x7_AL <= 0.5 gini = 0.46 samples = 81 value = [52, 29] 31714->31715 31758 gini = 0.5 samples = 2 value = [1, 1] 31714->31758 31716 x7_NE <= 0.5 gini = 0.455 samples = 80 value = [52, 28] 31715->31716 31757 gini = 0.0 samples = 1 value = [0, 1] 31715->31757 31717 x7_OH <= 0.5 gini = 0.458 samples = 79 value = [51, 28] 31716->31717 31756 gini = 0.0 samples = 1 value = [1, 0] 31716->31756 31718 x7_MN <= 0.5 gini = 0.444 samples = 75 value = [50, 25] 31717->31718 31755 gini = 0.375 samples = 4 value = [1, 3] 31717->31755 31719 x7_TX <= 0.5 gini = 0.441 samples = 73 value = [49, 24] 31718->31719 31754 gini = 0.5 samples = 2 value = [1, 1] 31718->31754 31720 x7_SC <= 0.5 gini = 0.46 samples = 64 value = [41, 23] 31719->31720 31751 log_spend <= 8.292 gini = 0.198 samples = 9 value = [8, 1] 31719->31751 31721 x14_1 <= 0.5 gini = 0.467 samples = 62 value = [39, 23] 31720->31721 31750 gini = 0.0 samples = 2 value = [2, 0] 31720->31750 31722 x7_FL <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 31721->31722 31733 x13_0 <= 0.5 gini = 0.408 samples = 28 value = [8, 20] 31721->31733 31723 x14_9 <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 31722->31723 31732 gini = 0.0 samples = 8 value = [8, 0] 31722->31732 31724 log_spend <= 7.265 gini = 0.236 samples = 22 value = [19, 3] 31723->31724 31731 gini = 0.0 samples = 4 value = [4, 0] 31723->31731 31725 x4_In-kind items and services <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 31724->31725 31730 gini = 0.5 samples = 2 value = [1, 1] 31724->31730 31726 gini = 0.0 samples = 15 value = [15, 0] 31725->31726 31727 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 31725->31727 31728 gini = 0.5 samples = 4 value = [2, 2] 31727->31728 31729 gini = 0.0 samples = 1 value = [1, 0] 31727->31729 31734 x7_FL <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 31733->31734 31749 gini = 0.0 samples = 5 value = [0, 5] 31733->31749 31735 x13_2 <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 31734->31735 31746 log_spend <= 5.595 gini = 0.444 samples = 6 value = [2, 4] 31734->31746 31736 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 31735->31736 31739 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 31735->31739 31737 gini = 0.375 samples = 4 value = [3, 1] 31736->31737 31738 gini = 0.0 samples = 5 value = [0, 5] 31736->31738 31740 x7_AZ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31739->31740 31745 gini = 0.0 samples = 2 value = [2, 0] 31739->31745 31741 log_spend <= 6.703 gini = 0.32 samples = 5 value = [1, 4] 31740->31741 31744 gini = 0.0 samples = 1 value = [0, 1] 31740->31744 31742 gini = 0.0 samples = 1 value = [1, 0] 31741->31742 31743 gini = 0.0 samples = 4 value = [0, 4] 31741->31743 31747 gini = 0.0 samples = 2 value = [2, 0] 31746->31747 31748 gini = 0.0 samples = 4 value = [0, 4] 31746->31748 31752 gini = 0.0 samples = 8 value = [8, 0] 31751->31752 31753 gini = 0.0 samples = 1 value = [0, 1] 31751->31753 31760 gini = 0.375 samples = 4 value = [3, 1] 31759->31760 31761 gini = 0.0 samples = 1 value = [1, 0] 31759->31761 31763 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 31762->31763 31770 gini = 0.0 samples = 1 value = [1, 0] 31762->31770 31764 gini = 0.375 samples = 4 value = [3, 1] 31763->31764 31765 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 31763->31765 31766 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 31765->31766 31769 gini = 0.0 samples = 1 value = [1, 0] 31765->31769 31767 gini = 0.0 samples = 5 value = [5, 0] 31766->31767 31768 gini = 0.5 samples = 2 value = [1, 1] 31766->31768 31773 x9_597 <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 31772->31773 31788 gini = 0.0 samples = 4 value = [4, 0] 31772->31788 31774 x7_FL <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 31773->31774 31787 gini = 0.0 samples = 2 value = [2, 0] 31773->31787 31775 x4_In-kind items and services <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 31774->31775 31786 gini = 0.0 samples = 1 value = [1, 0] 31774->31786 31776 x7_NC <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 31775->31776 31785 gini = 0.0 samples = 5 value = [5, 0] 31775->31785 31777 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 31776->31777 31784 gini = 0.0 samples = 1 value = [1, 0] 31776->31784 31778 x7_SC <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 31777->31778 31783 gini = 0.0 samples = 1 value = [1, 0] 31777->31783 31779 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 31778->31779 31782 gini = 0.0 samples = 1 value = [1, 0] 31778->31782 31780 gini = 0.444 samples = 3 value = [1, 2] 31779->31780 31781 gini = 0.0 samples = 2 value = [2, 0] 31779->31781 31791 x7_MI <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 31790->31791 31808 gini = 0.444 samples = 3 value = [2, 1] 31790->31808 31792 x7_FL <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 31791->31792 31807 gini = 0.0 samples = 1 value = [0, 1] 31791->31807 31793 x7_MD <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 31792->31793 31806 gini = 0.5 samples = 2 value = [1, 1] 31792->31806 31794 x7_VA <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 31793->31794 31805 gini = 0.0 samples = 1 value = [1, 0] 31793->31805 31795 x13_2 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 31794->31795 31804 gini = 0.0 samples = 1 value = [1, 0] 31794->31804 31796 x7_PA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 31795->31796 31803 gini = 0.0 samples = 2 value = [2, 0] 31795->31803 31797 x11_0 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 31796->31797 31802 gini = 0.0 samples = 1 value = [0, 1] 31796->31802 31798 gini = 0.0 samples = 2 value = [2, 0] 31797->31798 31799 x7_NY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 31797->31799 31800 gini = 0.375 samples = 4 value = [1, 3] 31799->31800 31801 gini = 0.0 samples = 2 value = [2, 0] 31799->31801 31811 x13_2 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 31810->31811 31824 x10_152 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 31810->31824 31812 x11_0 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 31811->31812 31821 x11_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 31811->31821 31813 gini = 0.0 samples = 1 value = [0, 1] 31812->31813 31814 x7_OH <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 31812->31814 31815 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 31814->31815 31820 gini = 0.0 samples = 1 value = [0, 1] 31814->31820 31816 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 31815->31816 31819 gini = 0.0 samples = 2 value = [2, 0] 31815->31819 31817 gini = 0.375 samples = 4 value = [1, 3] 31816->31817 31818 gini = 0.0 samples = 1 value = [0, 1] 31816->31818 31822 gini = 0.375 samples = 4 value = [3, 1] 31821->31822 31823 gini = 0.0 samples = 1 value = [0, 1] 31821->31823 31825 x13_3 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 31824->31825 31832 gini = 0.0 samples = 5 value = [5, 0] 31824->31832 31826 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 31825->31826 31831 gini = 0.0 samples = 2 value = [2, 0] 31825->31831 31827 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31826->31827 31830 gini = 0.0 samples = 1 value = [1, 0] 31826->31830 31828 gini = 0.0 samples = 4 value = [4, 0] 31827->31828 31829 gini = 0.0 samples = 1 value = [0, 1] 31827->31829 31834 x10_152 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 31833->31834 31841 x14_7 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 31833->31841 31835 x13_3 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 31834->31835 31840 gini = 0.0 samples = 4 value = [4, 0] 31834->31840 31836 log_spend <= 8.663 gini = 0.32 samples = 10 value = [2, 8] 31835->31836 31839 gini = 0.0 samples = 1 value = [1, 0] 31835->31839 31837 gini = 0.0 samples = 2 value = [2, 0] 31836->31837 31838 gini = 0.0 samples = 8 value = [0, 8] 31836->31838 31842 x14_1 <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 31841->31842 31851 gini = 0.0 samples = 2 value = [2, 0] 31841->31851 31843 log_spend <= 4.883 gini = 0.5 samples = 12 value = [6, 6] 31842->31843 31850 gini = 0.0 samples = 7 value = [0, 7] 31842->31850 31844 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 31843->31844 31849 gini = 0.0 samples = 4 value = [0, 4] 31843->31849 31845 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 31844->31845 31848 gini = 0.0 samples = 1 value = [1, 0] 31844->31848 31846 gini = 0.375 samples = 4 value = [3, 1] 31845->31846 31847 gini = 0.444 samples = 3 value = [2, 1] 31845->31847 31854 x13_2 <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 31853->31854 31869 gini = 0.0 samples = 3 value = [3, 0] 31853->31869 31855 x7_OH <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 31854->31855 31868 gini = 0.0 samples = 3 value = [3, 0] 31854->31868 31856 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 31855->31856 31867 gini = 0.5 samples = 2 value = [1, 1] 31855->31867 31857 x7_NJ <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 31856->31857 31866 gini = 0.5 samples = 4 value = [2, 2] 31856->31866 31858 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 31857->31858 31865 gini = 0.5 samples = 2 value = [1, 1] 31857->31865 31859 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 31858->31859 31864 gini = 0.0 samples = 2 value = [2, 0] 31858->31864 31860 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 31859->31860 31863 gini = 0.0 samples = 3 value = [3, 0] 31859->31863 31861 gini = 0.444 samples = 3 value = [2, 1] 31860->31861 31862 gini = 0.0 samples = 2 value = [2, 0] 31860->31862 31874 log_spend <= 8.81 gini = 0.003 samples = 1270 value = [2, 1268] 31873->31874 31919 gini = 0.0 samples = 102 value = [0, 102] 31873->31919 31875 x7_NE <= 0.5 gini = 0.002 samples = 1205 value = [1, 1204] 31874->31875 31912 x14_3 <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 31874->31912 31876 x7_MI <= 0.5 gini = 0.002 samples = 1188 value = [1, 1187] 31875->31876 31911 gini = 0.0 samples = 17 value = [0, 17] 31875->31911 31877 x7_CA <= 0.5 gini = 0.002 samples = 1144 value = [1, 1143] 31876->31877 31910 gini = 0.0 samples = 44 value = [0, 44] 31876->31910 31878 x14_4 <= 0.5 gini = 0.002 samples = 1037 value = [1, 1036] 31877->31878 31909 gini = 0.0 samples = 107 value = [0, 107] 31877->31909 31879 x7_VA <= 0.5 gini = 0.002 samples = 949 value = [1, 948] 31878->31879 31908 gini = 0.0 samples = 88 value = [0, 88] 31878->31908 31880 x13_1 <= 0.5 gini = 0.002 samples = 901 value = [1, 900] 31879->31880 31907 gini = 0.0 samples = 48 value = [0, 48] 31879->31907 31881 x7_AL <= 0.5 gini = 0.003 samples = 733 value = [1, 732] 31880->31881 31906 gini = 0.0 samples = 168 value = [0, 168] 31880->31906 31882 x12_100000000234 <= 0.5 gini = 0.003 samples = 706 value = [1, 705] 31881->31882 31905 gini = 0.0 samples = 27 value = [0, 27] 31881->31905 31883 x13_4 <= 0.5 gini = 0.003 samples = 679 value = [1, 678] 31882->31883 31904 gini = 0.0 samples = 27 value = [0, 27] 31882->31904 31884 gini = 0.0 samples = 559 value = [0, 559] 31883->31884 31885 x7_FL <= 0.5 gini = 0.017 samples = 120 value = [1, 119] 31883->31885 31886 x7_IA <= 0.5 gini = 0.022 samples = 88 value = [1, 87] 31885->31886 31903 gini = 0.0 samples = 32 value = [0, 32] 31885->31903 31887 x7_OH <= 0.5 gini = 0.023 samples = 86 value = [1, 85] 31886->31887 31902 gini = 0.0 samples = 2 value = [0, 2] 31886->31902 31888 x7_WA <= 0.5 gini = 0.024 samples = 82 value = [1, 81] 31887->31888 31901 gini = 0.0 samples = 4 value = [0, 4] 31887->31901 31889 x7_MS <= 0.5 gini = 0.026 samples = 77 value = [1, 76] 31888->31889 31900 gini = 0.0 samples = 5 value = [0, 5] 31888->31900 31890 log_spend <= 6.672 gini = 0.026 samples = 76 value = [1, 75] 31889->31890 31899 gini = 0.0 samples = 1 value = [0, 1] 31889->31899 31891 gini = 0.0 samples = 48 value = [0, 48] 31890->31891 31892 x4_Cash or cash equivalent <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 31890->31892 31893 x0_Netherlands <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 31892->31893 31898 gini = 0.0 samples = 21 value = [0, 21] 31892->31898 31894 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 31893->31894 31897 gini = 0.0 samples = 1 value = [0, 1] 31893->31897 31895 gini = 0.0 samples = 5 value = [0, 5] 31894->31895 31896 gini = 0.0 samples = 1 value = [1, 0] 31894->31896 31913 x4_In-kind items and services <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 31912->31913 31918 gini = 0.0 samples = 19 value = [0, 19] 31912->31918 31914 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 31913->31914 31917 gini = 0.0 samples = 31 value = [0, 31] 31913->31917 31915 gini = 0.0 samples = 13 value = [0, 13] 31914->31915 31916 gini = 0.5 samples = 2 value = [1, 1] 31914->31916 31921 x11_0 <= 0.5 gini = 0.491 samples = 30 value = [13, 17] 31920->31921 31936 gini = 0.0 samples = 2 value = [0, 2] 31920->31936 31922 x17_boehringer <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 31921->31922 31931 x17_other <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 31921->31931 31923 x9_24 <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 31922->31923 31930 gini = 0.0 samples = 1 value = [1, 0] 31922->31930 31924 log_spend <= 6.069 gini = 0.401 samples = 18 value = [5, 13] 31923->31924 31929 gini = 0.0 samples = 1 value = [1, 0] 31923->31929 31925 x1_NJ <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 31924->31925 31928 gini = 0.0 samples = 12 value = [0, 12] 31924->31928 31926 gini = 0.0 samples = 1 value = [0, 1] 31925->31926 31927 gini = 0.0 samples = 5 value = [5, 0] 31925->31927 31932 x13_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 31931->31932 31935 gini = 0.444 samples = 3 value = [2, 1] 31931->31935 31933 gini = 0.444 samples = 3 value = [2, 1] 31932->31933 31934 gini = 0.5 samples = 4 value = [2, 2] 31932->31934 31938 x14_9 <= 0.5 gini = 0.0 samples = 4540 value = [1, 4539] 31937->31938 31947 gini = 0.0 samples = 68 value = [0, 68] 31937->31947 31939 x7_CA <= 0.5 gini = 0.001 samples = 3742 value = [1, 3741] 31938->31939 31946 gini = 0.0 samples = 798 value = [0, 798] 31938->31946 31940 x14_5 <= 0.5 gini = 0.001 samples = 3551 value = [1, 3550] 31939->31940 31945 gini = 0.0 samples = 191 value = [0, 191] 31939->31945 31941 log_spend <= 3.875 gini = 0.001 samples = 3293 value = [1, 3292] 31940->31941 31944 gini = 0.0 samples = 258 value = [0, 258] 31940->31944 31942 gini = 0.375 samples = 4 value = [1, 3] 31941->31942 31943 gini = 0.0 samples = 3289 value = [0, 3289] 31941->31943 31949 x7_NM <= 0.5 gini = 0.493 samples = 20321 value = [8926, 11395] 31948->31949 41550 x14_2 <= 0.5 gini = 0.39 samples = 222 value = [59, 163] 31948->41550 31950 x1_MO <= 0.5 gini = 0.492 samples = 20260 value = [8888, 11372] 31949->31950 41509 x1_TX <= 0.5 gini = 0.47 samples = 61 value = [38, 23] 31949->41509 31951 x14_1 <= 0.5 gini = 0.492 samples = 20244 value = [8873, 11371] 31950->31951 41498 x13_4 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 31950->41498 31952 x1_IL <= 0.5 gini = 0.493 samples = 18779 value = [8299, 10480] 31951->31952 40655 x13_4 <= 0.5 gini = 0.477 samples = 1465 value = [574, 891] 31951->40655 31953 x12_100000000278 <= 0.5 gini = 0.492 samples = 17219 value = [7550, 9669] 31952->31953 39918 x7_WA <= 0.5 gini = 0.499 samples = 1560 value = [749, 811] 31952->39918 31954 x1_NA <= 0.5 gini = 0.492 samples = 17072 value = [7434, 9638] 31953->31954 39883 x7_OH <= 0.5 gini = 0.333 samples = 147 value = [116, 31] 31953->39883 31955 x7_SC <= 0.5 gini = 0.492 samples = 16935 value = [7391, 9544] 31954->31955 39784 x16_cardio <= 0.5 gini = 0.431 samples = 137 value = [43, 94] 31954->39784 31956 x1_CA <= 0.5 gini = 0.494 samples = 16423 value = [7291, 9132] 31955->31956 39653 x1_CO <= 0.5 gini = 0.314 samples = 512 value = [100, 412] 31955->39653 31957 x1_FL <= 0.5 gini = 0.487 samples = 13729 value = [5750, 7979] 31956->31957 37886 x7_FL <= 0.5 gini = 0.49 samples = 2694 value = [1541, 1153] 31956->37886 31958 x1_PA <= 0.5 gini = 0.483 samples = 13376 value = [5471, 7905] 31957->31958 37683 x13_3 <= 0.5 gini = 0.331 samples = 353 value = [279, 74] 31957->37683 31959 x1_VA <= 0.5 gini = 0.478 samples = 12845 value = [5083, 7762] 31958->31959 37394 x13_6 <= 0.5 gini = 0.394 samples = 531 value = [388, 143] 31958->37394 31960 x16_other <= 0.5 gini = 0.478 samples = 12792 value = [5046, 7746] 31959->31960 37363 x13_3 <= 0.5 gini = 0.422 samples = 53 value = [37, 16] 31959->37363 31961 x7_MO <= 0.5 gini = 0.191 samples = 3183 value = [340, 2843] 31960->31961 32494 x13_3 <= 0.5 gini = 0.5 samples = 9609 value = [4706, 4903] 31960->32494 31962 x14_8 <= 0.5 gini = 0.202 samples = 2920 value = [333, 2587] 31961->31962 32481 x14_9 <= 0.5 gini = 0.052 samples = 263 value = [7, 256] 31961->32481 31963 x7_DC <= 0.5 gini = 0.204 samples = 2667 value = [308, 2359] 31962->31963 32430 x7_CA <= 0.5 gini = 0.178 samples = 253 value = [25, 228] 31962->32430 31964 x16_oncol <= 0.5 gini = 0.202 samples = 2661 value = [304, 2357] 31963->31964 32427 x16_cardio <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 31963->32427 31965 x7_ME <= 0.5 gini = 0.154 samples = 2549 value = [214, 2335] 31964->31965 32370 x1_CT <= 0.5 gini = 0.316 samples = 112 value = [90, 22] 31964->32370 31966 x1_UT <= 0.5 gini = 0.156 samples = 2505 value = [214, 2291] 31965->31966 32369 gini = 0.0 samples = 44 value = [0, 44] 31965->32369 31967 x15_cardiovascular <= 0.5 gini = 0.156 samples = 2504 value = [213, 2291] 31966->31967 32368 gini = 0.0 samples = 1 value = [1, 0] 31966->32368 31968 x7_WI <= 0.5 gini = 0.15 samples = 2491 value = [204, 2287] 31967->31968 32359 x7_IL <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 31967->32359 31969 x14_6 <= 0.5 gini = 0.149 samples = 2475 value = [200, 2275] 31968->31969 32348 x13_0 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 31968->32348 31970 x7_NE <= 0.5 gini = 0.135 samples = 2409 value = [175, 2234] 31969->31970 32287 x1_MI <= 0.5 gini = 0.471 samples = 66 value = [25, 41] 31969->32287 31971 x4_Cash or cash equivalent <= 0.5 gini = 0.136 samples = 2391 value = [175, 2216] 31970->31971 32286 gini = 0.0 samples = 18 value = [0, 18] 31970->32286 31972 x13_2 <= 0.5 gini = 0.185 samples = 87 value = [78, 9] 31971->31972 32029 x3_No <= 0.5 gini = 0.081 samples = 2304 value = [97, 2207] 31971->32029 31973 x1_MA <= 0.5 gini = 0.153 samples = 72 value = [66, 6] 31972->31973 32014 x15_Other <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 31972->32014 31974 x7_TX <= 0.5 gini = 0.245 samples = 35 value = [30, 5] 31973->31974 32003 x14_11 <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 31973->32003 31975 x14_5 <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 31974->31975 32002 gini = 0.0 samples = 7 value = [7, 0] 31974->32002 31976 x7_NC <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 31975->31976 32001 gini = 0.0 samples = 2 value = [2, 0] 31975->32001 31977 x15_Other <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 31976->31977 32000 gini = 0.0 samples = 2 value = [2, 0] 31976->32000 31978 gini = 0.0 samples = 2 value = [2, 0] 31977->31978 31979 x7_GA <= 0.5 gini = 0.351 samples = 22 value = [17, 5] 31977->31979 31980 x13_3 <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 31979->31980 31999 gini = 0.0 samples = 1 value = [1, 0] 31979->31999 31981 x7_KS <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 31980->31981 31998 gini = 0.0 samples = 2 value = [2, 0] 31980->31998 31982 x7_IL <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 31981->31982 31997 gini = 0.0 samples = 1 value = [1, 0] 31981->31997 31983 x7_CA <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 31982->31983 31996 gini = 0.0 samples = 2 value = [2, 0] 31982->31996 31984 x14_11 <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 31983->31984 31995 gini = 0.5 samples = 2 value = [1, 1] 31983->31995 31985 x13_0 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 31984->31985 31994 gini = 0.0 samples = 2 value = [2, 0] 31984->31994 31986 x13_6 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 31985->31986 31993 gini = 0.5 samples = 4 value = [2, 2] 31985->31993 31987 x1_GA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 31986->31987 31992 gini = 0.0 samples = 2 value = [2, 0] 31986->31992 31988 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 31987->31988 31991 gini = 0.0 samples = 1 value = [1, 0] 31987->31991 31989 gini = 0.444 samples = 3 value = [1, 2] 31988->31989 31990 gini = 0.0 samples = 2 value = [2, 0] 31988->31990 32004 x7_MA <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 32003->32004 32013 gini = 0.0 samples = 1 value = [1, 0] 32003->32013 32005 x7_LA <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 32004->32005 32012 gini = 0.0 samples = 3 value = [3, 0] 32004->32012 32006 x14_4 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 32005->32006 32011 gini = 0.0 samples = 2 value = [2, 0] 32005->32011 32007 x14_3 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 32006->32007 32010 gini = 0.0 samples = 2 value = [2, 0] 32006->32010 32008 gini = 0.0 samples = 25 value = [25, 0] 32007->32008 32009 gini = 0.375 samples = 4 value = [3, 1] 32007->32009 32015 x16_cardio <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 32014->32015 32024 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32014->32024 32016 gini = 0.0 samples = 1 value = [1, 0] 32015->32016 32017 x7_MI <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 32015->32017 32018 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32017->32018 32023 gini = 0.0 samples = 1 value = [0, 1] 32017->32023 32019 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32018->32019 32022 gini = 0.0 samples = 1 value = [1, 0] 32018->32022 32020 gini = 0.375 samples = 4 value = [3, 1] 32019->32020 32021 gini = 0.0 samples = 2 value = [2, 0] 32019->32021 32025 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32024->32025 32028 gini = 0.0 samples = 1 value = [1, 0] 32024->32028 32026 gini = 0.0 samples = 4 value = [4, 0] 32025->32026 32027 gini = 0.0 samples = 1 value = [0, 1] 32025->32027 32030 gini = 0.0 samples = 2 value = [0, 2] 32029->32030 32031 x13_1 <= 0.5 gini = 0.081 samples = 2302 value = [97, 2205] 32029->32031 32032 x6_NA <= 0.5 gini = 0.214 samples = 688 value = [84, 604] 32031->32032 32231 x7_CA <= 0.5 gini = 0.016 samples = 1614 value = [13, 1601] 32031->32231 32033 x7_MA <= 0.5 gini = 0.215 samples = 686 value = [84, 602] 32032->32033 32230 gini = 0.0 samples = 2 value = [0, 2] 32032->32230 32034 x1_OH <= 0.5 gini = 0.223 samples = 658 value = [84, 574] 32033->32034 32229 gini = 0.0 samples = 28 value = [0, 28] 32033->32229 32035 x15_Other <= 0.5 gini = 0.125 samples = 565 value = [38, 527] 32034->32035 32174 x14_3 <= 0.5 gini = 0.5 samples = 93 value = [46, 47] 32034->32174 32036 x14_12 <= 0.5 gini = 0.094 samples = 485 value = [24, 461] 32035->32036 32125 x7_OR <= 0.5 gini = 0.289 samples = 80 value = [14, 66] 32035->32125 32037 x13_3 <= 0.5 gini = 0.082 samples = 469 value = [20, 449] 32036->32037 32114 x7_CA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 32036->32114 32038 x7_OH <= 0.5 gini = 0.068 samples = 451 value = [16, 435] 32037->32038 32099 x7_GA <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 32037->32099 32039 x7_MD <= 0.5 gini = 0.065 samples = 415 value = [14, 401] 32038->32039 32096 x1_MA <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 32038->32096 32040 x15_gastroenterology <= 0.5 gini = 0.057 samples = 409 value = [12, 397] 32039->32040 32091 log_spend <= 4.832 gini = 0.444 samples = 6 value = [2, 4] 32039->32091 32041 x7_LA <= 0.5 gini = 0.065 samples = 357 value = [12, 345] 32040->32041 32090 gini = 0.0 samples = 52 value = [0, 52] 32040->32090 32042 x13_4 <= 0.5 gini = 0.061 samples = 349 value = [11, 338] 32041->32042 32087 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 32041->32087 32043 x13_2 <= 0.5 gini = 0.057 samples = 339 value = [10, 329] 32042->32043 32080 x1_OR <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 32042->32080 32044 x14_4 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 32043->32044 32053 x1_MN <= 0.5 gini = 0.03 samples = 329 value = [5, 324] 32043->32053 32045 x14_5 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 32044->32045 32052 gini = 0.0 samples = 1 value = [0, 1] 32044->32052 32046 x13_6 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32045->32046 32051 gini = 0.5 samples = 2 value = [1, 1] 32045->32051 32047 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 32046->32047 32050 gini = 0.0 samples = 2 value = [2, 0] 32046->32050 32048 gini = 0.5 samples = 4 value = [2, 2] 32047->32048 32049 gini = 0.0 samples = 1 value = [0, 1] 32047->32049 32054 x14_11 <= 0.5 gini = 0.03 samples = 328 value = [5, 323] 32053->32054 32079 gini = 0.0 samples = 1 value = [0, 1] 32053->32079 32055 x7_IA <= 0.5 gini = 0.03 samples = 326 value = [5, 321] 32054->32055 32078 gini = 0.0 samples = 2 value = [0, 2] 32054->32078 32056 x7_MS <= 0.5 gini = 0.031 samples = 315 value = [5, 310] 32055->32056 32077 gini = 0.0 samples = 11 value = [0, 11] 32055->32077 32057 x7_VT <= 0.5 gini = 0.033 samples = 300 value = [5, 295] 32056->32057 32076 gini = 0.0 samples = 15 value = [0, 15] 32056->32076 32058 x7_WV <= 0.5 gini = 0.033 samples = 298 value = [5, 293] 32057->32058 32075 gini = 0.0 samples = 2 value = [0, 2] 32057->32075 32059 x7_IN <= 0.5 gini = 0.033 samples = 295 value = [5, 290] 32058->32059 32074 gini = 0.0 samples = 3 value = [0, 3] 32058->32074 32060 x14_4 <= 0.5 gini = 0.033 samples = 294 value = [5, 289] 32059->32060 32073 gini = 0.0 samples = 1 value = [0, 1] 32059->32073 32061 x7_NY <= 0.5 gini = 0.027 samples = 293 value = [4, 289] 32060->32061 32072 gini = 0.0 samples = 1 value = [1, 0] 32060->32072 32062 x7_IL <= 0.5 gini = 0.03 samples = 267 value = [4, 263] 32061->32062 32071 gini = 0.0 samples = 26 value = [0, 26] 32061->32071 32063 x1_MA <= 0.5 gini = 0.032 samples = 248 value = [4, 244] 32062->32063 32070 gini = 0.0 samples = 19 value = [0, 19] 32062->32070 32064 gini = 0.0 samples = 239 value = [0, 239] 32063->32064 32065 x14_3 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 32063->32065 32066 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32065->32066 32069 gini = 0.375 samples = 4 value = [1, 3] 32065->32069 32067 gini = 0.5 samples = 4 value = [2, 2] 32066->32067 32068 gini = 0.0 samples = 1 value = [1, 0] 32066->32068 32081 x14_9 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 32080->32081 32086 gini = 0.0 samples = 1 value = [0, 1] 32080->32086 32082 x7_NC <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 32081->32082 32085 gini = 0.0 samples = 1 value = [0, 1] 32081->32085 32083 gini = 0.0 samples = 7 value = [0, 7] 32082->32083 32084 gini = 0.0 samples = 1 value = [1, 0] 32082->32084 32088 gini = 0.375 samples = 4 value = [1, 3] 32087->32088 32089 gini = 0.0 samples = 4 value = [0, 4] 32087->32089 32092 gini = 0.0 samples = 1 value = [1, 0] 32091->32092 32093 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32091->32093 32094 gini = 0.375 samples = 4 value = [1, 3] 32093->32094 32095 gini = 0.0 samples = 1 value = [0, 1] 32093->32095 32097 gini = 0.0 samples = 32 value = [0, 32] 32096->32097 32098 gini = 0.5 samples = 4 value = [2, 2] 32096->32098 32100 x15_gastroenterology <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 32099->32100 32113 gini = 0.0 samples = 1 value = [1, 0] 32099->32113 32101 x14_2 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 32100->32101 32112 gini = 0.0 samples = 3 value = [0, 3] 32100->32112 32102 x14_4 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 32101->32102 32111 gini = 0.0 samples = 1 value = [1, 0] 32101->32111 32103 x7_OH <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 32102->32103 32110 gini = 0.0 samples = 3 value = [0, 3] 32102->32110 32104 x14_11 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 32103->32104 32109 gini = 0.0 samples = 2 value = [0, 2] 32103->32109 32105 x1_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 32104->32105 32108 gini = 0.0 samples = 1 value = [1, 0] 32104->32108 32106 gini = 0.0 samples = 4 value = [0, 4] 32105->32106 32107 gini = 0.444 samples = 3 value = [1, 2] 32105->32107 32115 x13_6 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 32114->32115 32124 gini = 0.5 samples = 2 value = [1, 1] 32114->32124 32116 x7_TX <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 32115->32116 32123 gini = 0.0 samples = 7 value = [0, 7] 32115->32123 32117 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 32116->32117 32122 gini = 0.0 samples = 1 value = [1, 0] 32116->32122 32118 x7_OH <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 32117->32118 32121 gini = 0.0 samples = 1 value = [0, 1] 32117->32121 32119 gini = 0.5 samples = 4 value = [2, 2] 32118->32119 32120 gini = 0.0 samples = 1 value = [0, 1] 32118->32120 32126 x13_2 <= 0.5 gini = 0.292 samples = 79 value = [14, 65] 32125->32126 32173 gini = 0.0 samples = 1 value = [0, 1] 32125->32173 32127 x7_CO <= 0.5 gini = 0.254 samples = 67 value = [10, 57] 32126->32127 32162 x7_PA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 32126->32162 32128 x7_PA <= 0.5 gini = 0.236 samples = 66 value = [9, 57] 32127->32128 32161 gini = 0.0 samples = 1 value = [1, 0] 32127->32161 32129 x7_OH <= 0.5 gini = 0.206 samples = 60 value = [7, 53] 32128->32129 32156 x1_GA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 32128->32156 32130 x7_IL <= 0.5 gini = 0.219 samples = 56 value = [7, 49] 32129->32130 32155 gini = 0.0 samples = 4 value = [0, 4] 32129->32155 32131 log_spend <= 4.569 gini = 0.198 samples = 54 value = [6, 48] 32130->32131 32154 gini = 0.5 samples = 2 value = [1, 1] 32130->32154 32132 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32131->32132 32135 x7_TX <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 32131->32135 32133 gini = 0.0 samples = 4 value = [4, 0] 32132->32133 32134 gini = 0.0 samples = 1 value = [0, 1] 32132->32134 32136 x7_NY <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 32135->32136 32149 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 32135->32149 32137 x1_MD <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 32136->32137 32148 gini = 0.0 samples = 6 value = [0, 6] 32136->32148 32138 x7_UT <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 32137->32138 32147 gini = 0.0 samples = 5 value = [0, 5] 32137->32147 32139 log_spend <= 8.277 gini = 0.064 samples = 30 value = [1, 29] 32138->32139 32146 gini = 0.0 samples = 2 value = [0, 2] 32138->32146 32140 gini = 0.0 samples = 19 value = [0, 19] 32139->32140 32141 x14_12 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 32139->32141 32142 log_spend <= 8.317 gini = 0.18 samples = 10 value = [1, 9] 32141->32142 32145 gini = 0.0 samples = 1 value = [0, 1] 32141->32145 32143 gini = 0.0 samples = 1 value = [1, 0] 32142->32143 32144 gini = 0.0 samples = 9 value = [0, 9] 32142->32144 32150 x1_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32149->32150 32153 gini = 0.0 samples = 1 value = [0, 1] 32149->32153 32151 gini = 0.0 samples = 2 value = [0, 2] 32150->32151 32152 gini = 0.444 samples = 3 value = [1, 2] 32150->32152 32157 log_spend <= 6.759 gini = 0.48 samples = 5 value = [2, 3] 32156->32157 32160 gini = 0.0 samples = 1 value = [0, 1] 32156->32160 32158 gini = 0.0 samples = 3 value = [0, 3] 32157->32158 32159 gini = 0.0 samples = 2 value = [2, 0] 32157->32159 32163 x7_CA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 32162->32163 32172 gini = 0.0 samples = 1 value = [0, 1] 32162->32172 32164 x1_GA <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 32163->32164 32171 gini = 0.0 samples = 1 value = [0, 1] 32163->32171 32165 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32164->32165 32168 log_spend <= 7.207 gini = 0.48 samples = 5 value = [3, 2] 32164->32168 32166 gini = 0.375 samples = 4 value = [1, 3] 32165->32166 32167 gini = 0.0 samples = 1 value = [0, 1] 32165->32167 32169 gini = 0.444 samples = 3 value = [1, 2] 32168->32169 32170 gini = 0.0 samples = 2 value = [2, 0] 32168->32170 32175 x14_12 <= 0.5 gini = 0.495 samples = 78 value = [35, 43] 32174->32175 32216 x13_0 <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 32174->32216 32176 x7_VA <= 0.5 gini = 0.483 samples = 66 value = [27, 39] 32175->32176 32207 x13_3 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 32175->32207 32177 log_spend <= 5.391 gini = 0.493 samples = 61 value = [27, 34] 32176->32177 32206 gini = 0.0 samples = 5 value = [0, 5] 32176->32206 32178 x14_4 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 32177->32178 32181 x7_KS <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 32177->32181 32179 gini = 0.0 samples = 19 value = [19, 0] 32178->32179 32180 gini = 0.5 samples = 2 value = [1, 1] 32178->32180 32182 x14_11 <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 32181->32182 32205 gini = 0.0 samples = 1 value = [0, 1] 32181->32205 32183 x13_2 <= 0.5 gini = 0.272 samples = 37 value = [6, 31] 32182->32183 32204 gini = 0.5 samples = 2 value = [1, 1] 32182->32204 32184 x7_MI <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 32183->32184 32203 gini = 0.0 samples = 1 value = [1, 0] 32183->32203 32185 x13_4 <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 32184->32185 32202 gini = 0.0 samples = 3 value = [0, 3] 32184->32202 32186 gini = 0.444 samples = 3 value = [2, 1] 32185->32186 32187 x7_OH <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 32185->32187 32188 x7_TN <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 32187->32188 32201 gini = 0.0 samples = 7 value = [0, 7] 32187->32201 32189 x14_4 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 32188->32189 32200 gini = 0.0 samples = 2 value = [0, 2] 32188->32200 32190 x7_NY <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 32189->32190 32197 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32189->32197 32191 x7_FL <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 32190->32191 32196 gini = 0.0 samples = 1 value = [0, 1] 32190->32196 32192 log_spend <= 9.005 gini = 0.133 samples = 14 value = [1, 13] 32191->32192 32195 gini = 0.0 samples = 1 value = [1, 0] 32191->32195 32193 gini = 0.0 samples = 12 value = [0, 12] 32192->32193 32194 gini = 0.5 samples = 2 value = [1, 1] 32192->32194 32198 gini = 0.444 samples = 3 value = [1, 2] 32197->32198 32199 gini = 0.0 samples = 2 value = [0, 2] 32197->32199 32208 x7_MI <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 32207->32208 32215 gini = 0.0 samples = 2 value = [2, 0] 32207->32215 32209 x13_2 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 32208->32209 32214 gini = 0.0 samples = 1 value = [1, 0] 32208->32214 32210 gini = 0.5 samples = 4 value = [2, 2] 32209->32210 32211 log_spend <= 5.486 gini = 0.48 samples = 5 value = [3, 2] 32209->32211 32212 gini = 0.0 samples = 3 value = [3, 0] 32211->32212 32213 gini = 0.0 samples = 2 value = [0, 2] 32211->32213 32217 x7_OH <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 32216->32217 32228 gini = 0.0 samples = 2 value = [2, 0] 32216->32228 32218 x13_4 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 32217->32218 32227 gini = 0.0 samples = 1 value = [1, 0] 32217->32227 32219 gini = 0.0 samples = 3 value = [3, 0] 32218->32219 32220 x7_GA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 32218->32220 32221 log_spend <= 5.58 gini = 0.5 samples = 8 value = [4, 4] 32220->32221 32226 gini = 0.0 samples = 1 value = [1, 0] 32220->32226 32222 gini = 0.0 samples = 3 value = [3, 0] 32221->32222 32223 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32221->32223 32224 gini = 0.0 samples = 2 value = [0, 2] 32223->32224 32225 gini = 0.444 samples = 3 value = [1, 2] 32223->32225 32232 x7_AK <= 0.5 gini = 0.015 samples = 1445 value = [11, 1434] 32231->32232 32269 x14_7 <= 0.5 gini = 0.023 samples = 169 value = [2, 167] 32231->32269 32233 x16_resp <= 0.5 gini = 0.015 samples = 1442 value = [11, 1431] 32232->32233 32268 gini = 0.0 samples = 3 value = [0, 3] 32232->32268 32234 x7_MD <= 0.5 gini = 0.014 samples = 1441 value = [10, 1431] 32233->32234 32267 gini = 0.0 samples = 1 value = [1, 0] 32233->32267 32235 x16_gastro <= 0.5 gini = 0.014 samples = 1421 value = [10, 1411] 32234->32235 32266 gini = 0.0 samples = 20 value = [0, 20] 32234->32266 32236 x7_AL <= 0.5 gini = 0.013 samples = 1420 value = [9, 1411] 32235->32236 32265 gini = 0.0 samples = 1 value = [1, 0] 32235->32265 32237 x1_OR <= 0.5 gini = 0.013 samples = 1391 value = [9, 1382] 32236->32237 32264 gini = 0.0 samples = 29 value = [0, 29] 32236->32264 32238 x14_5 <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 32237->32238 32263 gini = 0.0 samples = 1366 value = [0, 1366] 32237->32263 32239 x14_7 <= 0.5 gini = 0.444 samples = 24 value = [8, 16] 32238->32239 32262 gini = 0.0 samples = 1 value = [1, 0] 32238->32262 32240 x1_MN <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 32239->32240 32261 gini = 0.0 samples = 3 value = [0, 3] 32239->32261 32241 x1_MA <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 32240->32241 32260 gini = 0.0 samples = 3 value = [0, 3] 32240->32260 32242 x7_OR <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 32241->32242 32257 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32241->32257 32243 x7_NC <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 32242->32243 32256 gini = 0.0 samples = 1 value = [0, 1] 32242->32256 32244 x7_WA <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 32243->32244 32255 gini = 0.0 samples = 1 value = [1, 0] 32243->32255 32245 x7_NJ <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 32244->32245 32254 gini = 0.0 samples = 1 value = [0, 1] 32244->32254 32246 x7_IN <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 32245->32246 32253 gini = 0.0 samples = 1 value = [1, 0] 32245->32253 32247 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 32246->32247 32252 gini = 0.5 samples = 2 value = [1, 1] 32246->32252 32248 log_spend <= 3.537 gini = 0.32 samples = 5 value = [1, 4] 32247->32248 32251 gini = 0.5 samples = 2 value = [1, 1] 32247->32251 32249 gini = 0.0 samples = 1 value = [1, 0] 32248->32249 32250 gini = 0.0 samples = 4 value = [0, 4] 32248->32250 32258 gini = 0.375 samples = 4 value = [3, 1] 32257->32258 32259 gini = 0.0 samples = 1 value = [0, 1] 32257->32259 32270 x1_MN <= 0.5 gini = 0.026 samples = 154 value = [2, 152] 32269->32270 32285 gini = 0.0 samples = 15 value = [0, 15] 32269->32285 32271 x15_Other <= 0.5 gini = 0.026 samples = 153 value = [2, 151] 32270->32271 32284 gini = 0.0 samples = 1 value = [0, 1] 32270->32284 32272 x14_5 <= 0.5 gini = 0.026 samples = 151 value = [2, 149] 32271->32272 32283 gini = 0.0 samples = 2 value = [0, 2] 32271->32283 32273 x12_100000010579 <= 0.5 gini = 0.031 samples = 126 value = [2, 124] 32272->32273 32282 gini = 0.0 samples = 25 value = [0, 25] 32272->32282 32274 gini = 0.5 samples = 2 value = [1, 1] 32273->32274 32275 x14_3 <= 0.5 gini = 0.016 samples = 124 value = [1, 123] 32273->32275 32276 x14_4 <= 0.5 gini = 0.016 samples = 123 value = [1, 122] 32275->32276 32281 gini = 0.0 samples = 1 value = [0, 1] 32275->32281 32277 gini = 0.0 samples = 80 value = [0, 80] 32276->32277 32278 log_spend <= 5.926 gini = 0.045 samples = 43 value = [1, 42] 32276->32278 32279 gini = 0.0 samples = 41 value = [0, 41] 32278->32279 32280 gini = 0.5 samples = 2 value = [1, 1] 32278->32280 32288 x7_WV <= 0.5 gini = 0.46 samples = 64 value = [23, 41] 32287->32288 32347 gini = 0.0 samples = 2 value = [2, 0] 32287->32347 32289 x12_0 <= 0.5 gini = 0.464 samples = 63 value = [23, 40] 32288->32289 32346 gini = 0.0 samples = 1 value = [0, 1] 32288->32346 32290 gini = 0.0 samples = 4 value = [0, 4] 32289->32290 32291 x1_MA <= 0.5 gini = 0.476 samples = 59 value = [23, 36] 32289->32291 32292 x7_NC <= 0.5 gini = 0.353 samples = 35 value = [8, 27] 32291->32292 32325 x7_FL <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 32291->32325 32293 x7_MT <= 0.5 gini = 0.36 samples = 34 value = [8, 26] 32292->32293 32324 gini = 0.0 samples = 1 value = [0, 1] 32292->32324 32294 x15_Other <= 0.5 gini = 0.367 samples = 33 value = [8, 25] 32293->32294 32323 gini = 0.0 samples = 1 value = [0, 1] 32293->32323 32295 gini = 0.5 samples = 2 value = [1, 1] 32294->32295 32296 x7_IA <= 0.5 gini = 0.35 samples = 31 value = [7, 24] 32294->32296 32297 x7_FL <= 0.5 gini = 0.32 samples = 30 value = [6, 24] 32296->32297 32322 gini = 0.0 samples = 1 value = [1, 0] 32296->32322 32298 x13_0 <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 32297->32298 32321 gini = 0.0 samples = 5 value = [0, 5] 32297->32321 32299 x7_GA <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 32298->32299 32320 gini = 0.0 samples = 2 value = [0, 2] 32298->32320 32300 x7_NJ <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 32299->32300 32319 gini = 0.444 samples = 3 value = [2, 1] 32299->32319 32301 x7_MS <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 32300->32301 32318 gini = 0.0 samples = 1 value = [1, 0] 32300->32318 32302 x7_AL <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 32301->32302 32317 gini = 0.0 samples = 2 value = [0, 2] 32301->32317 32303 x7_CO <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 32302->32303 32316 gini = 0.0 samples = 1 value = [0, 1] 32302->32316 32304 x13_4 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 32303->32304 32315 gini = 0.0 samples = 1 value = [0, 1] 32303->32315 32305 x1_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 32304->32305 32310 x7_MI <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 32304->32310 32306 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 32305->32306 32309 gini = 0.0 samples = 1 value = [0, 1] 32305->32309 32307 gini = 0.444 samples = 3 value = [2, 1] 32306->32307 32308 gini = 0.0 samples = 2 value = [0, 2] 32306->32308 32311 x7_OH <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 32310->32311 32314 gini = 0.0 samples = 2 value = [0, 2] 32310->32314 32312 gini = 0.375 samples = 4 value = [1, 3] 32311->32312 32313 gini = 0.0 samples = 3 value = [0, 3] 32311->32313 32326 x7_CA <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 32325->32326 32345 gini = 0.0 samples = 3 value = [3, 0] 32325->32345 32327 x7_MN <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 32326->32327 32344 gini = 0.0 samples = 1 value = [1, 0] 32326->32344 32328 x7_IL <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 32327->32328 32343 gini = 0.0 samples = 1 value = [0, 1] 32327->32343 32329 x7_GA <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 32328->32329 32342 gini = 0.0 samples = 1 value = [1, 0] 32328->32342 32330 x7_PA <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 32329->32330 32341 gini = 0.0 samples = 1 value = [1, 0] 32329->32341 32331 x13_4 <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 32330->32331 32340 gini = 0.0 samples = 1 value = [0, 1] 32330->32340 32332 x13_0 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 32331->32332 32339 gini = 0.375 samples = 4 value = [1, 3] 32331->32339 32333 x7_TN <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 32332->32333 32338 gini = 0.5 samples = 4 value = [2, 2] 32332->32338 32334 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 32333->32334 32337 gini = 0.0 samples = 1 value = [1, 0] 32333->32337 32335 gini = 0.0 samples = 3 value = [3, 0] 32334->32335 32336 gini = 0.5 samples = 4 value = [2, 2] 32334->32336 32349 x14_5 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 32348->32349 32358 gini = 0.5 samples = 2 value = [1, 1] 32348->32358 32350 x12_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 32349->32350 32357 gini = 0.0 samples = 4 value = [0, 4] 32349->32357 32351 gini = 0.0 samples = 4 value = [0, 4] 32350->32351 32352 x15_cardiology/vascular diseases <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 32350->32352 32353 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32352->32353 32356 gini = 0.0 samples = 1 value = [0, 1] 32352->32356 32354 gini = 0.0 samples = 2 value = [2, 0] 32353->32354 32355 gini = 0.444 samples = 3 value = [1, 2] 32353->32355 32360 x13_1 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 32359->32360 32367 gini = 0.0 samples = 1 value = [0, 1] 32359->32367 32361 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32360->32361 32364 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32360->32364 32362 gini = 0.0 samples = 4 value = [4, 0] 32361->32362 32363 gini = 0.5 samples = 2 value = [1, 1] 32361->32363 32365 gini = 0.0 samples = 4 value = [4, 0] 32364->32365 32366 gini = 0.0 samples = 2 value = [0, 2] 32364->32366 32371 x7_MD <= 0.5 gini = 0.356 samples = 95 value = [73, 22] 32370->32371 32426 gini = 0.0 samples = 17 value = [17, 0] 32370->32426 32372 x14_7 <= 0.5 gini = 0.361 samples = 93 value = [71, 22] 32371->32372 32425 gini = 0.0 samples = 2 value = [2, 0] 32371->32425 32373 x1_RI <= 0.5 gini = 0.353 samples = 83 value = [64, 19] 32372->32373 32416 x1_MA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 32372->32416 32374 x7_NY <= 0.5 gini = 0.356 samples = 82 value = [63, 19] 32373->32374 32415 gini = 0.0 samples = 1 value = [1, 0] 32373->32415 32375 x1_NH <= 0.5 gini = 0.382 samples = 74 value = [55, 19] 32374->32375 32414 gini = 0.0 samples = 8 value = [8, 0] 32374->32414 32376 x15_oncology <= 0.5 gini = 0.074 samples = 52 value = [50, 2] 32375->32376 32395 x7_AL <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 32375->32395 32377 x7_TX <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 32376->32377 32390 x13_2 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 32376->32390 32378 x14_11 <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 32377->32378 32389 gini = 0.0 samples = 4 value = [4, 0] 32377->32389 32379 x7_WA <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 32378->32379 32388 gini = 0.0 samples = 5 value = [5, 0] 32378->32388 32380 x14_4 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 32379->32380 32387 gini = 0.0 samples = 1 value = [1, 0] 32379->32387 32381 x13_4 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 32380->32381 32386 gini = 0.0 samples = 2 value = [2, 0] 32380->32386 32382 x7_FL <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 32381->32382 32385 gini = 0.0 samples = 4 value = [4, 0] 32381->32385 32383 gini = 0.0 samples = 19 value = [19, 0] 32382->32383 32384 gini = 0.375 samples = 4 value = [3, 1] 32382->32384 32391 log_spend <= 5.533 gini = 0.18 samples = 10 value = [9, 1] 32390->32391 32394 gini = 0.0 samples = 3 value = [3, 0] 32390->32394 32392 gini = 0.0 samples = 7 value = [7, 0] 32391->32392 32393 gini = 0.444 samples = 3 value = [2, 1] 32391->32393 32396 x13_3 <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 32395->32396 32413 gini = 0.0 samples = 1 value = [0, 1] 32395->32413 32397 x14_3 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 32396->32397 32402 x7_CA <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 32396->32402 32398 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32397->32398 32401 gini = 0.0 samples = 2 value = [0, 2] 32397->32401 32399 gini = 0.375 samples = 4 value = [3, 1] 32398->32399 32400 gini = 0.0 samples = 1 value = [0, 1] 32398->32400 32403 log_spend <= 5.184 gini = 0.278 samples = 12 value = [2, 10] 32402->32403 32412 gini = 0.0 samples = 2 value = [0, 2] 32402->32412 32404 gini = 0.0 samples = 1 value = [1, 0] 32403->32404 32405 x7_WA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 32403->32405 32406 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 32405->32406 32411 gini = 0.0 samples = 1 value = [0, 1] 32405->32411 32407 log_spend <= 6.417 gini = 0.198 samples = 9 value = [1, 8] 32406->32407 32410 gini = 0.0 samples = 1 value = [0, 1] 32406->32410 32408 gini = 0.5 samples = 2 value = [1, 1] 32407->32408 32409 gini = 0.0 samples = 7 value = [0, 7] 32407->32409 32417 gini = 0.444 samples = 3 value = [1, 2] 32416->32417 32418 x7_NC <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32416->32418 32419 x7_MI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32418->32419 32424 gini = 0.0 samples = 1 value = [1, 0] 32418->32424 32420 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32419->32420 32423 gini = 0.0 samples = 1 value = [1, 0] 32419->32423 32421 gini = 0.0 samples = 3 value = [3, 0] 32420->32421 32422 gini = 0.5 samples = 2 value = [1, 1] 32420->32422 32428 gini = 0.0 samples = 3 value = [3, 0] 32427->32428 32429 gini = 0.444 samples = 3 value = [1, 2] 32427->32429 32431 log_spend <= 4.632 gini = 0.166 samples = 219 value = [20, 199] 32430->32431 32472 x1_OH <= 0.5 gini = 0.251 samples = 34 value = [5, 29] 32430->32472 32432 x7_WY <= 0.5 gini = 0.405 samples = 46 value = [13, 33] 32431->32432 32439 x1_OR <= 0.5 gini = 0.078 samples = 173 value = [7, 166] 32431->32439 32433 x16_diab <= 0.5 gini = 0.422 samples = 43 value = [13, 30] 32432->32433 32438 gini = 0.0 samples = 3 value = [0, 3] 32432->32438 32434 x12_0 <= 0.5 gini = 0.408 samples = 42 value = [12, 30] 32433->32434 32437 gini = 0.0 samples = 1 value = [1, 0] 32433->32437 32435 gini = 0.0 samples = 30 value = [0, 30] 32434->32435 32436 gini = 0.0 samples = 12 value = [12, 0] 32434->32436 32440 x7_CO <= 0.5 gini = 0.273 samples = 43 value = [7, 36] 32439->32440 32471 gini = 0.0 samples = 130 value = [0, 130] 32439->32471 32441 x7_NY <= 0.5 gini = 0.278 samples = 42 value = [7, 35] 32440->32441 32470 gini = 0.0 samples = 1 value = [0, 1] 32440->32470 32442 x7_WA <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 32441->32442 32469 gini = 0.0 samples = 2 value = [0, 2] 32441->32469 32443 x7_TN <= 0.5 gini = 0.234 samples = 37 value = [5, 32] 32442->32443 32468 gini = 0.444 samples = 3 value = [2, 1] 32442->32468 32444 x13_1 <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 32443->32444 32467 gini = 0.5 samples = 2 value = [1, 1] 32443->32467 32445 x1_OH <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 32444->32445 32464 log_spend <= 6.236 gini = 0.32 samples = 5 value = [1, 4] 32444->32464 32446 x1_NH <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 32445->32446 32455 x7_OH <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 32445->32455 32447 x1_MA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 32446->32447 32454 gini = 0.0 samples = 2 value = [0, 2] 32446->32454 32448 x1_IN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 32447->32448 32453 gini = 0.375 samples = 4 value = [1, 3] 32447->32453 32449 x1_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 32448->32449 32452 gini = 0.0 samples = 1 value = [0, 1] 32448->32452 32450 gini = 0.0 samples = 7 value = [0, 7] 32449->32450 32451 gini = 0.0 samples = 1 value = [1, 0] 32449->32451 32456 x7_GA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 32455->32456 32463 gini = 0.0 samples = 3 value = [0, 3] 32455->32463 32457 x7_WI <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 32456->32457 32462 gini = 0.0 samples = 1 value = [0, 1] 32456->32462 32458 log_spend <= 5.849 gini = 0.18 samples = 10 value = [1, 9] 32457->32458 32461 gini = 0.0 samples = 1 value = [0, 1] 32457->32461 32459 gini = 0.444 samples = 3 value = [1, 2] 32458->32459 32460 gini = 0.0 samples = 7 value = [0, 7] 32458->32460 32465 gini = 0.0 samples = 1 value = [1, 0] 32464->32465 32466 gini = 0.0 samples = 4 value = [0, 4] 32464->32466 32473 x16_cardio <= 0.5 gini = 0.225 samples = 31 value = [4, 27] 32472->32473 32480 gini = 0.444 samples = 3 value = [1, 2] 32472->32480 32474 gini = 0.0 samples = 1 value = [1, 0] 32473->32474 32475 x1_OR <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 32473->32475 32476 x1_IN <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32475->32476 32479 gini = 0.0 samples = 25 value = [0, 25] 32475->32479 32477 gini = 0.5 samples = 4 value = [2, 2] 32476->32477 32478 gini = 0.0 samples = 1 value = [1, 0] 32476->32478 32482 x16_cardio <= 0.5 gini = 0.06 samples = 226 value = [7, 219] 32481->32482 32493 gini = 0.0 samples = 37 value = [0, 37] 32481->32493 32483 gini = 0.375 samples = 4 value = [3, 1] 32482->32483 32484 x12_100000010579 <= 0.5 gini = 0.035 samples = 222 value = [4, 218] 32482->32484 32485 x1_MD <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32484->32485 32492 gini = 0.0 samples = 215 value = [0, 215] 32484->32492 32486 x14_8 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32485->32486 32491 gini = 0.0 samples = 1 value = [0, 1] 32485->32491 32487 x15_Other <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32486->32487 32490 gini = 0.0 samples = 1 value = [1, 0] 32486->32490 32488 gini = 0.444 samples = 3 value = [2, 1] 32487->32488 32489 gini = 0.5 samples = 2 value = [1, 1] 32487->32489 32495 x7_FL <= 0.5 gini = 0.499 samples = 7360 value = [3529, 3831] 32494->32495 36010 x7_NH <= 0.5 gini = 0.499 samples = 2249 value = [1177, 1072] 32494->36010 32496 x7_NE <= 0.5 gini = 0.499 samples = 6778 value = [3235, 3543] 32495->32496 35693 x15_Other <= 0.5 gini = 0.5 samples = 582 value = [294, 288] 32495->35693 32497 x1_AL <= 0.5 gini = 0.499 samples = 6734 value = [3215, 3519] 32496->32497 35664 x14_7 <= 0.5 gini = 0.496 samples = 44 value = [20, 24] 32496->35664 32498 x7_LA <= 0.5 gini = 0.499 samples = 6718 value = [3199, 3519] 32497->32498 35663 gini = 0.0 samples = 16 value = [16, 0] 32497->35663 32499 x7_NJ <= 0.5 gini = 0.499 samples = 6602 value = [3128, 3474] 32498->32499 35592 x14_7 <= 0.5 gini = 0.475 samples = 116 value = [71, 45] 32498->35592 32500 log_spend <= 5.519 gini = 0.498 samples = 6428 value = [3024, 3404] 32499->32500 35475 x14_7 <= 0.5 gini = 0.481 samples = 174 value = [104, 70] 32499->35475 32501 x7_TN <= 0.5 gini = 0.243 samples = 2712 value = [2328, 384] 32500->32501 33598 x1_OH <= 0.5 gini = 0.304 samples = 3716 value = [696, 3020] 32500->33598 32502 x14_2 <= 0.5 gini = 0.232 samples = 2617 value = [2267, 350] 32501->32502 33549 x1_WA <= 0.5 gini = 0.46 samples = 95 value = [61, 34] 32501->33549 32503 x14_6 <= 0.5 gini = 0.242 samples = 2383 value = [2048, 335] 32502->32503 33460 x15_ophthalmology <= 0.5 gini = 0.12 samples = 234 value = [219, 15] 32502->33460 32504 x7_NA <= 0.5 gini = 0.242 samples = 2095 value = [1800, 295] 32503->32504 33347 x7_VA <= 0.5 gini = 0.239 samples = 288 value = [248, 40] 32503->33347 32505 x1_TN <= 0.5 gini = 0.241 samples = 2094 value = [1800, 294] 32504->32505 33346 gini = 0.0 samples = 1 value = [0, 1] 32504->33346 32506 x1_MA <= 0.5 gini = 0.237 samples = 1990 value = [1717, 273] 32505->32506 33295 x13_6 <= 0.5 gini = 0.322 samples = 104 value = [83, 21] 32505->33295 32507 x7_VA <= 0.5 gini = 0.226 samples = 1577 value = [1372, 205] 32506->32507 33150 x7_NY <= 0.5 gini = 0.275 samples = 413 value = [345, 68] 32506->33150 32508 log_spend <= 5.164 gini = 0.224 samples = 1523 value = [1327, 196] 32507->32508 33125 x14_4 <= 0.5 gini = 0.278 samples = 54 value = [45, 9] 32507->33125 32509 x7_MO <= 0.5 gini = 0.167 samples = 1355 value = [1230, 125] 32508->32509 33018 x1_CO <= 0.5 gini = 0.488 samples = 168 value = [97, 71] 32508->33018 32510 x13_2 <= 0.5 gini = 0.159 samples = 1318 value = [1203, 115] 32509->32510 32983 x4_In-kind items and services <= 0.5 gini = 0.394 samples = 37 value = [27, 10] 32509->32983 32511 x1_UT <= 0.5 gini = 0.138 samples = 900 value = [833, 67] 32510->32511 32778 x7_RI <= 0.5 gini = 0.203 samples = 418 value = [370, 48] 32510->32778 32512 x13_0 <= 0.5 gini = 0.131 samples = 894 value = [831, 63] 32511->32512 32775 log_spend <= 4.726 gini = 0.444 samples = 6 value = [2, 4] 32511->32775 32513 x14_8 <= 0.5 gini = 0.139 samples = 679 value = [628, 51] 32512->32513 32676 x14_12 <= 0.5 gini = 0.105 samples = 215 value = [203, 12] 32512->32676 32514 x14_7 <= 0.5 gini = 0.143 samples = 618 value = [570, 48] 32513->32514 32661 x7_KS <= 0.5 gini = 0.094 samples = 61 value = [58, 3] 32513->32661 32515 x1_OH <= 0.5 gini = 0.147 samples = 576 value = [530, 46] 32514->32515 32652 x7_IN <= 0.5 gini = 0.091 samples = 42 value = [40, 2] 32514->32652 32516 x13_4 <= 0.5 gini = 0.149 samples = 567 value = [521, 46] 32515->32516 32651 gini = 0.0 samples = 9 value = [9, 0] 32515->32651 32517 x7_IA <= 0.5 gini = 0.091 samples = 273 value = [260, 13] 32516->32517 32576 x7_OH <= 0.5 gini = 0.199 samples = 294 value = [261, 33] 32516->32576 32518 x7_HI <= 0.5 gini = 0.091 samples = 271 value = [258, 13] 32517->32518 32575 gini = 0.0 samples = 2 value = [2, 0] 32517->32575 32519 x1_NJ <= 0.5 gini = 0.085 samples = 270 value = [258, 12] 32518->32519 32574 gini = 0.0 samples = 1 value = [0, 1] 32518->32574 32520 x1_MN <= 0.5 gini = 0.095 samples = 240 value = [228, 12] 32519->32520 32573 gini = 0.0 samples = 30 value = [30, 0] 32519->32573 32521 x14_3 <= 0.5 gini = 0.063 samples = 153 value = [148, 5] 32520->32521 32542 x7_RI <= 0.5 gini = 0.148 samples = 87 value = [80, 7] 32520->32542 32522 x4_Cash or cash equivalent <= 0.5 gini = 0.075 samples = 129 value = [124, 5] 32521->32522 32541 gini = 0.0 samples = 24 value = [24, 0] 32521->32541 32523 x14_4 <= 0.5 gini = 0.052 samples = 75 value = [73, 2] 32522->32523 32530 x1_MI <= 0.5 gini = 0.105 samples = 54 value = [51, 3] 32522->32530 32524 x7_NC <= 0.5 gini = 0.064 samples = 60 value = [58, 2] 32523->32524 32529 gini = 0.0 samples = 15 value = [15, 0] 32523->32529 32525 x7_AZ <= 0.5 gini = 0.067 samples = 58 value = [56, 2] 32524->32525 32528 gini = 0.0 samples = 2 value = [2, 0] 32524->32528 32526 gini = 0.0 samples = 54 value = [54, 0] 32525->32526 32527 gini = 0.5 samples = 4 value = [2, 2] 32525->32527 32531 x14_4 <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 32530->32531 32540 gini = 0.0 samples = 26 value = [26, 0] 32530->32540 32532 log_spend <= 5.007 gini = 0.219 samples = 24 value = [21, 3] 32531->32532 32539 gini = 0.0 samples = 4 value = [4, 0] 32531->32539 32533 x14_11 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 32532->32533 32538 gini = 0.0 samples = 1 value = [0, 1] 32532->32538 32534 gini = 0.0 samples = 17 value = [17, 0] 32533->32534 32535 x1_IN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32533->32535 32536 gini = 0.0 samples = 3 value = [3, 0] 32535->32536 32537 gini = 0.444 samples = 3 value = [1, 2] 32535->32537 32543 x7_KY <= 0.5 gini = 0.15 samples = 86 value = [79, 7] 32542->32543 32572 gini = 0.0 samples = 1 value = [1, 0] 32542->32572 32544 x7_PR <= 0.5 gini = 0.151 samples = 85 value = [78, 7] 32543->32544 32571 gini = 0.0 samples = 1 value = [1, 0] 32543->32571 32545 x14_3 <= 0.5 gini = 0.153 samples = 84 value = [77, 7] 32544->32545 32570 gini = 0.0 samples = 1 value = [1, 0] 32544->32570 32546 x13_1 <= 0.5 gini = 0.182 samples = 69 value = [62, 7] 32545->32546 32569 gini = 0.0 samples = 15 value = [15, 0] 32545->32569 32547 gini = 0.0 samples = 16 value = [16, 0] 32546->32547 32548 x7_NY <= 0.5 gini = 0.229 samples = 53 value = [46, 7] 32546->32548 32549 x14_10 <= 0.5 gini = 0.236 samples = 44 value = [38, 6] 32548->32549 32566 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 32548->32566 32550 x14_12 <= 0.5 gini = 0.26 samples = 39 value = [33, 6] 32549->32550 32565 gini = 0.0 samples = 5 value = [5, 0] 32549->32565 32551 x14_11 <= 0.5 gini = 0.251 samples = 34 value = [29, 5] 32550->32551 32562 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32550->32562 32552 x7_NC <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 32551->32552 32561 gini = 0.0 samples = 10 value = [10, 0] 32551->32561 32553 x4_Cash or cash equivalent <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 32552->32553 32560 gini = 0.5 samples = 2 value = [1, 1] 32552->32560 32554 gini = 0.0 samples = 13 value = [13, 0] 32553->32554 32555 x7_TX <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 32553->32555 32556 log_spend <= 4.515 gini = 0.469 samples = 8 value = [5, 3] 32555->32556 32559 gini = 0.0 samples = 1 value = [0, 1] 32555->32559 32557 gini = 0.0 samples = 4 value = [4, 0] 32556->32557 32558 gini = 0.375 samples = 4 value = [1, 3] 32556->32558 32563 gini = 0.0 samples = 3 value = [3, 0] 32562->32563 32564 gini = 0.5 samples = 2 value = [1, 1] 32562->32564 32567 gini = 0.0 samples = 1 value = [0, 1] 32566->32567 32568 gini = 0.0 samples = 8 value = [8, 0] 32566->32568 32577 x7_TX <= 0.5 gini = 0.178 samples = 273 value = [246, 27] 32576->32577 32646 x1_MN <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 32576->32646 32578 x1_MI <= 0.5 gini = 0.136 samples = 231 value = [214, 17] 32577->32578 32631 x1_NV <= 0.5 gini = 0.363 samples = 42 value = [32, 10] 32577->32631 32579 x14_12 <= 0.5 gini = 0.16 samples = 194 value = [177, 17] 32578->32579 32630 gini = 0.0 samples = 37 value = [37, 0] 32578->32630 32580 x7_CO <= 0.5 gini = 0.171 samples = 170 value = [154, 16] 32579->32580 32621 x1_GA <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 32579->32621 32581 x4_In-kind items and services <= 0.5 gini = 0.174 samples = 166 value = [150, 16] 32580->32581 32620 gini = 0.0 samples = 4 value = [4, 0] 32580->32620 32582 x1_NV <= 0.5 gini = 0.467 samples = 43 value = [27, 16] 32581->32582 32619 gini = 0.0 samples = 123 value = [123, 0] 32581->32619 32583 x1_RI <= 0.5 gini = 0.472 samples = 42 value = [26, 16] 32582->32583 32618 gini = 0.0 samples = 1 value = [1, 0] 32582->32618 32584 x7_WA <= 0.5 gini = 0.476 samples = 41 value = [25, 16] 32583->32584 32617 gini = 0.0 samples = 1 value = [1, 0] 32583->32617 32585 x7_NC <= 0.5 gini = 0.473 samples = 39 value = [24, 15] 32584->32585 32616 gini = 0.5 samples = 2 value = [1, 1] 32584->32616 32586 x7_MD <= 0.5 gini = 0.444 samples = 36 value = [24, 12] 32585->32586 32615 gini = 0.0 samples = 3 value = [0, 3] 32585->32615 32587 x1_IN <= 0.5 gini = 0.438 samples = 34 value = [23, 11] 32586->32587 32614 gini = 0.5 samples = 2 value = [1, 1] 32586->32614 32588 x7_PA <= 0.5 gini = 0.451 samples = 32 value = [21, 11] 32587->32588 32613 gini = 0.0 samples = 2 value = [2, 0] 32587->32613 32589 x14_11 <= 0.5 gini = 0.48 samples = 25 value = [15, 10] 32588->32589 32608 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32588->32608 32590 x7_MA <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 32589->32590 32607 gini = 0.0 samples = 4 value = [0, 4] 32589->32607 32591 x1_MN <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 32590->32591 32606 gini = 0.0 samples = 1 value = [0, 1] 32590->32606 32592 x14_4 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 32591->32592 32601 x14_4 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 32591->32601 32593 x7_AZ <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 32592->32593 32600 gini = 0.0 samples = 2 value = [2, 0] 32592->32600 32594 x7_DC <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 32593->32594 32599 gini = 0.0 samples = 2 value = [2, 0] 32593->32599 32595 x1_NJ <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32594->32595 32598 gini = 0.0 samples = 1 value = [1, 0] 32594->32598 32596 gini = 0.375 samples = 4 value = [3, 1] 32595->32596 32597 gini = 0.444 samples = 3 value = [1, 2] 32595->32597 32602 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32601->32602 32605 gini = 0.444 samples = 3 value = [2, 1] 32601->32605 32603 gini = 0.444 samples = 3 value = [2, 1] 32602->32603 32604 gini = 0.0 samples = 2 value = [2, 0] 32602->32604 32609 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32608->32609 32612 gini = 0.0 samples = 2 value = [2, 0] 32608->32612 32610 gini = 0.375 samples = 4 value = [3, 1] 32609->32610 32611 gini = 0.0 samples = 1 value = [1, 0] 32609->32611 32622 x4_Cash or cash equivalent <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 32621->32622 32629 gini = 0.0 samples = 1 value = [1, 0] 32621->32629 32623 gini = 0.0 samples = 16 value = [16, 0] 32622->32623 32624 x17_other <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32622->32624 32625 gini = 0.0 samples = 1 value = [1, 0] 32624->32625 32626 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32624->32626 32627 gini = 0.444 samples = 3 value = [2, 1] 32626->32627 32628 gini = 0.0 samples = 3 value = [3, 0] 32626->32628 32632 x14_12 <= 0.5 gini = 0.369 samples = 41 value = [31, 10] 32631->32632 32645 gini = 0.0 samples = 1 value = [1, 0] 32631->32645 32633 x1_NJ <= 0.5 gini = 0.401 samples = 36 value = [26, 10] 32632->32633 32644 gini = 0.0 samples = 5 value = [5, 0] 32632->32644 32634 x14_4 <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 32633->32634 32643 gini = 0.0 samples = 9 value = [0, 9] 32633->32643 32635 log_spend <= 4.436 gini = 0.077 samples = 25 value = [24, 1] 32634->32635 32642 gini = 0.0 samples = 2 value = [2, 0] 32634->32642 32636 gini = 0.0 samples = 15 value = [15, 0] 32635->32636 32637 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 32635->32637 32638 log_spend <= 4.572 gini = 0.219 samples = 8 value = [7, 1] 32637->32638 32641 gini = 0.0 samples = 2 value = [2, 0] 32637->32641 32639 gini = 0.0 samples = 1 value = [0, 1] 32638->32639 32640 gini = 0.0 samples = 7 value = [7, 0] 32638->32640 32647 x1_NJ <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 32646->32647 32650 gini = 0.444 samples = 3 value = [2, 1] 32646->32650 32648 gini = 0.0 samples = 13 value = [13, 0] 32647->32648 32649 gini = 0.0 samples = 5 value = [0, 5] 32647->32649 32653 x1_NJ <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 32652->32653 32660 gini = 0.5 samples = 2 value = [1, 1] 32652->32660 32654 x1_MN <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 32653->32654 32659 gini = 0.0 samples = 6 value = [6, 0] 32653->32659 32655 gini = 0.0 samples = 20 value = [20, 0] 32654->32655 32656 log_spend <= 4.262 gini = 0.133 samples = 14 value = [13, 1] 32654->32656 32657 gini = 0.375 samples = 4 value = [3, 1] 32656->32657 32658 gini = 0.0 samples = 10 value = [10, 0] 32656->32658 32662 log_spend <= 3.523 gini = 0.097 samples = 59 value = [56, 3] 32661->32662 32675 gini = 0.0 samples = 2 value = [2, 0] 32661->32675 32663 gini = 0.5 samples = 2 value = [1, 1] 32662->32663 32664 x7_GA <= 0.5 gini = 0.068 samples = 57 value = [55, 2] 32662->32664 32665 x4_Cash or cash equivalent <= 0.5 gini = 0.069 samples = 56 value = [54, 2] 32664->32665 32674 gini = 0.0 samples = 1 value = [1, 0] 32664->32674 32666 gini = 0.0 samples = 39 value = [39, 0] 32665->32666 32667 log_spend <= 4.711 gini = 0.208 samples = 17 value = [15, 2] 32665->32667 32668 gini = 0.0 samples = 11 value = [11, 0] 32667->32668 32669 x1_OR <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32667->32669 32670 x1_MI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32669->32670 32673 gini = 0.0 samples = 1 value = [1, 0] 32669->32673 32671 gini = 0.444 samples = 3 value = [1, 2] 32670->32671 32672 gini = 0.0 samples = 2 value = [2, 0] 32670->32672 32677 x7_IL <= 0.5 gini = 0.089 samples = 193 value = [184, 9] 32676->32677 32750 x1_CO <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 32676->32750 32678 x15_ophthalmology <= 0.5 gini = 0.093 samples = 185 value = [176, 9] 32677->32678 32749 gini = 0.0 samples = 8 value = [8, 0] 32677->32749 32679 x7_IA <= 0.5 gini = 0.104 samples = 145 value = [137, 8] 32678->32679 32736 x7_WV <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 32678->32736 32680 x7_GA <= 0.5 gini = 0.08 samples = 143 value = [137, 6] 32679->32680 32735 gini = 0.0 samples = 2 value = [0, 2] 32679->32735 32681 x7_CO <= 0.5 gini = 0.07 samples = 138 value = [133, 5] 32680->32681 32732 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32680->32732 32682 x7_NC <= 0.5 gini = 0.072 samples = 134 value = [129, 5] 32681->32682 32731 gini = 0.0 samples = 4 value = [4, 0] 32681->32731 32683 x1_OH <= 0.5 gini = 0.047 samples = 125 value = [122, 3] 32682->32683 32724 x14_9 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 32682->32724 32684 x7_MA <= 0.5 gini = 0.047 samples = 124 value = [121, 3] 32683->32684 32723 gini = 0.0 samples = 1 value = [1, 0] 32683->32723 32685 x1_TX <= 0.5 gini = 0.048 samples = 121 value = [118, 3] 32684->32685 32722 gini = 0.0 samples = 3 value = [3, 0] 32684->32722 32686 x14_10 <= 0.5 gini = 0.053 samples = 110 value = [107, 3] 32685->32686 32721 gini = 0.0 samples = 11 value = [11, 0] 32685->32721 32687 x7_NV <= 0.5 gini = 0.064 samples = 90 value = [87, 3] 32686->32687 32720 gini = 0.0 samples = 20 value = [20, 0] 32686->32720 32688 x7_UT <= 0.5 gini = 0.066 samples = 88 value = [85, 3] 32687->32688 32719 gini = 0.0 samples = 2 value = [2, 0] 32687->32719 32689 x1_NJ <= 0.5 gini = 0.068 samples = 85 value = [82, 3] 32688->32689 32718 gini = 0.0 samples = 3 value = [3, 0] 32688->32718 32690 x7_IN <= 0.5 gini = 0.071 samples = 81 value = [78, 3] 32689->32690 32717 gini = 0.0 samples = 4 value = [4, 0] 32689->32717 32691 x7_HI <= 0.5 gini = 0.075 samples = 77 value = [74, 3] 32690->32691 32716 gini = 0.0 samples = 4 value = [4, 0] 32690->32716 32692 x1_NC <= 0.5 gini = 0.076 samples = 76 value = [73, 3] 32691->32692 32715 gini = 0.0 samples = 1 value = [1, 0] 32691->32715 32693 x7_MI <= 0.5 gini = 0.078 samples = 74 value = [71, 3] 32692->32693 32714 gini = 0.0 samples = 2 value = [2, 0] 32692->32714 32694 x7_OH <= 0.5 gini = 0.056 samples = 69 value = [67, 2] 32693->32694 32711 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32693->32711 32695 x1_WA <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 32694->32695 32710 gini = 0.375 samples = 4 value = [3, 1] 32694->32710 32696 x14_5 <= 0.5 gini = 0.032 samples = 62 value = [61, 1] 32695->32696 32709 gini = 0.0 samples = 3 value = [3, 0] 32695->32709 32697 x4_In-kind items and services <= 0.5 gini = 0.038 samples = 52 value = [51, 1] 32696->32697 32708 gini = 0.0 samples = 10 value = [10, 0] 32696->32708 32698 x7_RI <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 32697->32698 32707 gini = 0.0 samples = 29 value = [29, 0] 32697->32707 32699 log_spend <= 4.141 gini = 0.087 samples = 22 value = [21, 1] 32698->32699 32706 gini = 0.0 samples = 1 value = [1, 0] 32698->32706 32700 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32699->32700 32705 gini = 0.0 samples = 15 value = [15, 0] 32699->32705 32701 x1_MI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 32700->32701 32704 gini = 0.0 samples = 1 value = [1, 0] 32700->32704 32702 gini = 0.5 samples = 2 value = [1, 1] 32701->32702 32703 gini = 0.0 samples = 4 value = [4, 0] 32701->32703 32712 gini = 0.444 samples = 3 value = [2, 1] 32711->32712 32713 gini = 0.0 samples = 2 value = [2, 0] 32711->32713 32725 x1_NC <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 32724->32725 32730 gini = 0.0 samples = 2 value = [2, 0] 32724->32730 32726 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32725->32726 32729 gini = 0.0 samples = 1 value = [1, 0] 32725->32729 32727 gini = 0.375 samples = 4 value = [3, 1] 32726->32727 32728 gini = 0.5 samples = 2 value = [1, 1] 32726->32728 32733 gini = 0.375 samples = 4 value = [3, 1] 32732->32733 32734 gini = 0.0 samples = 1 value = [1, 0] 32732->32734 32737 x4_In-kind items and services <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 32736->32737 32748 gini = 0.0 samples = 1 value = [1, 0] 32736->32748 32738 gini = 0.0 samples = 3 value = [3, 0] 32737->32738 32739 x14_8 <= 0.5 gini = 0.054 samples = 36 value = [35, 1] 32737->32739 32740 x7_NY <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 32739->32740 32747 gini = 0.0 samples = 3 value = [3, 0] 32739->32747 32741 x14_11 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 32740->32741 32746 gini = 0.0 samples = 5 value = [5, 0] 32740->32746 32742 x7_KS <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 32741->32742 32745 gini = 0.0 samples = 6 value = [6, 0] 32741->32745 32743 gini = 0.0 samples = 21 value = [21, 0] 32742->32743 32744 gini = 0.0 samples = 1 value = [0, 1] 32742->32744 32751 x7_TX <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 32750->32751 32774 gini = 0.0 samples = 1 value = [0, 1] 32750->32774 32752 x1_WI <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 32751->32752 32773 gini = 0.0 samples = 3 value = [3, 0] 32751->32773 32753 x7_MD <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 32752->32753 32772 gini = 0.0 samples = 1 value = [1, 0] 32752->32772 32754 x7_KY <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 32753->32754 32771 gini = 0.0 samples = 1 value = [1, 0] 32753->32771 32755 x1_MN <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 32754->32755 32770 gini = 0.0 samples = 1 value = [1, 0] 32754->32770 32756 x15_Other <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 32755->32756 32769 gini = 0.0 samples = 3 value = [3, 0] 32755->32769 32757 gini = 0.0 samples = 2 value = [2, 0] 32756->32757 32758 x7_NV <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 32756->32758 32759 x1_OH <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 32758->32759 32768 gini = 0.0 samples = 1 value = [1, 0] 32758->32768 32760 x7_MI <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 32759->32760 32767 gini = 0.0 samples = 1 value = [1, 0] 32759->32767 32761 x7_AL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 32760->32761 32766 gini = 0.0 samples = 1 value = [1, 0] 32760->32766 32762 x1_IN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32761->32762 32765 gini = 0.0 samples = 1 value = [1, 0] 32761->32765 32763 gini = 0.444 samples = 3 value = [2, 1] 32762->32763 32764 gini = 0.444 samples = 3 value = [2, 1] 32762->32764 32776 gini = 0.5 samples = 4 value = [2, 2] 32775->32776 32777 gini = 0.0 samples = 2 value = [0, 2] 32775->32777 32779 x15_neurology <= 0.5 gini = 0.198 samples = 413 value = [367, 46] 32778->32779 32980 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32778->32980 32780 x7_DC <= 0.5 gini = 0.188 samples = 410 value = [367, 43] 32779->32780 32979 gini = 0.0 samples = 3 value = [0, 3] 32779->32979 32781 x1_CO <= 0.5 gini = 0.189 samples = 407 value = [364, 43] 32780->32781 32978 gini = 0.0 samples = 3 value = [3, 0] 32780->32978 32782 x1_OH <= 0.5 gini = 0.192 samples = 399 value = [356, 43] 32781->32782 32977 gini = 0.0 samples = 8 value = [8, 0] 32781->32977 32783 x4_In-kind items and services <= 0.5 gini = 0.195 samples = 393 value = [350, 43] 32782->32783 32976 gini = 0.0 samples = 6 value = [6, 0] 32782->32976 32784 log_spend <= 4.152 gini = 0.283 samples = 158 value = [131, 27] 32783->32784 32877 x14_3 <= 0.5 gini = 0.127 samples = 235 value = [219, 16] 32783->32877 32785 x14_11 <= 0.5 gini = 0.109 samples = 69 value = [65, 4] 32784->32785 32820 x14_10 <= 0.5 gini = 0.383 samples = 89 value = [66, 23] 32784->32820 32786 x7_PA <= 0.5 gini = 0.094 samples = 61 value = [58, 3] 32785->32786 32815 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 32785->32815 32787 x7_UT <= 0.5 gini = 0.109 samples = 52 value = [49, 3] 32786->32787 32814 gini = 0.0 samples = 9 value = [9, 0] 32786->32814 32788 x14_8 <= 0.5 gini = 0.111 samples = 51 value = [48, 3] 32787->32788 32813 gini = 0.0 samples = 1 value = [1, 0] 32787->32813 32789 x7_ME <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 32788->32789 32812 gini = 0.0 samples = 6 value = [6, 0] 32788->32812 32790 x7_CA <= 0.5 gini = 0.127 samples = 44 value = [41, 3] 32789->32790 32811 gini = 0.0 samples = 1 value = [1, 0] 32789->32811 32791 x14_5 <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 32790->32791 32808 x1_MI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32790->32808 32792 x7_NY <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 32791->32792 32807 gini = 0.0 samples = 4 value = [4, 0] 32791->32807 32793 x1_RI <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 32792->32793 32806 gini = 0.0 samples = 6 value = [6, 0] 32792->32806 32794 x7_GA <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 32793->32794 32805 gini = 0.0 samples = 1 value = [1, 0] 32793->32805 32795 x7_KY <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 32794->32795 32804 gini = 0.0 samples = 2 value = [2, 0] 32794->32804 32796 x7_MA <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 32795->32796 32803 gini = 0.0 samples = 1 value = [1, 0] 32795->32803 32797 x7_TX <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 32796->32797 32802 gini = 0.0 samples = 5 value = [5, 0] 32796->32802 32798 log_spend <= 4.026 gini = 0.124 samples = 15 value = [14, 1] 32797->32798 32801 gini = 0.0 samples = 5 value = [5, 0] 32797->32801 32799 gini = 0.0 samples = 14 value = [14, 0] 32798->32799 32800 gini = 0.0 samples = 1 value = [0, 1] 32798->32800 32809 gini = 0.5 samples = 4 value = [2, 2] 32808->32809 32810 gini = 0.0 samples = 1 value = [1, 0] 32808->32810 32816 x7_HI <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 32815->32816 32819 gini = 0.0 samples = 1 value = [1, 0] 32815->32819 32817 gini = 0.0 samples = 6 value = [6, 0] 32816->32817 32818 gini = 0.0 samples = 1 value = [0, 1] 32816->32818 32821 x7_MT <= 0.5 gini = 0.381 samples = 78 value = [58, 20] 32820->32821 32864 x7_WA <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 32820->32864 32822 x7_NH <= 0.5 gini = 0.385 samples = 77 value = [57, 20] 32821->32822 32863 gini = 0.0 samples = 1 value = [1, 0] 32821->32863 32823 x1_OR <= 0.5 gini = 0.388 samples = 76 value = [56, 20] 32822->32823 32862 gini = 0.0 samples = 1 value = [1, 0] 32822->32862 32824 x14_11 <= 0.5 gini = 0.391 samples = 75 value = [55, 20] 32823->32824 32861 gini = 0.0 samples = 1 value = [1, 0] 32823->32861 32825 x7_NC <= 0.5 gini = 0.404 samples = 64 value = [46, 18] 32824->32825 32858 x1_MI <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 32824->32858 32826 x1_IN <= 0.5 gini = 0.391 samples = 60 value = [44, 16] 32825->32826 32857 gini = 0.5 samples = 4 value = [2, 2] 32825->32857 32827 x7_IN <= 0.5 gini = 0.343 samples = 50 value = [39, 11] 32826->32827 32850 x7_DE <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 32826->32850 32828 x1_MI <= 0.5 gini = 0.325 samples = 49 value = [39, 10] 32827->32828 32849 gini = 0.0 samples = 1 value = [0, 1] 32827->32849 32829 x7_CT <= 0.5 gini = 0.486 samples = 24 value = [14, 10] 32828->32829 32848 gini = 0.0 samples = 25 value = [25, 0] 32828->32848 32830 log_spend <= 4.84 gini = 0.476 samples = 23 value = [14, 9] 32829->32830 32847 gini = 0.0 samples = 1 value = [0, 1] 32829->32847 32831 x1_TX <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 32830->32831 32844 log_spend <= 4.937 gini = 0.245 samples = 7 value = [6, 1] 32830->32844 32832 x7_GA <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 32831->32832 32843 gini = 0.0 samples = 3 value = [3, 0] 32831->32843 32833 x14_8 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 32832->32833 32842 gini = 0.0 samples = 1 value = [1, 0] 32832->32842 32834 x1_MN <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 32833->32834 32841 gini = 0.0 samples = 2 value = [0, 2] 32833->32841 32835 gini = 0.375 samples = 4 value = [3, 1] 32834->32835 32836 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 32834->32836 32837 x7_IA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 32836->32837 32840 gini = 0.0 samples = 1 value = [0, 1] 32836->32840 32838 gini = 0.375 samples = 4 value = [1, 3] 32837->32838 32839 gini = 0.0 samples = 1 value = [0, 1] 32837->32839 32845 gini = 0.0 samples = 4 value = [4, 0] 32844->32845 32846 gini = 0.444 samples = 3 value = [2, 1] 32844->32846 32851 x14_4 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 32850->32851 32856 gini = 0.0 samples = 1 value = [1, 0] 32850->32856 32852 x7_IL <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 32851->32852 32855 gini = 0.0 samples = 2 value = [2, 0] 32851->32855 32853 gini = 0.375 samples = 4 value = [1, 3] 32852->32853 32854 gini = 0.444 samples = 3 value = [1, 2] 32852->32854 32859 gini = 0.444 samples = 3 value = [1, 2] 32858->32859 32860 gini = 0.0 samples = 8 value = [8, 0] 32858->32860 32865 x7_IA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 32864->32865 32876 gini = 0.0 samples = 1 value = [1, 0] 32864->32876 32866 x7_TX <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 32865->32866 32875 gini = 0.0 samples = 1 value = [1, 0] 32865->32875 32867 x7_NY <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 32866->32867 32874 gini = 0.0 samples = 1 value = [1, 0] 32866->32874 32868 x7_OH <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32867->32868 32873 gini = 0.0 samples = 1 value = [1, 0] 32867->32873 32869 x1_MN <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 32868->32869 32872 gini = 0.0 samples = 1 value = [1, 0] 32868->32872 32870 gini = 0.0 samples = 3 value = [3, 0] 32869->32870 32871 gini = 0.0 samples = 3 value = [0, 3] 32869->32871 32878 x7_MN <= 0.5 gini = 0.144 samples = 205 value = [189, 16] 32877->32878 32975 gini = 0.0 samples = 30 value = [30, 0] 32877->32975 32879 x14_10 <= 0.5 gini = 0.139 samples = 200 value = [185, 15] 32878->32879 32972 x1_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 32878->32972 32880 x14_12 <= 0.5 gini = 0.145 samples = 178 value = [164, 14] 32879->32880 32967 x1_CT <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 32879->32967 32881 x7_IN <= 0.5 gini = 0.155 samples = 154 value = [141, 13] 32880->32881 32942 x7_MI <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 32880->32942 32882 x7_GA <= 0.5 gini = 0.158 samples = 150 value = [137, 13] 32881->32882 32941 gini = 0.0 samples = 4 value = [4, 0] 32881->32941 32883 x7_NY <= 0.5 gini = 0.163 samples = 145 value = [132, 13] 32882->32883 32940 gini = 0.0 samples = 5 value = [5, 0] 32882->32940 32884 x7_MI <= 0.5 gini = 0.184 samples = 127 value = [114, 13] 32883->32884 32939 gini = 0.0 samples = 18 value = [18, 0] 32883->32939 32885 x1_IN <= 0.5 gini = 0.196 samples = 118 value = [105, 13] 32884->32885 32938 gini = 0.0 samples = 9 value = [9, 0] 32884->32938 32886 log_spend <= 4.772 gini = 0.217 samples = 105 value = [92, 13] 32885->32886 32937 gini = 0.0 samples = 13 value = [13, 0] 32885->32937 32887 x14_9 <= 0.5 gini = 0.171 samples = 85 value = [77, 8] 32886->32887 32920 x1_NY <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 32886->32920 32888 x1_TX <= 0.5 gini = 0.202 samples = 70 value = [62, 8] 32887->32888 32919 gini = 0.0 samples = 15 value = [15, 0] 32887->32919 32889 x14_11 <= 0.5 gini = 0.135 samples = 55 value = [51, 4] 32888->32889 32910 x7_NC <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 32888->32910 32890 x14_8 <= 0.5 gini = 0.184 samples = 39 value = [35, 4] 32889->32890 32909 gini = 0.0 samples = 16 value = [16, 0] 32889->32909 32891 log_spend <= 4.202 gini = 0.298 samples = 22 value = [18, 4] 32890->32891 32908 gini = 0.0 samples = 17 value = [17, 0] 32890->32908 32892 x7_MA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 32891->32892 32901 x7_AL <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 32891->32901 32893 x1_NJ <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 32892->32893 32900 gini = 0.0 samples = 1 value = [1, 0] 32892->32900 32894 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32893->32894 32899 gini = 0.0 samples = 2 value = [2, 0] 32893->32899 32895 x7_OH <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32894->32895 32898 gini = 0.5 samples = 2 value = [1, 1] 32894->32898 32896 gini = 0.375 samples = 4 value = [3, 1] 32895->32896 32897 gini = 0.0 samples = 1 value = [0, 1] 32895->32897 32902 x15_Other <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 32901->32902 32907 gini = 0.0 samples = 1 value = [1, 0] 32901->32907 32903 gini = 0.0 samples = 2 value = [2, 0] 32902->32903 32904 x1_MN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 32902->32904 32905 gini = 0.375 samples = 4 value = [3, 1] 32904->32905 32906 gini = 0.0 samples = 5 value = [5, 0] 32904->32906 32911 x7_AZ <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 32910->32911 32918 gini = 0.0 samples = 2 value = [2, 0] 32910->32918 32912 x7_CA <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 32911->32912 32917 gini = 0.0 samples = 1 value = [0, 1] 32911->32917 32913 gini = 0.0 samples = 5 value = [5, 0] 32912->32913 32914 x14_11 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32912->32914 32915 gini = 0.0 samples = 4 value = [4, 0] 32914->32915 32916 gini = 0.0 samples = 3 value = [0, 3] 32914->32916 32921 x15_ophthalmology <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 32920->32921 32936 gini = 0.0 samples = 1 value = [1, 0] 32920->32936 32922 x1_MN <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 32921->32922 32935 gini = 0.0 samples = 4 value = [4, 0] 32921->32935 32923 gini = 0.0 samples = 4 value = [4, 0] 32922->32923 32924 x7_AZ <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 32922->32924 32925 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 32924->32925 32934 gini = 0.0 samples = 2 value = [0, 2] 32924->32934 32926 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 32925->32926 32933 gini = 0.0 samples = 2 value = [2, 0] 32925->32933 32927 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 32926->32927 32932 gini = 0.0 samples = 1 value = [0, 1] 32926->32932 32928 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 32927->32928 32931 gini = 0.0 samples = 1 value = [1, 0] 32927->32931 32929 gini = 0.5 samples = 4 value = [2, 2] 32928->32929 32930 gini = 0.0 samples = 1 value = [1, 0] 32928->32930 32943 x7_HI <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 32942->32943 32966 gini = 0.0 samples = 2 value = [2, 0] 32942->32966 32944 x7_IA <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 32943->32944 32965 gini = 0.0 samples = 1 value = [1, 0] 32943->32965 32945 x1_MD <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 32944->32945 32964 gini = 0.0 samples = 1 value = [1, 0] 32944->32964 32946 x7_NC <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 32945->32946 32963 gini = 0.0 samples = 1 value = [1, 0] 32945->32963 32947 x15_ophthalmology <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 32946->32947 32962 gini = 0.0 samples = 1 value = [1, 0] 32946->32962 32948 x7_OH <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 32947->32948 32961 gini = 0.0 samples = 3 value = [3, 0] 32947->32961 32949 x7_GA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 32948->32949 32960 gini = 0.0 samples = 2 value = [2, 0] 32948->32960 32950 x7_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 32949->32950 32959 gini = 0.0 samples = 1 value = [1, 0] 32949->32959 32951 x1_NY <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 32950->32951 32958 gini = 0.0 samples = 1 value = [1, 0] 32950->32958 32952 x7_NV <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 32951->32952 32957 gini = 0.0 samples = 1 value = [1, 0] 32951->32957 32953 x7_MS <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 32952->32953 32956 gini = 0.0 samples = 1 value = [1, 0] 32952->32956 32954 gini = 0.0 samples = 8 value = [8, 0] 32953->32954 32955 gini = 0.0 samples = 1 value = [0, 1] 32953->32955 32968 x7_UT <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 32967->32968 32971 gini = 0.0 samples = 1 value = [1, 0] 32967->32971 32969 gini = 0.0 samples = 20 value = [20, 0] 32968->32969 32970 gini = 0.0 samples = 1 value = [0, 1] 32968->32970 32973 gini = 0.0 samples = 3 value = [3, 0] 32972->32973 32974 gini = 0.5 samples = 2 value = [1, 1] 32972->32974 32981 gini = 0.5 samples = 4 value = [2, 2] 32980->32981 32982 gini = 0.0 samples = 1 value = [1, 0] 32980->32982 32984 x1_MN <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 32983->32984 32995 x15_Other <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 32983->32995 32985 x15_Other <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 32984->32985 32994 gini = 0.444 samples = 3 value = [1, 2] 32984->32994 32986 gini = 0.0 samples = 1 value = [1, 0] 32985->32986 32987 x14_10 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 32985->32987 32988 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 32987->32988 32993 gini = 0.0 samples = 1 value = [1, 0] 32987->32993 32989 log_spend <= 3.627 gini = 0.444 samples = 6 value = [2, 4] 32988->32989 32992 gini = 0.0 samples = 1 value = [1, 0] 32988->32992 32990 gini = 0.0 samples = 3 value = [0, 3] 32989->32990 32991 gini = 0.444 samples = 3 value = [2, 1] 32989->32991 32996 gini = 0.375 samples = 4 value = [3, 1] 32995->32996 32997 x1_MN <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 32995->32997 32998 x1_UT <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 32997->32998 33009 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 32997->33009 32999 x13_4 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 32998->32999 33008 gini = 0.0 samples = 1 value = [0, 1] 32998->33008 33000 x1_TX <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 32999->33000 33007 gini = 0.0 samples = 2 value = [2, 0] 32999->33007 33001 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 33000->33001 33006 gini = 0.0 samples = 2 value = [2, 0] 33000->33006 33002 x1_CO <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33001->33002 33005 gini = 0.0 samples = 2 value = [2, 0] 33001->33005 33003 gini = 0.0 samples = 5 value = [5, 0] 33002->33003 33004 gini = 0.0 samples = 1 value = [0, 1] 33002->33004 33010 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 33009->33010 33017 gini = 0.0 samples = 1 value = [1, 0] 33009->33017 33011 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33010->33011 33016 gini = 0.0 samples = 1 value = [1, 0] 33010->33016 33012 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 33011->33012 33015 gini = 0.0 samples = 1 value = [1, 0] 33011->33015 33013 gini = 0.375 samples = 4 value = [3, 1] 33012->33013 33014 gini = 0.0 samples = 1 value = [1, 0] 33012->33014 33019 x4_Cash or cash equivalent <= 0.5 gini = 0.483 samples = 162 value = [96, 66] 33018->33019 33122 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33018->33122 33020 x1_NY <= 0.5 gini = 0.239 samples = 65 value = [56, 9] 33019->33020 33043 x7_AL <= 0.5 gini = 0.485 samples = 97 value = [40, 57] 33019->33043 33021 x14_4 <= 0.5 gini = 0.259 samples = 59 value = [50, 9] 33020->33021 33042 gini = 0.0 samples = 6 value = [6, 0] 33020->33042 33022 x13_4 <= 0.5 gini = 0.229 samples = 53 value = [46, 7] 33021->33022 33039 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 33021->33039 33023 x14_5 <= 0.5 gini = 0.307 samples = 37 value = [30, 7] 33022->33023 33038 gini = 0.0 samples = 16 value = [16, 0] 33022->33038 33024 x14_3 <= 0.5 gini = 0.213 samples = 33 value = [29, 4] 33023->33024 33037 gini = 0.375 samples = 4 value = [1, 3] 33023->33037 33025 x7_NY <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 33024->33025 33034 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 33024->33034 33026 x14_10 <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 33025->33026 33033 gini = 0.0 samples = 4 value = [4, 0] 33025->33033 33027 gini = 0.0 samples = 18 value = [18, 0] 33026->33027 33028 x7_NC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 33026->33028 33029 x7_MN <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33028->33029 33032 gini = 0.0 samples = 1 value = [0, 1] 33028->33032 33030 gini = 0.5 samples = 4 value = [2, 2] 33029->33030 33031 gini = 0.0 samples = 1 value = [1, 0] 33029->33031 33035 gini = 0.444 samples = 3 value = [2, 1] 33034->33035 33036 gini = 0.0 samples = 2 value = [2, 0] 33034->33036 33040 gini = 0.0 samples = 3 value = [3, 0] 33039->33040 33041 gini = 0.444 samples = 3 value = [1, 2] 33039->33041 33044 x1_DE <= 0.5 gini = 0.484 samples = 95 value = [39, 56] 33043->33044 33121 gini = 0.5 samples = 2 value = [1, 1] 33043->33121 33045 x13_6 <= 0.5 gini = 0.49 samples = 91 value = [39, 52] 33044->33045 33120 gini = 0.0 samples = 4 value = [0, 4] 33044->33120 33046 log_spend <= 5.439 gini = 0.486 samples = 89 value = [37, 52] 33045->33046 33119 gini = 0.0 samples = 2 value = [2, 0] 33045->33119 33047 x7_DC <= 0.5 gini = 0.456 samples = 74 value = [26, 48] 33046->33047 33106 x14_9 <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 33046->33106 33048 x7_AZ <= 0.5 gini = 0.45 samples = 73 value = [25, 48] 33047->33048 33105 gini = 0.0 samples = 1 value = [1, 0] 33047->33105 33049 x7_KS <= 0.5 gini = 0.444 samples = 72 value = [24, 48] 33048->33049 33104 gini = 0.0 samples = 1 value = [1, 0] 33048->33104 33050 x13_1 <= 0.5 gini = 0.441 samples = 70 value = [23, 47] 33049->33050 33103 gini = 0.5 samples = 2 value = [1, 1] 33049->33103 33051 x7_NH <= 0.5 gini = 0.469 samples = 56 value = [21, 35] 33050->33051 33090 x7_WI <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 33050->33090 33052 x7_CA <= 0.5 gini = 0.463 samples = 55 value = [20, 35] 33051->33052 33089 gini = 0.0 samples = 1 value = [1, 0] 33051->33089 33053 x1_GA <= 0.5 gini = 0.435 samples = 47 value = [15, 32] 33052->33053 33082 x1_MI <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 33052->33082 33054 x1_IN <= 0.5 gini = 0.411 samples = 45 value = [13, 32] 33053->33054 33081 gini = 0.0 samples = 2 value = [2, 0] 33053->33081 33055 x14_12 <= 0.5 gini = 0.432 samples = 38 value = [12, 26] 33054->33055 33076 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 33054->33076 33056 log_spend <= 5.392 gini = 0.444 samples = 36 value = [12, 24] 33055->33056 33075 gini = 0.0 samples = 2 value = [0, 2] 33055->33075 33057 x14_8 <= 0.5 gini = 0.485 samples = 29 value = [12, 17] 33056->33057 33074 gini = 0.0 samples = 7 value = [0, 7] 33056->33074 33058 x1_MI <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 33057->33058 33073 gini = 0.444 samples = 3 value = [2, 1] 33057->33073 33059 x13_0 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 33058->33059 33072 gini = 0.0 samples = 7 value = [7, 0] 33058->33072 33060 x14_4 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 33059->33060 33071 gini = 0.375 samples = 4 value = [1, 3] 33059->33071 33061 x7_IA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 33060->33061 33070 gini = 0.444 samples = 3 value = [1, 2] 33060->33070 33062 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33061->33062 33069 gini = 0.0 samples = 2 value = [0, 2] 33061->33069 33063 gini = 0.0 samples = 3 value = [0, 3] 33062->33063 33064 x7_OH <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 33062->33064 33065 x1_NV <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33064->33065 33068 gini = 0.0 samples = 1 value = [0, 1] 33064->33068 33066 gini = 0.0 samples = 5 value = [0, 5] 33065->33066 33067 gini = 0.0 samples = 1 value = [1, 0] 33065->33067 33077 x7_WA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33076->33077 33080 gini = 0.0 samples = 1 value = [0, 1] 33076->33080 33078 gini = 0.0 samples = 1 value = [1, 0] 33077->33078 33079 gini = 0.0 samples = 5 value = [0, 5] 33077->33079 33083 x15_Other <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33082->33083 33088 gini = 0.0 samples = 1 value = [1, 0] 33082->33088 33084 gini = 0.0 samples = 2 value = [2, 0] 33083->33084 33085 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33083->33085 33086 gini = 0.444 samples = 3 value = [1, 2] 33085->33086 33087 gini = 0.5 samples = 2 value = [1, 1] 33085->33087 33091 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 33090->33091 33102 gini = 0.0 samples = 1 value = [1, 0] 33090->33102 33092 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 33091->33092 33101 gini = 0.0 samples = 2 value = [0, 2] 33091->33101 33093 x7_IA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33092->33093 33100 gini = 0.0 samples = 1 value = [0, 1] 33092->33100 33094 x14_5 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33093->33094 33099 gini = 0.0 samples = 1 value = [0, 1] 33093->33099 33095 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 33094->33095 33098 gini = 0.0 samples = 4 value = [0, 4] 33094->33098 33096 gini = 0.375 samples = 4 value = [1, 3] 33095->33096 33097 gini = 0.0 samples = 1 value = [0, 1] 33095->33097 33107 x1_NJ <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 33106->33107 33118 gini = 0.0 samples = 2 value = [2, 0] 33106->33118 33108 x15_ophthalmology <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 33107->33108 33117 gini = 0.0 samples = 2 value = [2, 0] 33107->33117 33109 x7_OH <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 33108->33109 33116 gini = 0.0 samples = 1 value = [1, 0] 33108->33116 33110 x7_WA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 33109->33110 33115 gini = 0.444 samples = 3 value = [1, 2] 33109->33115 33111 x15_Other <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33110->33111 33114 gini = 0.0 samples = 1 value = [0, 1] 33110->33114 33112 gini = 0.0 samples = 1 value = [0, 1] 33111->33112 33113 gini = 0.0 samples = 5 value = [5, 0] 33111->33113 33123 gini = 0.0 samples = 1 value = [1, 0] 33122->33123 33124 gini = 0.0 samples = 5 value = [0, 5] 33122->33124 33126 log_spend <= 4.483 gini = 0.31 samples = 47 value = [38, 9] 33125->33126 33149 gini = 0.0 samples = 7 value = [7, 0] 33125->33149 33127 x14_3 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 33126->33127 33130 x1_WI <= 0.5 gini = 0.4 samples = 29 value = [21, 8] 33126->33130 33128 gini = 0.0 samples = 14 value = [14, 0] 33127->33128 33129 gini = 0.375 samples = 4 value = [3, 1] 33127->33129 33131 x15_Other <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 33130->33131 33148 gini = 0.0 samples = 1 value = [1, 0] 33130->33148 33132 gini = 0.0 samples = 4 value = [4, 0] 33131->33132 33133 x14_5 <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 33131->33133 33134 x1_MI <= 0.5 gini = 0.42 samples = 20 value = [14, 6] 33133->33134 33147 gini = 0.5 samples = 4 value = [2, 2] 33133->33147 33135 x4_Cash or cash equivalent <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 33134->33135 33146 gini = 0.0 samples = 3 value = [3, 0] 33134->33146 33136 gini = 0.0 samples = 6 value = [6, 0] 33135->33136 33137 x1_NJ <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 33135->33137 33138 x14_3 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 33137->33138 33145 gini = 0.0 samples = 1 value = [0, 1] 33137->33145 33139 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33138->33139 33144 gini = 0.444 samples = 3 value = [1, 2] 33138->33144 33140 x1_WA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33139->33140 33143 gini = 0.0 samples = 2 value = [2, 0] 33139->33143 33141 gini = 0.5 samples = 4 value = [2, 2] 33140->33141 33142 gini = 0.0 samples = 1 value = [0, 1] 33140->33142 33151 x7_WA <= 0.5 gini = 0.284 samples = 373 value = [309, 64] 33150->33151 33284 x14_10 <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 33150->33284 33152 x4_In-kind items and services <= 0.5 gini = 0.289 samples = 365 value = [301, 64] 33151->33152 33283 gini = 0.0 samples = 8 value = [8, 0] 33151->33283 33153 x7_PA <= 0.5 gini = 0.496 samples = 108 value = [49, 59] 33152->33153 33246 x7_IA <= 0.5 gini = 0.038 samples = 257 value = [252, 5] 33152->33246 33154 x7_MT <= 0.5 gini = 0.495 samples = 102 value = [46, 56] 33153->33154 33241 x14_4 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 33153->33241 33155 x14_8 <= 0.5 gini = 0.498 samples = 99 value = [46, 53] 33154->33155 33240 gini = 0.0 samples = 3 value = [0, 3] 33154->33240 33156 x7_AZ <= 0.5 gini = 0.499 samples = 91 value = [44, 47] 33155->33156 33233 x7_AR <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 33155->33233 33157 x7_IL <= 0.5 gini = 0.5 samples = 90 value = [44, 46] 33156->33157 33232 gini = 0.0 samples = 1 value = [0, 1] 33156->33232 33158 x14_3 <= 0.5 gini = 0.499 samples = 88 value = [42, 46] 33157->33158 33231 gini = 0.0 samples = 2 value = [2, 0] 33157->33231 33159 x14_4 <= 0.5 gini = 0.494 samples = 74 value = [33, 41] 33158->33159 33218 x7_CT <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 33158->33218 33160 x13_6 <= 0.5 gini = 0.495 samples = 62 value = [28, 34] 33159->33160 33205 x7_KS <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 33159->33205 33161 x14_10 <= 0.5 gini = 0.493 samples = 61 value = [27, 34] 33160->33161 33204 gini = 0.0 samples = 1 value = [1, 0] 33160->33204 33162 x14_5 <= 0.5 gini = 0.482 samples = 47 value = [19, 28] 33161->33162 33193 x7_MD <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 33161->33193 33163 x7_HI <= 0.5 gini = 0.482 samples = 37 value = [15, 22] 33162->33163 33190 log_spend <= 4.567 gini = 0.48 samples = 10 value = [4, 6] 33162->33190 33164 x14_11 <= 0.5 gini = 0.475 samples = 36 value = [14, 22] 33163->33164 33189 gini = 0.0 samples = 1 value = [1, 0] 33163->33189 33165 x7_NH <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 33164->33165 33182 x7_MN <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 33164->33182 33166 x13_1 <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 33165->33166 33181 gini = 0.0 samples = 1 value = [0, 1] 33165->33181 33167 x13_0 <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 33166->33167 33178 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33166->33178 33168 x7_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 33167->33168 33171 x7_CA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 33167->33171 33169 gini = 0.0 samples = 5 value = [5, 0] 33168->33169 33170 gini = 0.5 samples = 2 value = [1, 1] 33168->33170 33172 x7_MN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33171->33172 33177 gini = 0.0 samples = 2 value = [0, 2] 33171->33177 33173 x7_OH <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33172->33173 33176 gini = 0.0 samples = 1 value = [0, 1] 33172->33176 33174 gini = 0.0 samples = 8 value = [0, 8] 33173->33174 33175 gini = 0.0 samples = 1 value = [1, 0] 33173->33175 33179 gini = 0.0 samples = 2 value = [2, 0] 33178->33179 33180 gini = 0.444 samples = 3 value = [1, 2] 33178->33180 33183 x7_OH <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 33182->33183 33188 gini = 0.5 samples = 2 value = [1, 1] 33182->33188 33184 x13_2 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 33183->33184 33187 gini = 0.0 samples = 1 value = [0, 1] 33183->33187 33185 gini = 0.0 samples = 5 value = [0, 5] 33184->33185 33186 gini = 0.0 samples = 3 value = [3, 0] 33184->33186 33191 gini = 0.0 samples = 4 value = [4, 0] 33190->33191 33192 gini = 0.0 samples = 6 value = [0, 6] 33190->33192 33194 x15_Other <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 33193->33194 33203 gini = 0.444 samples = 3 value = [2, 1] 33193->33203 33195 gini = 0.0 samples = 2 value = [2, 0] 33194->33195 33196 x13_4 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 33194->33196 33197 x7_CA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 33196->33197 33202 gini = 0.0 samples = 1 value = [1, 0] 33196->33202 33198 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33197->33198 33201 gini = 0.444 samples = 3 value = [1, 2] 33197->33201 33199 gini = 0.0 samples = 2 value = [2, 0] 33198->33199 33200 gini = 0.0 samples = 3 value = [0, 3] 33198->33200 33206 x7_CO <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 33205->33206 33217 gini = 0.0 samples = 1 value = [1, 0] 33205->33217 33207 x15_Other <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 33206->33207 33216 gini = 0.0 samples = 1 value = [1, 0] 33206->33216 33208 gini = 0.0 samples = 1 value = [1, 0] 33207->33208 33209 x7_OH <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 33207->33209 33210 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 33209->33210 33215 gini = 0.0 samples = 2 value = [0, 2] 33209->33215 33211 log_spend <= 5.226 gini = 0.48 samples = 5 value = [2, 3] 33210->33211 33214 gini = 0.0 samples = 2 value = [0, 2] 33210->33214 33212 gini = 0.444 samples = 3 value = [2, 1] 33211->33212 33213 gini = 0.0 samples = 2 value = [0, 2] 33211->33213 33219 x15_Other <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 33218->33219 33230 gini = 0.0 samples = 1 value = [1, 0] 33218->33230 33220 gini = 0.0 samples = 5 value = [5, 0] 33219->33220 33221 x7_UT <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 33219->33221 33222 log_spend <= 4.022 gini = 0.49 samples = 7 value = [3, 4] 33221->33222 33229 gini = 0.0 samples = 1 value = [0, 1] 33221->33229 33223 gini = 0.0 samples = 1 value = [0, 1] 33222->33223 33224 x13_1 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 33222->33224 33225 log_spend <= 4.729 gini = 0.48 samples = 5 value = [2, 3] 33224->33225 33228 gini = 0.0 samples = 1 value = [1, 0] 33224->33228 33226 gini = 0.0 samples = 1 value = [0, 1] 33225->33226 33227 gini = 0.5 samples = 4 value = [2, 2] 33225->33227 33234 x13_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 33233->33234 33239 gini = 0.0 samples = 1 value = [0, 1] 33233->33239 33235 log_spend <= 4.064 gini = 0.278 samples = 6 value = [1, 5] 33234->33235 33238 gini = 0.0 samples = 1 value = [1, 0] 33234->33238 33236 gini = 0.0 samples = 1 value = [1, 0] 33235->33236 33237 gini = 0.0 samples = 5 value = [0, 5] 33235->33237 33242 log_spend <= 5.159 gini = 0.48 samples = 5 value = [2, 3] 33241->33242 33245 gini = 0.0 samples = 1 value = [1, 0] 33241->33245 33243 gini = 0.444 samples = 3 value = [2, 1] 33242->33243 33244 gini = 0.0 samples = 2 value = [0, 2] 33242->33244 33247 x7_MT <= 0.5 gini = 0.031 samples = 253 value = [249, 4] 33246->33247 33282 gini = 0.375 samples = 4 value = [3, 1] 33246->33282 33248 x14_10 <= 0.5 gini = 0.031 samples = 252 value = [248, 4] 33247->33248 33281 gini = 0.0 samples = 1 value = [1, 0] 33247->33281 33249 x7_OR <= 0.5 gini = 0.034 samples = 228 value = [224, 4] 33248->33249 33280 gini = 0.0 samples = 24 value = [24, 0] 33248->33280 33250 x7_MS <= 0.5 gini = 0.035 samples = 223 value = [219, 4] 33249->33250 33279 gini = 0.0 samples = 5 value = [5, 0] 33249->33279 33251 x7_CO <= 0.5 gini = 0.027 samples = 220 value = [217, 3] 33250->33251 33278 gini = 0.444 samples = 3 value = [2, 1] 33250->33278 33252 x13_2 <= 0.5 gini = 0.028 samples = 213 value = [210, 3] 33251->33252 33277 gini = 0.0 samples = 7 value = [7, 0] 33251->33277 33253 x7_CT <= 0.5 gini = 0.037 samples = 158 value = [155, 3] 33252->33253 33276 gini = 0.0 samples = 55 value = [55, 0] 33252->33276 33254 x14_12 <= 0.5 gini = 0.038 samples = 155 value = [152, 3] 33253->33254 33275 gini = 0.0 samples = 3 value = [3, 0] 33253->33275 33255 x7_TX <= 0.5 gini = 0.042 samples = 139 value = [136, 3] 33254->33255 33274 gini = 0.0 samples = 16 value = [16, 0] 33254->33274 33256 log_spend <= 5.34 gini = 0.048 samples = 122 value = [119, 3] 33255->33256 33273 gini = 0.0 samples = 17 value = [17, 0] 33255->33273 33257 x7_KY <= 0.5 gini = 0.017 samples = 118 value = [117, 1] 33256->33257 33272 gini = 0.5 samples = 4 value = [2, 2] 33256->33272 33258 x7_NC <= 0.5 gini = 0.017 samples = 117 value = [116, 1] 33257->33258 33271 gini = 0.0 samples = 1 value = [1, 0] 33257->33271 33259 x14_11 <= 0.5 gini = 0.017 samples = 114 value = [113, 1] 33258->33259 33270 gini = 0.0 samples = 3 value = [3, 0] 33258->33270 33260 x7_AR <= 0.5 gini = 0.019 samples = 103 value = [102, 1] 33259->33260 33269 gini = 0.0 samples = 11 value = [11, 0] 33259->33269 33261 x13_0 <= 0.5 gini = 0.02 samples = 101 value = [100, 1] 33260->33261 33268 gini = 0.0 samples = 2 value = [2, 0] 33260->33268 33262 gini = 0.0 samples = 79 value = [79, 0] 33261->33262 33263 x7_NH <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 33261->33263 33264 log_spend <= 5.001 gini = 0.091 samples = 21 value = [20, 1] 33263->33264 33267 gini = 0.0 samples = 1 value = [1, 0] 33263->33267 33265 gini = 0.0 samples = 20 value = [20, 0] 33264->33265 33266 gini = 0.0 samples = 1 value = [0, 1] 33264->33266 33285 x13_2 <= 0.5 gini = 0.198 samples = 36 value = [32, 4] 33284->33285 33294 gini = 0.0 samples = 4 value = [4, 0] 33284->33294 33286 x14_12 <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 33285->33286 33291 x14_11 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 33285->33291 33287 x4_Cash or cash equivalent <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 33286->33287 33290 gini = 0.5 samples = 2 value = [1, 1] 33286->33290 33288 gini = 0.0 samples = 19 value = [19, 0] 33287->33288 33289 gini = 0.0 samples = 2 value = [0, 2] 33287->33289 33292 gini = 0.0 samples = 10 value = [10, 0] 33291->33292 33293 gini = 0.444 samples = 3 value = [2, 1] 33291->33293 33296 x7_TX <= 0.5 gini = 0.339 samples = 97 value = [76, 21] 33295->33296 33345 gini = 0.0 samples = 7 value = [7, 0] 33295->33345 33297 x7_NV <= 0.5 gini = 0.352 samples = 92 value = [71, 21] 33296->33297 33344 gini = 0.0 samples = 5 value = [5, 0] 33296->33344 33298 x13_2 <= 0.5 gini = 0.312 samples = 88 value = [71, 17] 33297->33298 33343 gini = 0.0 samples = 4 value = [0, 4] 33297->33343 33299 x7_VA <= 0.5 gini = 0.348 samples = 58 value = [45, 13] 33298->33299 33320 x7_IA <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 33298->33320 33300 x7_NC <= 0.5 gini = 0.32 samples = 55 value = [44, 11] 33299->33300 33319 gini = 0.444 samples = 3 value = [1, 2] 33299->33319 33301 x7_CA <= 0.5 gini = 0.291 samples = 51 value = [42, 9] 33300->33301 33318 gini = 0.5 samples = 4 value = [2, 2] 33300->33318 33302 x7_IL <= 0.5 gini = 0.263 samples = 45 value = [38, 7] 33301->33302 33315 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 33301->33315 33303 x7_MA <= 0.5 gini = 0.145 samples = 38 value = [35, 3] 33302->33303 33310 x14_7 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 33302->33310 33304 x4_In-kind items and services <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 33303->33304 33309 gini = 0.0 samples = 2 value = [2, 0] 33303->33309 33305 gini = 0.444 samples = 3 value = [1, 2] 33304->33305 33306 x14_5 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 33304->33306 33307 gini = 0.0 samples = 29 value = [29, 0] 33306->33307 33308 gini = 0.375 samples = 4 value = [3, 1] 33306->33308 33311 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33310->33311 33314 gini = 0.0 samples = 2 value = [0, 2] 33310->33314 33312 gini = 0.444 samples = 3 value = [1, 2] 33311->33312 33313 gini = 0.0 samples = 2 value = [2, 0] 33311->33313 33316 gini = 0.0 samples = 3 value = [3, 0] 33315->33316 33317 gini = 0.444 samples = 3 value = [1, 2] 33315->33317 33321 x7_GA <= 0.5 gini = 0.238 samples = 29 value = [25, 4] 33320->33321 33342 gini = 0.0 samples = 1 value = [1, 0] 33320->33342 33322 x14_9 <= 0.5 gini = 0.245 samples = 28 value = [24, 4] 33321->33322 33341 gini = 0.0 samples = 1 value = [1, 0] 33321->33341 33323 x14_5 <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 33322->33323 33340 gini = 0.0 samples = 6 value = [6, 0] 33322->33340 33324 x7_OH <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 33323->33324 33339 gini = 0.444 samples = 3 value = [2, 1] 33323->33339 33325 x14_10 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 33324->33325 33338 gini = 0.0 samples = 1 value = [1, 0] 33324->33338 33326 x7_WA <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 33325->33326 33337 gini = 0.444 samples = 3 value = [1, 2] 33325->33337 33327 x14_7 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 33326->33327 33336 gini = 0.0 samples = 2 value = [2, 0] 33326->33336 33328 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 33327->33328 33335 gini = 0.0 samples = 4 value = [4, 0] 33327->33335 33329 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 33328->33329 33334 gini = 0.0 samples = 1 value = [1, 0] 33328->33334 33330 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33329->33330 33333 gini = 0.0 samples = 2 value = [2, 0] 33329->33333 33331 gini = 0.0 samples = 4 value = [4, 0] 33330->33331 33332 gini = 0.5 samples = 2 value = [1, 1] 33330->33332 33348 x15_Other <= 0.5 gini = 0.244 samples = 274 value = [235, 39] 33347->33348 33453 x15_ophthalmology <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 33347->33453 33349 x1_TX <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 33348->33349 33358 x1_UT <= 0.5 gini = 0.28 samples = 226 value = [188, 38] 33348->33358 33350 gini = 0.0 samples = 35 value = [35, 0] 33349->33350 33351 x7_KY <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 33349->33351 33352 x4_In-kind items and services <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 33351->33352 33357 gini = 0.0 samples = 1 value = [1, 0] 33351->33357 33353 gini = 0.0 samples = 1 value = [1, 0] 33352->33353 33354 x13_1 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 33352->33354 33355 gini = 0.375 samples = 4 value = [3, 1] 33354->33355 33356 gini = 0.0 samples = 7 value = [7, 0] 33354->33356 33359 x7_MN <= 0.5 gini = 0.27 samples = 224 value = [188, 36] 33358->33359 33452 gini = 0.0 samples = 2 value = [0, 2] 33358->33452 33360 log_spend <= 4.827 gini = 0.274 samples = 220 value = [184, 36] 33359->33360 33451 gini = 0.0 samples = 4 value = [4, 0] 33359->33451 33361 x7_TX <= 0.5 gini = 0.199 samples = 161 value = [143, 18] 33360->33361 33416 x7_IL <= 0.5 gini = 0.424 samples = 59 value = [41, 18] 33360->33416 33362 x4_Cash or cash equivalent <= 0.5 gini = 0.211 samples = 150 value = [132, 18] 33361->33362 33415 gini = 0.0 samples = 11 value = [11, 0] 33361->33415 33363 x1_MA <= 0.5 gini = 0.058 samples = 101 value = [98, 3] 33362->33363 33378 x7_PA <= 0.5 gini = 0.425 samples = 49 value = [34, 15] 33362->33378 33364 gini = 0.0 samples = 69 value = [69, 0] 33363->33364 33365 log_spend <= 3.853 gini = 0.17 samples = 32 value = [29, 3] 33363->33365 33366 x13_0 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 33365->33366 33377 gini = 0.0 samples = 19 value = [19, 0] 33365->33377 33367 x7_OH <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 33366->33367 33376 gini = 0.0 samples = 1 value = [1, 0] 33366->33376 33368 x13_2 <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 33367->33368 33375 gini = 0.0 samples = 1 value = [0, 1] 33367->33375 33369 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 33368->33369 33374 gini = 0.0 samples = 3 value = [3, 0] 33368->33374 33370 gini = 0.0 samples = 3 value = [3, 0] 33369->33370 33371 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33369->33371 33372 gini = 0.375 samples = 4 value = [3, 1] 33371->33372 33373 gini = 0.0 samples = 1 value = [0, 1] 33371->33373 33379 x7_KY <= 0.5 gini = 0.413 samples = 48 value = [34, 14] 33378->33379 33414 gini = 0.0 samples = 1 value = [0, 1] 33378->33414 33380 x7_NC <= 0.5 gini = 0.423 samples = 46 value = [32, 14] 33379->33380 33413 gini = 0.0 samples = 2 value = [2, 0] 33379->33413 33381 x1_MA <= 0.5 gini = 0.399 samples = 40 value = [29, 11] 33380->33381 33408 x1_MN <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 33380->33408 33382 x7_IA <= 0.5 gini = 0.358 samples = 30 value = [23, 7] 33381->33382 33397 x7_IA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 33381->33397 33383 x13_4 <= 0.5 gini = 0.346 samples = 27 value = [21, 6] 33382->33383 33396 gini = 0.444 samples = 3 value = [2, 1] 33382->33396 33384 x1_CO <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 33383->33384 33387 x7_MO <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 33383->33387 33385 gini = 0.0 samples = 13 value = [13, 0] 33384->33385 33386 gini = 0.5 samples = 2 value = [1, 1] 33384->33386 33388 x7_AZ <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 33387->33388 33395 gini = 0.0 samples = 1 value = [0, 1] 33387->33395 33389 x7_OH <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 33388->33389 33394 gini = 0.0 samples = 1 value = [1, 0] 33388->33394 33390 x7_MD <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 33389->33390 33393 gini = 0.5 samples = 4 value = [2, 2] 33389->33393 33391 gini = 0.5 samples = 4 value = [2, 2] 33390->33391 33392 gini = 0.0 samples = 2 value = [2, 0] 33390->33392 33398 x7_SD <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 33397->33398 33407 gini = 0.0 samples = 1 value = [1, 0] 33397->33407 33399 x7_CO <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 33398->33399 33406 gini = 0.0 samples = 1 value = [0, 1] 33398->33406 33400 log_spend <= 3.906 gini = 0.408 samples = 7 value = [5, 2] 33399->33400 33405 gini = 0.0 samples = 1 value = [0, 1] 33399->33405 33401 gini = 0.0 samples = 1 value = [0, 1] 33400->33401 33402 x7_IN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33400->33402 33403 gini = 0.0 samples = 4 value = [4, 0] 33402->33403 33404 gini = 0.5 samples = 2 value = [1, 1] 33402->33404 33409 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33408->33409 33412 gini = 0.0 samples = 1 value = [0, 1] 33408->33412 33410 gini = 0.0 samples = 1 value = [1, 0] 33409->33410 33411 gini = 0.5 samples = 4 value = [2, 2] 33409->33411 33417 x7_CO <= 0.5 gini = 0.44 samples = 55 value = [37, 18] 33416->33417 33450 gini = 0.0 samples = 4 value = [4, 0] 33416->33450 33418 x7_MO <= 0.5 gini = 0.431 samples = 54 value = [37, 17] 33417->33418 33449 gini = 0.0 samples = 1 value = [0, 1] 33417->33449 33419 x7_OH <= 0.5 gini = 0.42 samples = 50 value = [35, 15] 33418->33419 33448 gini = 0.5 samples = 4 value = [2, 2] 33418->33448 33420 x13_4 <= 0.5 gini = 0.423 samples = 46 value = [32, 14] 33419->33420 33447 gini = 0.375 samples = 4 value = [3, 1] 33419->33447 33421 x7_PA <= 0.5 gini = 0.472 samples = 34 value = [21, 13] 33420->33421 33442 x1_MI <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 33420->33442 33422 x1_TX <= 0.5 gini = 0.475 samples = 31 value = [19, 12] 33421->33422 33441 gini = 0.444 samples = 3 value = [2, 1] 33421->33441 33423 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 30 value = [18, 12] 33422->33423 33440 gini = 0.0 samples = 1 value = [1, 0] 33422->33440 33424 gini = 0.0 samples = 13 value = [13, 0] 33423->33424 33425 x7_CA <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 33423->33425 33426 x1_MA <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 33425->33426 33439 gini = 0.0 samples = 1 value = [0, 1] 33425->33439 33427 x7_MA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 33426->33427 33436 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 33426->33436 33428 x7_TX <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33427->33428 33435 gini = 0.0 samples = 2 value = [0, 2] 33427->33435 33429 x7_OR <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 33428->33429 33434 gini = 0.0 samples = 1 value = [1, 0] 33428->33434 33430 x7_IN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33429->33430 33433 gini = 0.0 samples = 1 value = [1, 0] 33429->33433 33431 gini = 0.444 samples = 3 value = [1, 2] 33430->33431 33432 gini = 0.5 samples = 2 value = [1, 1] 33430->33432 33437 gini = 0.0 samples = 6 value = [0, 6] 33436->33437 33438 gini = 0.0 samples = 1 value = [1, 0] 33436->33438 33443 log_spend <= 5.287 gini = 0.165 samples = 11 value = [10, 1] 33442->33443 33446 gini = 0.0 samples = 1 value = [1, 0] 33442->33446 33444 gini = 0.0 samples = 9 value = [9, 0] 33443->33444 33445 gini = 0.5 samples = 2 value = [1, 1] 33443->33445 33454 x4_In-kind items and services <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 33453->33454 33459 gini = 0.0 samples = 4 value = [4, 0] 33453->33459 33455 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33454->33455 33458 gini = 0.0 samples = 4 value = [4, 0] 33454->33458 33456 gini = 0.0 samples = 5 value = [5, 0] 33455->33456 33457 gini = 0.0 samples = 1 value = [0, 1] 33455->33457 33461 x7_CT <= 0.5 gini = 0.126 samples = 222 value = [207, 15] 33460->33461 33548 gini = 0.0 samples = 12 value = [12, 0] 33460->33548 33462 x7_MN <= 0.5 gini = 0.119 samples = 220 value = [206, 14] 33461->33462 33547 gini = 0.5 samples = 2 value = [1, 1] 33461->33547 33463 x7_AL <= 0.5 gini = 0.114 samples = 215 value = [202, 13] 33462->33463 33544 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 33462->33544 33464 x1_IN <= 0.5 gini = 0.115 samples = 212 value = [199, 13] 33463->33464 33543 gini = 0.0 samples = 3 value = [3, 0] 33463->33543 33465 x1_NJ <= 0.5 gini = 0.121 samples = 185 value = [173, 12] 33464->33465 33526 x7_OH <= 0.5 gini = 0.071 samples = 27 value = [26, 1] 33464->33526 33466 x1_CO <= 0.5 gini = 0.128 samples = 174 value = [162, 12] 33465->33466 33525 gini = 0.0 samples = 11 value = [11, 0] 33465->33525 33467 x7_HI <= 0.5 gini = 0.111 samples = 169 value = [159, 10] 33466->33467 33522 log_spend <= 3.653 gini = 0.48 samples = 5 value = [3, 2] 33466->33522 33468 x7_MS <= 0.5 gini = 0.112 samples = 168 value = [158, 10] 33467->33468 33521 gini = 0.0 samples = 1 value = [1, 0] 33467->33521 33469 x15_neurology <= 0.5 gini = 0.103 samples = 166 value = [157, 9] 33468->33469 33520 gini = 0.5 samples = 2 value = [1, 1] 33468->33520 33470 x7_IL <= 0.5 gini = 0.103 samples = 165 value = [156, 9] 33469->33470 33519 gini = 0.0 samples = 1 value = [1, 0] 33469->33519 33471 x7_TX <= 0.5 gini = 0.112 samples = 151 value = [142, 9] 33470->33471 33518 gini = 0.0 samples = 14 value = [14, 0] 33470->33518 33472 x7_WA <= 0.5 gini = 0.127 samples = 132 value = [123, 9] 33471->33472 33517 gini = 0.0 samples = 19 value = [19, 0] 33471->33517 33473 x7_OH <= 0.5 gini = 0.116 samples = 129 value = [121, 8] 33472->33473 33516 gini = 0.444 samples = 3 value = [2, 1] 33472->33516 33474 x1_DE <= 0.5 gini = 0.126 samples = 118 value = [110, 8] 33473->33474 33515 gini = 0.0 samples = 11 value = [11, 0] 33473->33515 33475 x7_KS <= 0.5 gini = 0.132 samples = 113 value = [105, 8] 33474->33475 33514 gini = 0.0 samples = 5 value = [5, 0] 33474->33514 33476 x1_OH <= 0.5 gini = 0.136 samples = 109 value = [101, 8] 33475->33476 33513 gini = 0.0 samples = 4 value = [4, 0] 33475->33513 33477 x7_AZ <= 0.5 gini = 0.138 samples = 107 value = [99, 8] 33476->33477 33512 gini = 0.0 samples = 2 value = [2, 0] 33476->33512 33478 x1_TN <= 0.5 gini = 0.146 samples = 101 value = [93, 8] 33477->33478 33511 gini = 0.0 samples = 6 value = [6, 0] 33477->33511 33479 x1_NV <= 0.5 gini = 0.157 samples = 93 value = [85, 8] 33478->33479 33510 gini = 0.0 samples = 8 value = [8, 0] 33478->33510 33480 x4_In-kind items and services <= 0.5 gini = 0.159 samples = 92 value = [84, 8] 33479->33480 33509 gini = 0.0 samples = 1 value = [1, 0] 33479->33509 33481 x13_4 <= 0.5 gini = 0.298 samples = 44 value = [36, 8] 33480->33481 33508 gini = 0.0 samples = 48 value = [48, 0] 33480->33508 33482 x1_GA <= 0.5 gini = 0.245 samples = 35 value = [30, 5] 33481->33482 33503 log_spend <= 4.884 gini = 0.444 samples = 9 value = [6, 3] 33481->33503 33483 x7_MI <= 0.5 gini = 0.208 samples = 34 value = [30, 4] 33482->33483 33502 gini = 0.0 samples = 1 value = [0, 1] 33482->33502 33484 x13_0 <= 0.5 gini = 0.219 samples = 32 value = [28, 4] 33483->33484 33501 gini = 0.0 samples = 2 value = [2, 0] 33483->33501 33485 x7_NV <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 33484->33485 33496 x1_MN <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 33484->33496 33486 x13_1 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 33485->33486 33495 gini = 0.0 samples = 1 value = [1, 0] 33485->33495 33487 gini = 0.0 samples = 14 value = [14, 0] 33486->33487 33488 x1_MI <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 33486->33488 33489 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 33488->33489 33494 gini = 0.0 samples = 3 value = [3, 0] 33488->33494 33490 x7_KY <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33489->33490 33493 gini = 0.0 samples = 1 value = [1, 0] 33489->33493 33491 gini = 0.5 samples = 4 value = [2, 2] 33490->33491 33492 gini = 0.0 samples = 1 value = [1, 0] 33490->33492 33497 x7_AR <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33496->33497 33500 gini = 0.0 samples = 3 value = [3, 0] 33496->33500 33498 gini = 0.444 samples = 3 value = [2, 1] 33497->33498 33499 gini = 0.5 samples = 2 value = [1, 1] 33497->33499 33504 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33503->33504 33507 gini = 0.0 samples = 4 value = [4, 0] 33503->33507 33505 gini = 0.5 samples = 2 value = [1, 1] 33504->33505 33506 gini = 0.444 samples = 3 value = [1, 2] 33504->33506 33523 gini = 0.0 samples = 1 value = [0, 1] 33522->33523 33524 gini = 0.375 samples = 4 value = [3, 1] 33522->33524 33527 x7_IN <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 33526->33527 33542 gini = 0.0 samples = 1 value = [1, 0] 33526->33542 33528 x7_MD <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 33527->33528 33541 gini = 0.0 samples = 2 value = [2, 0] 33527->33541 33529 x7_MI <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 33528->33529 33540 gini = 0.0 samples = 1 value = [1, 0] 33528->33540 33530 x13_1 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 33529->33530 33539 gini = 0.0 samples = 1 value = [1, 0] 33529->33539 33531 x7_CA <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 33530->33531 33538 gini = 0.0 samples = 7 value = [7, 0] 33530->33538 33532 x13_0 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 33531->33532 33537 gini = 0.0 samples = 1 value = [1, 0] 33531->33537 33533 x7_WA <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 33532->33533 33536 gini = 0.0 samples = 2 value = [2, 0] 33532->33536 33534 gini = 0.0 samples = 10 value = [10, 0] 33533->33534 33535 gini = 0.5 samples = 2 value = [1, 1] 33533->33535 33545 gini = 0.375 samples = 4 value = [3, 1] 33544->33545 33546 gini = 0.0 samples = 1 value = [1, 0] 33544->33546 33550 x14_8 <= 0.5 gini = 0.462 samples = 94 value = [60, 34] 33549->33550 33597 gini = 0.0 samples = 1 value = [1, 0] 33549->33597 33551 log_spend <= 5.201 gini = 0.476 samples = 87 value = [53, 34] 33550->33551 33596 gini = 0.0 samples = 7 value = [7, 0] 33550->33596 33552 x14_9 <= 0.5 gini = 0.46 samples = 81 value = [52, 29] 33551->33552 33593 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33551->33593 33553 x14_2 <= 0.5 gini = 0.456 samples = 74 value = [48, 26] 33552->33553 33590 x4_Cash or cash equivalent <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33552->33590 33554 x1_MA <= 0.5 gini = 0.46 samples = 64 value = [41, 23] 33553->33554 33585 x13_1 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 33553->33585 33555 x1_IN <= 0.5 gini = 0.484 samples = 51 value = [30, 21] 33554->33555 33578 x13_6 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 33554->33578 33556 x14_6 <= 0.5 gini = 0.49 samples = 49 value = [28, 21] 33555->33556 33577 gini = 0.0 samples = 2 value = [2, 0] 33555->33577 33557 x15_Other <= 0.5 gini = 0.484 samples = 39 value = [23, 16] 33556->33557 33572 log_spend <= 4.072 gini = 0.5 samples = 10 value = [5, 5] 33556->33572 33558 gini = 0.444 samples = 3 value = [2, 1] 33557->33558 33559 x1_NY <= 0.5 gini = 0.486 samples = 36 value = [21, 15] 33557->33559 33560 x13_1 <= 0.5 gini = 0.49 samples = 35 value = [20, 15] 33559->33560 33571 gini = 0.0 samples = 1 value = [1, 0] 33559->33571 33561 x1_MN <= 0.5 gini = 0.48 samples = 25 value = [10, 15] 33560->33561 33570 gini = 0.0 samples = 10 value = [10, 0] 33560->33570 33562 gini = 0.0 samples = 5 value = [5, 0] 33561->33562 33563 x13_2 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 33561->33563 33564 x13_0 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 33563->33564 33567 x4_Cash or cash equivalent <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 33563->33567 33565 gini = 0.444 samples = 3 value = [2, 1] 33564->33565 33566 gini = 0.5 samples = 2 value = [1, 1] 33564->33566 33568 gini = 0.0 samples = 2 value = [2, 0] 33567->33568 33569 gini = 0.0 samples = 13 value = [0, 13] 33567->33569 33573 gini = 0.0 samples = 4 value = [0, 4] 33572->33573 33574 x1_MN <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 33572->33574 33575 gini = 0.375 samples = 4 value = [3, 1] 33574->33575 33576 gini = 0.0 samples = 2 value = [2, 0] 33574->33576 33579 x14_6 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 33578->33579 33584 gini = 0.0 samples = 1 value = [1, 0] 33578->33584 33580 x4_Cash or cash equivalent <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 33579->33580 33583 gini = 0.5 samples = 2 value = [1, 1] 33579->33583 33581 gini = 0.0 samples = 7 value = [7, 0] 33580->33581 33582 gini = 0.444 samples = 3 value = [2, 1] 33580->33582 33586 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 33585->33586 33589 gini = 0.0 samples = 2 value = [2, 0] 33585->33589 33587 gini = 0.0 samples = 3 value = [0, 3] 33586->33587 33588 gini = 0.0 samples = 5 value = [5, 0] 33586->33588 33591 gini = 0.0 samples = 4 value = [4, 0] 33590->33591 33592 gini = 0.0 samples = 3 value = [0, 3] 33590->33592 33594 gini = 0.0 samples = 4 value = [0, 4] 33593->33594 33595 gini = 0.5 samples = 2 value = [1, 1] 33593->33595 33599 x1_NV <= 0.5 gini = 0.304 samples = 3713 value = [694, 3019] 33598->33599 35474 gini = 0.444 samples = 3 value = [2, 1] 33598->35474 33600 x7_RI <= 0.5 gini = 0.303 samples = 3710 value = [691, 3019] 33599->33600 35473 gini = 0.0 samples = 3 value = [3, 0] 33599->35473 33601 x4_In-kind items and services <= 0.5 gini = 0.303 samples = 3690 value = [688, 3002] 33600->33601 35460 x4_Cash or cash equivalent <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 33600->35460 33602 x1_MI <= 0.5 gini = 0.229 samples = 3237 value = [427, 2810] 33601->33602 35123 x7_OH <= 0.5 gini = 0.488 samples = 453 value = [261, 192] 33601->35123 33603 x1_NY <= 0.5 gini = 0.219 samples = 3188 value = [399, 2789] 33602->33603 35086 x14_7 <= 0.5 gini = 0.49 samples = 49 value = [28, 21] 33602->35086 33604 x14_6 <= 0.5 gini = 0.213 samples = 3157 value = [383, 2774] 33603->33604 35057 x14_4 <= 0.5 gini = 0.499 samples = 31 value = [16, 15] 33603->35057 33605 x1_IN <= 0.5 gini = 0.22 samples = 2842 value = [357, 2485] 33604->33605 34924 x7_VA <= 0.5 gini = 0.151 samples = 315 value = [26, 289] 33604->34924 33606 x7_NY <= 0.5 gini = 0.214 samples = 2508 value = [305, 2203] 33605->33606 34697 x13_4 <= 0.5 gini = 0.263 samples = 334 value = [52, 282] 33605->34697 33607 x7_PR <= 0.5 gini = 0.208 samples = 2360 value = [278, 2082] 33606->33607 34634 x15_Other <= 0.5 gini = 0.298 samples = 148 value = [27, 121] 33606->34634 33608 x1_WA <= 0.5 gini = 0.21 samples = 2330 value = [277, 2053] 33607->33608 34629 x14_7 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 33607->34629 33609 x7_AZ <= 0.5 gini = 0.212 samples = 2288 value = [276, 2012] 33608->33609 34610 x13_2 <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 33608->34610 33610 x15_ophthalmology <= 0.5 gini = 0.21 samples = 2241 value = [267, 1974] 33609->33610 34589 x14_9 <= 0.5 gini = 0.31 samples = 47 value = [9, 38] 33609->34589 33611 x7_ND <= 0.5 gini = 0.192 samples = 2032 value = [218, 1814] 33610->33611 34502 x7_OR <= 0.5 gini = 0.359 samples = 209 value = [49, 160] 33610->34502 33612 x3_No <= 0.5 gini = 0.192 samples = 2031 value = [218, 1813] 33611->33612 34501 gini = 0.0 samples = 1 value = [0, 1] 33611->34501 33613 gini = 0.0 samples = 3 value = [0, 3] 33612->33613 33614 x7_WA <= 0.5 gini = 0.192 samples = 2028 value = [218, 1810] 33612->33614 33615 x1_CT <= 0.5 gini = 0.191 samples = 1972 value = [211, 1761] 33614->33615 34470 x14_12 <= 0.5 gini = 0.219 samples = 56 value = [7, 49] 33614->34470 33616 x15_neurology <= 0.5 gini = 0.189 samples = 1969 value = [208, 1761] 33615->33616 34469 gini = 0.0 samples = 3 value = [3, 0] 33615->34469 33617 x7_AL <= 0.5 gini = 0.19 samples = 1961 value = [208, 1753] 33616->33617 34468 gini = 0.0 samples = 8 value = [0, 8] 33616->34468 33618 x13_2 <= 0.5 gini = 0.187 samples = 1940 value = [203, 1737] 33617->33618 34453 x13_0 <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 33617->34453 33619 x1_UT <= 0.5 gini = 0.14 samples = 1496 value = [113, 1383] 33618->33619 34186 x7_OK <= 0.5 gini = 0.323 samples = 444 value = [90, 354] 33618->34186 33620 x7_NV <= 0.5 gini = 0.137 samples = 1483 value = [110, 1373] 33619->33620 34175 x7_CA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 33619->34175 33621 x7_TX <= 0.5 gini = 0.137 samples = 1477 value = [109, 1368] 33620->33621 34172 x1_TN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33620->34172 33622 x1_SC <= 0.5 gini = 0.131 samples = 1323 value = [93, 1230] 33621->33622 34115 x14_4 <= 0.5 gini = 0.186 samples = 154 value = [16, 138] 33621->34115 33623 x7_DE <= 0.5 gini = 0.129 samples = 1322 value = [92, 1230] 33622->33623 34114 gini = 0.0 samples = 1 value = [1, 0] 33622->34114 33624 x7_DC <= 0.5 gini = 0.13 samples = 1316 value = [92, 1224] 33623->33624 34113 gini = 0.0 samples = 6 value = [0, 6] 33623->34113 33625 log_spend <= 5.642 gini = 0.129 samples = 1315 value = [91, 1224] 33624->33625 34112 gini = 0.0 samples = 1 value = [1, 0] 33624->34112 33626 gini = 0.0 samples = 42 value = [0, 42] 33625->33626 33627 x1_GA <= 0.5 gini = 0.133 samples = 1273 value = [91, 1182] 33625->33627 33628 x7_GA <= 0.5 gini = 0.128 samples = 1263 value = [87, 1176] 33627->33628 34103 x14_5 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 33627->34103 33629 x7_SD <= 0.5 gini = 0.13 samples = 1191 value = [83, 1108] 33628->33629 34084 x1_MA <= 0.5 gini = 0.105 samples = 72 value = [4, 68] 33628->34084 33630 x1_NJ <= 0.5 gini = 0.131 samples = 1180 value = [83, 1097] 33629->33630 34083 gini = 0.0 samples = 11 value = [0, 11] 33629->34083 33631 x7_CO <= 0.5 gini = 0.127 samples = 1148 value = [78, 1070] 33630->33631 34062 x7_UT <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 33630->34062 33632 x7_ME <= 0.5 gini = 0.124 samples = 1111 value = [74, 1037] 33631->33632 34039 x14_2 <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 33631->34039 33633 log_spend <= 5.647 gini = 0.124 samples = 1110 value = [74, 1036] 33632->33633 34038 gini = 0.0 samples = 1 value = [0, 1] 33632->34038 33634 gini = 0.0 samples = 1 value = [1, 0] 33633->33634 33635 x13_1 <= 0.5 gini = 0.123 samples = 1109 value = [73, 1036] 33633->33635 33636 x1_CO <= 0.5 gini = 0.111 samples = 812 value = [48, 764] 33635->33636 33895 x1_CO <= 0.5 gini = 0.154 samples = 297 value = [25, 272] 33635->33895 33637 x7_MS <= 0.5 gini = 0.112 samples = 793 value = [47, 746] 33636->33637 33884 x7_MO <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 33636->33884 33638 x7_AK <= 0.5 gini = 0.111 samples = 781 value = [46, 735] 33637->33638 33881 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 33637->33881 33639 x7_MO <= 0.5 gini = 0.111 samples = 779 value = [46, 733] 33638->33639 33880 gini = 0.0 samples = 2 value = [0, 2] 33638->33880 33640 x14_12 <= 0.5 gini = 0.113 samples = 732 value = [44, 688] 33639->33640 33867 x14_7 <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 33639->33867 33641 x7_IL <= 0.5 gini = 0.126 samples = 653 value = [44, 609] 33640->33641 33866 gini = 0.0 samples = 79 value = [0, 79] 33640->33866 33642 x7_VA <= 0.5 gini = 0.131 samples = 610 value = [43, 567] 33641->33642 33857 x14_11 <= 0.5 gini = 0.045 samples = 43 value = [1, 42] 33641->33857 33643 x1_MA <= 0.5 gini = 0.141 samples = 564 value = [43, 521] 33642->33643 33856 gini = 0.0 samples = 46 value = [0, 46] 33642->33856 33644 x13_4 <= 0.5 gini = 0.268 samples = 220 value = [35, 185] 33643->33644 33787 x13_4 <= 0.5 gini = 0.045 samples = 344 value = [8, 336] 33643->33787 33645 x13_6 <= 0.5 gini = 0.27 samples = 87 value = [14, 73] 33644->33645 33698 x1_NH <= 0.5 gini = 0.266 samples = 133 value = [21, 112] 33644->33698 33646 x7_CT <= 0.5 gini = 0.245 samples = 84 value = [12, 72] 33645->33646 33697 gini = 0.444 samples = 3 value = [2, 1] 33645->33697 33647 x1_TN <= 0.5 gini = 0.247 samples = 83 value = [12, 71] 33646->33647 33696 gini = 0.0 samples = 1 value = [0, 1] 33646->33696 33648 x7_TN <= 0.5 gini = 0.221 samples = 79 value = [10, 69] 33647->33648 33695 gini = 0.5 samples = 4 value = [2, 2] 33647->33695 33649 x7_MI <= 0.5 gini = 0.226 samples = 77 value = [10, 67] 33648->33649 33694 gini = 0.0 samples = 2 value = [0, 2] 33648->33694 33650 x1_TX <= 0.5 gini = 0.236 samples = 73 value = [10, 63] 33649->33650 33693 gini = 0.0 samples = 4 value = [0, 4] 33649->33693 33651 x1_OR <= 0.5 gini = 0.221 samples = 71 value = [9, 62] 33650->33651 33692 gini = 0.5 samples = 2 value = [1, 1] 33650->33692 33652 x7_MT <= 0.5 gini = 0.202 samples = 70 value = [8, 62] 33651->33652 33691 gini = 0.0 samples = 1 value = [1, 0] 33651->33691 33653 x7_MD <= 0.5 gini = 0.185 samples = 68 value = [7, 61] 33652->33653 33690 gini = 0.5 samples = 2 value = [1, 1] 33652->33690 33654 x14_11 <= 0.5 gini = 0.192 samples = 65 value = [7, 58] 33653->33654 33689 gini = 0.0 samples = 3 value = [0, 3] 33653->33689 33655 x7_KY <= 0.5 gini = 0.177 samples = 61 value = [6, 55] 33654->33655 33688 gini = 0.375 samples = 4 value = [1, 3] 33654->33688 33656 x7_KS <= 0.5 gini = 0.185 samples = 58 value = [6, 52] 33655->33656 33687 gini = 0.0 samples = 3 value = [0, 3] 33655->33687 33657 x14_7 <= 0.5 gini = 0.188 samples = 57 value = [6, 51] 33656->33657 33686 gini = 0.0 samples = 1 value = [0, 1] 33656->33686 33658 log_spend <= 7.647 gini = 0.13 samples = 43 value = [3, 40] 33657->33658 33675 x7_MN <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 33657->33675 33659 x1_RI <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 33658->33659 33674 gini = 0.0 samples = 16 value = [0, 16] 33658->33674 33660 x7_OR <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 33659->33660 33673 gini = 0.0 samples = 1 value = [0, 1] 33659->33673 33661 x7_NC <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 33660->33661 33672 gini = 0.0 samples = 1 value = [0, 1] 33660->33672 33662 x14_2 <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 33661->33662 33671 gini = 0.0 samples = 3 value = [0, 3] 33661->33671 33663 x14_8 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 33662->33663 33670 gini = 0.0 samples = 4 value = [0, 4] 33662->33670 33664 x7_MN <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 33663->33664 33669 gini = 0.0 samples = 5 value = [0, 5] 33663->33669 33665 log_spend <= 6.631 gini = 0.397 samples = 11 value = [3, 8] 33664->33665 33668 gini = 0.0 samples = 2 value = [0, 2] 33664->33668 33666 gini = 0.0 samples = 8 value = [0, 8] 33665->33666 33667 gini = 0.0 samples = 3 value = [3, 0] 33665->33667 33676 x7_OH <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 33675->33676 33685 gini = 0.0 samples = 2 value = [0, 2] 33675->33685 33677 x7_MA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 33676->33677 33684 gini = 0.0 samples = 2 value = [0, 2] 33676->33684 33678 x7_CA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 33677->33678 33683 gini = 0.0 samples = 1 value = [0, 1] 33677->33683 33679 gini = 0.444 samples = 3 value = [2, 1] 33678->33679 33680 log_spend <= 7.374 gini = 0.278 samples = 6 value = [1, 5] 33678->33680 33681 gini = 0.5 samples = 2 value = [1, 1] 33680->33681 33682 gini = 0.0 samples = 4 value = [0, 4] 33680->33682 33699 x7_AR <= 0.5 gini = 0.271 samples = 130 value = [21, 109] 33698->33699 33786 gini = 0.0 samples = 3 value = [0, 3] 33698->33786 33700 x7_IA <= 0.5 gini = 0.262 samples = 129 value = [20, 109] 33699->33700 33785 gini = 0.0 samples = 1 value = [1, 0] 33699->33785 33701 x7_OH <= 0.5 gini = 0.264 samples = 128 value = [20, 108] 33700->33701 33784 gini = 0.0 samples = 1 value = [0, 1] 33700->33784 33702 x1_DE <= 0.5 gini = 0.272 samples = 117 value = [19, 98] 33701->33702 33777 x14_4 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 33701->33777 33703 x14_3 <= 0.5 gini = 0.271 samples = 105 value = [17, 88] 33702->33703 33766 x7_CT <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 33702->33766 33704 x1_RI <= 0.5 gini = 0.306 samples = 85 value = [16, 69] 33703->33704 33763 x7_WV <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 33703->33763 33705 x7_UT <= 0.5 gini = 0.311 samples = 78 value = [15, 63] 33704->33705 33760 log_spend <= 7.032 gini = 0.245 samples = 7 value = [1, 6] 33704->33760 33706 x14_7 <= 0.5 gini = 0.32 samples = 75 value = [15, 60] 33705->33706 33759 gini = 0.0 samples = 3 value = [0, 3] 33705->33759 33707 x14_2 <= 0.5 gini = 0.313 samples = 67 value = [13, 54] 33706->33707 33754 x1_MN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 33706->33754 33708 x1_TX <= 0.5 gini = 0.282 samples = 59 value = [10, 49] 33707->33708 33747 x7_NC <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 33707->33747 33709 x7_WI <= 0.5 gini = 0.293 samples = 56 value = [10, 46] 33708->33709 33746 gini = 0.0 samples = 3 value = [0, 3] 33708->33746 33710 x7_MD <= 0.5 gini = 0.274 samples = 55 value = [9, 46] 33709->33710 33745 gini = 0.0 samples = 1 value = [1, 0] 33709->33745 33711 x7_PA <= 0.5 gini = 0.282 samples = 53 value = [9, 44] 33710->33711 33744 gini = 0.0 samples = 2 value = [0, 2] 33710->33744 33712 x14_11 <= 0.5 gini = 0.282 samples = 47 value = [8, 39] 33711->33712 33741 log_spend <= 6.398 gini = 0.278 samples = 6 value = [1, 5] 33711->33741 33713 x7_CA <= 0.5 gini = 0.283 samples = 41 value = [7, 34] 33712->33713 33738 log_spend <= 7.328 gini = 0.278 samples = 6 value = [1, 5] 33712->33738 33714 x7_CT <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 33713->33714 33731 x14_10 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 33713->33731 33715 x7_KY <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 33714->33715 33730 gini = 0.0 samples = 2 value = [0, 2] 33714->33730 33716 x7_NC <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 33715->33716 33729 gini = 0.0 samples = 2 value = [0, 2] 33715->33729 33717 x7_MI <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 33716->33717 33728 gini = 0.0 samples = 1 value = [0, 1] 33716->33728 33718 x14_8 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 33717->33718 33727 gini = 0.375 samples = 4 value = [1, 3] 33717->33727 33719 x14_9 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 33718->33719 33726 gini = 0.0 samples = 2 value = [0, 2] 33718->33726 33720 x14_5 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 33719->33720 33725 gini = 0.0 samples = 2 value = [0, 2] 33719->33725 33721 gini = 0.0 samples = 4 value = [0, 4] 33720->33721 33722 x1_TN <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 33720->33722 33723 gini = 0.0 samples = 6 value = [0, 6] 33722->33723 33724 gini = 0.0 samples = 3 value = [3, 0] 33722->33724 33732 x14_9 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 33731->33732 33737 gini = 0.444 samples = 3 value = [2, 1] 33731->33737 33733 x1_MN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33732->33733 33736 gini = 0.0 samples = 3 value = [0, 3] 33732->33736 33734 gini = 0.375 samples = 4 value = [1, 3] 33733->33734 33735 gini = 0.0 samples = 5 value = [0, 5] 33733->33735 33739 gini = 0.0 samples = 3 value = [0, 3] 33738->33739 33740 gini = 0.444 samples = 3 value = [1, 2] 33738->33740 33742 gini = 0.5 samples = 2 value = [1, 1] 33741->33742 33743 gini = 0.0 samples = 4 value = [0, 4] 33741->33743 33748 x7_MI <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 33747->33748 33753 gini = 0.0 samples = 1 value = [1, 0] 33747->33753 33749 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 33748->33749 33752 gini = 0.0 samples = 1 value = [0, 1] 33748->33752 33750 gini = 0.375 samples = 4 value = [1, 3] 33749->33750 33751 gini = 0.5 samples = 2 value = [1, 1] 33749->33751 33755 gini = 0.5 samples = 2 value = [1, 1] 33754->33755 33756 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33754->33756 33757 gini = 0.375 samples = 4 value = [1, 3] 33756->33757 33758 gini = 0.0 samples = 2 value = [0, 2] 33756->33758 33761 gini = 0.0 samples = 1 value = [1, 0] 33760->33761 33762 gini = 0.0 samples = 6 value = [0, 6] 33760->33762 33764 gini = 0.0 samples = 19 value = [0, 19] 33763->33764 33765 gini = 0.0 samples = 1 value = [1, 0] 33763->33765 33767 x14_7 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 33766->33767 33776 gini = 0.0 samples = 1 value = [1, 0] 33766->33776 33768 x7_IN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33767->33768 33775 gini = 0.0 samples = 1 value = [0, 1] 33767->33775 33769 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33768->33769 33774 gini = 0.0 samples = 1 value = [0, 1] 33768->33774 33770 x7_MD <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 33769->33770 33773 gini = 0.0 samples = 1 value = [0, 1] 33769->33773 33771 gini = 0.0 samples = 7 value = [0, 7] 33770->33771 33772 gini = 0.0 samples = 1 value = [1, 0] 33770->33772 33778 x1_DE <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33777->33778 33783 gini = 0.0 samples = 1 value = [0, 1] 33777->33783 33779 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33778->33779 33782 gini = 0.0 samples = 1 value = [0, 1] 33778->33782 33780 gini = 0.0 samples = 6 value = [0, 6] 33779->33780 33781 gini = 0.444 samples = 3 value = [1, 2] 33779->33781 33788 x7_CT <= 0.5 gini = 0.024 samples = 332 value = [4, 328] 33787->33788 33847 x7_TN <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 33787->33847 33789 x14_10 <= 0.5 gini = 0.024 samples = 328 value = [4, 324] 33788->33789 33846 gini = 0.0 samples = 4 value = [0, 4] 33788->33846 33790 x7_NH <= 0.5 gini = 0.027 samples = 287 value = [4, 283] 33789->33790 33845 gini = 0.0 samples = 41 value = [0, 41] 33789->33845 33791 x7_IN <= 0.5 gini = 0.028 samples = 284 value = [4, 280] 33790->33791 33844 gini = 0.0 samples = 3 value = [0, 3] 33790->33844 33792 x14_2 <= 0.5 gini = 0.03 samples = 267 value = [4, 263] 33791->33792 33843 gini = 0.0 samples = 17 value = [0, 17] 33791->33843 33793 x7_WV <= 0.5 gini = 0.034 samples = 233 value = [4, 229] 33792->33793 33842 gini = 0.0 samples = 34 value = [0, 34] 33792->33842 33794 x7_MD <= 0.5 gini = 0.034 samples = 228 value = [4, 224] 33793->33794 33841 gini = 0.0 samples = 5 value = [0, 5] 33793->33841 33795 x7_MN <= 0.5 gini = 0.018 samples = 219 value = [2, 217] 33794->33795 33834 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 33794->33834 33796 x14_5 <= 0.5 gini = 0.02 samples = 198 value = [2, 196] 33795->33796 33833 gini = 0.0 samples = 21 value = [0, 21] 33795->33833 33797 x7_CA <= 0.5 gini = 0.012 samples = 171 value = [1, 170] 33796->33797 33814 x7_VT <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 33796->33814 33798 x7_PA <= 0.5 gini = 0.016 samples = 128 value = [1, 127] 33797->33798 33813 gini = 0.0 samples = 43 value = [0, 43] 33797->33813 33799 x14_7 <= 0.5 gini = 0.017 samples = 115 value = [1, 114] 33798->33799 33812 gini = 0.0 samples = 13 value = [0, 13] 33798->33812 33800 x14_8 <= 0.5 gini = 0.02 samples = 98 value = [1, 97] 33799->33800 33811 gini = 0.0 samples = 17 value = [0, 17] 33799->33811 33801 gini = 0.0 samples = 78 value = [0, 78] 33800->33801 33802 x7_AR <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 33800->33802 33803 x7_OR <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 33802->33803 33810 gini = 0.0 samples = 1 value = [0, 1] 33802->33810 33804 x7_NC <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 33803->33804 33809 gini = 0.0 samples = 1 value = [0, 1] 33803->33809 33805 gini = 0.0 samples = 10 value = [0, 10] 33804->33805 33806 log_spend <= 6.28 gini = 0.219 samples = 8 value = [1, 7] 33804->33806 33807 gini = 0.0 samples = 1 value = [1, 0] 33806->33807 33808 gini = 0.0 samples = 7 value = [0, 7] 33806->33808 33815 x7_UT <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 33814->33815 33832 gini = 0.0 samples = 1 value = [0, 1] 33814->33832 33816 x7_MI <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 33815->33816 33831 gini = 0.0 samples = 2 value = [0, 2] 33815->33831 33817 x7_CA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 33816->33817 33830 gini = 0.0 samples = 1 value = [0, 1] 33816->33830 33818 x7_NC <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 33817->33818 33829 gini = 0.0 samples = 6 value = [0, 6] 33817->33829 33819 x7_MA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 33818->33819 33828 gini = 0.0 samples = 4 value = [0, 4] 33818->33828 33820 x7_TN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 33819->33820 33827 gini = 0.0 samples = 2 value = [0, 2] 33819->33827 33821 x7_IA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33820->33821 33826 gini = 0.0 samples = 1 value = [0, 1] 33820->33826 33822 log_spend <= 7.496 gini = 0.198 samples = 9 value = [1, 8] 33821->33822 33825 gini = 0.0 samples = 1 value = [0, 1] 33821->33825 33823 gini = 0.0 samples = 6 value = [0, 6] 33822->33823 33824 gini = 0.444 samples = 3 value = [1, 2] 33822->33824 33835 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 33834->33835 33840 gini = 0.5 samples = 2 value = [1, 1] 33834->33840 33836 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 33835->33836 33839 gini = 0.0 samples = 2 value = [0, 2] 33835->33839 33837 gini = 0.0 samples = 2 value = [0, 2] 33836->33837 33838 gini = 0.444 samples = 3 value = [1, 2] 33836->33838 33848 x14_2 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 33847->33848 33855 gini = 0.0 samples = 2 value = [0, 2] 33847->33855 33849 x7_MA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33848->33849 33854 gini = 0.0 samples = 3 value = [0, 3] 33848->33854 33850 log_spend <= 7.681 gini = 0.48 samples = 5 value = [3, 2] 33849->33850 33853 gini = 0.5 samples = 2 value = [1, 1] 33849->33853 33851 gini = 0.444 samples = 3 value = [1, 2] 33850->33851 33852 gini = 0.0 samples = 2 value = [2, 0] 33850->33852 33858 x1_TN <= 0.5 gini = 0.046 samples = 42 value = [1, 41] 33857->33858 33865 gini = 0.0 samples = 1 value = [0, 1] 33857->33865 33859 x13_0 <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 33858->33859 33864 gini = 0.0 samples = 6 value = [0, 6] 33858->33864 33860 x1_MN <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33859->33860 33863 gini = 0.0 samples = 27 value = [0, 27] 33859->33863 33861 gini = 0.5 samples = 2 value = [1, 1] 33860->33861 33862 gini = 0.0 samples = 7 value = [0, 7] 33860->33862 33868 x14_12 <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 33867->33868 33879 gini = 0.0 samples = 7 value = [0, 7] 33867->33879 33869 log_spend <= 8.388 gini = 0.108 samples = 35 value = [2, 33] 33868->33869 33878 gini = 0.0 samples = 5 value = [0, 5] 33868->33878 33870 x14_8 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 33869->33870 33877 gini = 0.444 samples = 3 value = [1, 2] 33869->33877 33871 x1_MN <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 33870->33871 33876 gini = 0.0 samples = 3 value = [0, 3] 33870->33876 33872 gini = 0.0 samples = 24 value = [0, 24] 33871->33872 33873 log_spend <= 6.377 gini = 0.32 samples = 5 value = [1, 4] 33871->33873 33874 gini = 0.0 samples = 2 value = [0, 2] 33873->33874 33875 gini = 0.444 samples = 3 value = [1, 2] 33873->33875 33882 gini = 0.5 samples = 2 value = [1, 1] 33881->33882 33883 gini = 0.0 samples = 10 value = [0, 10] 33881->33883 33885 x7_NC <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 33884->33885 33894 gini = 0.0 samples = 7 value = [0, 7] 33884->33894 33886 x7_TN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 33885->33886 33893 gini = 0.0 samples = 1 value = [0, 1] 33885->33893 33887 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33886->33887 33892 gini = 0.0 samples = 1 value = [0, 1] 33886->33892 33888 x7_KY <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 33887->33888 33891 gini = 0.0 samples = 1 value = [0, 1] 33887->33891 33889 gini = 0.0 samples = 8 value = [0, 8] 33888->33889 33890 gini = 0.0 samples = 1 value = [1, 0] 33888->33890 33896 x1_RI <= 0.5 gini = 0.156 samples = 293 value = [25, 268] 33895->33896 34037 gini = 0.0 samples = 4 value = [0, 4] 33895->34037 33897 x7_IN <= 0.5 gini = 0.152 samples = 289 value = [24, 265] 33896->33897 34036 gini = 0.375 samples = 4 value = [1, 3] 33896->34036 33898 x14_4 <= 0.5 gini = 0.156 samples = 281 value = [24, 257] 33897->33898 34035 gini = 0.0 samples = 8 value = [0, 8] 33897->34035 33899 x14_2 <= 0.5 gini = 0.144 samples = 268 value = [21, 247] 33898->33899 34026 x7_PA <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 33898->34026 33900 x7_HI <= 0.5 gini = 0.147 samples = 237 value = [19, 218] 33899->33900 34013 x7_OH <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 33899->34013 33901 log_spend <= 8.081 gini = 0.148 samples = 236 value = [19, 217] 33900->33901 34012 gini = 0.0 samples = 1 value = [0, 1] 33900->34012 33902 x7_MD <= 0.5 gini = 0.191 samples = 168 value = [18, 150] 33901->33902 33995 x7_PA <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 33901->33995 33903 x14_9 <= 0.5 gini = 0.192 samples = 158 value = [17, 141] 33902->33903 33990 x1_MN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33902->33990 33904 x14_3 <= 0.5 gini = 0.235 samples = 125 value = [17, 108] 33903->33904 33989 gini = 0.0 samples = 33 value = [0, 33] 33903->33989 33905 x7_OH <= 0.5 gini = 0.224 samples = 109 value = [14, 95] 33904->33905 33974 x7_NC <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 33904->33974 33906 x1_MN <= 0.5 gini = 0.178 samples = 101 value = [10, 91] 33905->33906 33967 x1_NC <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 33905->33967 33907 x7_VA <= 0.5 gini = 0.278 samples = 36 value = [6, 30] 33906->33907 33934 x7_NH <= 0.5 gini = 0.116 samples = 65 value = [4, 61] 33906->33934 33908 x7_IL <= 0.5 gini = 0.284 samples = 35 value = [6, 29] 33907->33908 33933 gini = 0.0 samples = 1 value = [0, 1] 33907->33933 33909 x7_CT <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 33908->33909 33932 gini = 0.0 samples = 9 value = [0, 9] 33908->33932 33910 x7_NC <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 33909->33910 33931 gini = 0.0 samples = 1 value = [1, 0] 33909->33931 33911 x1_WI <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 33910->33911 33930 gini = 0.0 samples = 2 value = [0, 2] 33910->33930 33912 x14_11 <= 0.5 gini = 0.351 samples = 22 value = [5, 17] 33911->33912 33929 gini = 0.0 samples = 1 value = [0, 1] 33911->33929 33913 x14_8 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 33912->33913 33928 gini = 0.0 samples = 7 value = [0, 7] 33912->33928 33914 x14_10 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 33913->33914 33927 gini = 0.0 samples = 1 value = [0, 1] 33913->33927 33915 x7_KY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33914->33915 33920 x7_WI <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 33914->33920 33916 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 33915->33916 33919 gini = 0.0 samples = 1 value = [0, 1] 33915->33919 33917 gini = 0.0 samples = 3 value = [0, 3] 33916->33917 33918 gini = 0.5 samples = 2 value = [1, 1] 33916->33918 33921 x7_MA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 33920->33921 33926 gini = 0.0 samples = 1 value = [0, 1] 33920->33926 33922 x1_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33921->33922 33925 gini = 0.0 samples = 2 value = [2, 0] 33921->33925 33923 gini = 0.375 samples = 4 value = [1, 3] 33922->33923 33924 gini = 0.0 samples = 1 value = [1, 0] 33922->33924 33935 x7_IL <= 0.5 gini = 0.119 samples = 63 value = [4, 59] 33934->33935 33966 gini = 0.0 samples = 2 value = [0, 2] 33934->33966 33936 x14_5 <= 0.5 gini = 0.092 samples = 62 value = [3, 59] 33935->33936 33965 gini = 0.0 samples = 1 value = [1, 0] 33935->33965 33937 x7_MO <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 33936->33937 33960 x7_PA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 33936->33960 33938 x7_CT <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 33937->33938 33959 gini = 0.0 samples = 3 value = [0, 3] 33937->33959 33939 x7_WI <= 0.5 gini = 0.048 samples = 41 value = [1, 40] 33938->33939 33958 gini = 0.0 samples = 3 value = [0, 3] 33938->33958 33940 x7_OR <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 33939->33940 33957 gini = 0.0 samples = 3 value = [0, 3] 33939->33957 33941 x7_MN <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 33940->33941 33956 gini = 0.0 samples = 1 value = [0, 1] 33940->33956 33942 x7_KY <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 33941->33942 33955 gini = 0.0 samples = 5 value = [0, 5] 33941->33955 33943 x7_MA <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 33942->33943 33954 gini = 0.0 samples = 2 value = [0, 2] 33942->33954 33944 x14_11 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 33943->33944 33953 gini = 0.0 samples = 5 value = [0, 5] 33943->33953 33945 x7_CA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 33944->33945 33952 gini = 0.0 samples = 2 value = [0, 2] 33944->33952 33946 x7_PA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 33945->33946 33951 gini = 0.0 samples = 5 value = [0, 5] 33945->33951 33947 log_spend <= 7.7 gini = 0.117 samples = 16 value = [1, 15] 33946->33947 33950 gini = 0.0 samples = 2 value = [0, 2] 33946->33950 33948 gini = 0.0 samples = 13 value = [0, 13] 33947->33948 33949 gini = 0.444 samples = 3 value = [1, 2] 33947->33949 33961 log_spend <= 7.758 gini = 0.245 samples = 14 value = [2, 12] 33960->33961 33964 gini = 0.0 samples = 1 value = [0, 1] 33960->33964 33962 gini = 0.0 samples = 11 value = [0, 11] 33961->33962 33963 gini = 0.444 samples = 3 value = [2, 1] 33961->33963 33968 x14_5 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 33967->33968 33973 gini = 0.0 samples = 1 value = [1, 0] 33967->33973 33969 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 33968->33969 33972 gini = 0.5 samples = 2 value = [1, 1] 33968->33972 33970 gini = 0.0 samples = 3 value = [0, 3] 33969->33970 33971 gini = 0.0 samples = 2 value = [2, 0] 33969->33971 33975 x1_DE <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 33974->33975 33988 gini = 0.0 samples = 3 value = [0, 3] 33974->33988 33976 x1_TN <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 33975->33976 33987 gini = 0.0 samples = 1 value = [0, 1] 33975->33987 33977 x7_MI <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 33976->33977 33986 gini = 0.0 samples = 1 value = [1, 0] 33976->33986 33978 x7_TN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 33977->33978 33985 gini = 0.0 samples = 3 value = [0, 3] 33977->33985 33979 x1_MN <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 33978->33979 33984 gini = 0.0 samples = 1 value = [0, 1] 33978->33984 33980 gini = 0.5 samples = 2 value = [1, 1] 33979->33980 33981 log_spend <= 6.429 gini = 0.32 samples = 5 value = [1, 4] 33979->33981 33982 gini = 0.5 samples = 2 value = [1, 1] 33981->33982 33983 gini = 0.0 samples = 3 value = [0, 3] 33981->33983 33991 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 33990->33991 33994 gini = 0.0 samples = 4 value = [0, 4] 33990->33994 33992 gini = 0.0 samples = 5 value = [0, 5] 33991->33992 33993 gini = 0.0 samples = 1 value = [1, 0] 33991->33993 33996 x7_CA <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 33995->33996 34011 gini = 0.0 samples = 4 value = [0, 4] 33995->34011 33997 x7_MI <= 0.5 gini = 0.038 samples = 51 value = [1, 50] 33996->33997 34010 gini = 0.0 samples = 13 value = [0, 13] 33996->34010 33998 x7_KY <= 0.5 gini = 0.04 samples = 49 value = [1, 48] 33997->33998 34009 gini = 0.0 samples = 2 value = [0, 2] 33997->34009 33999 x14_3 <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 33998->33999 34008 gini = 0.0 samples = 1 value = [0, 1] 33998->34008 34000 gini = 0.0 samples = 38 value = [0, 38] 33999->34000 34001 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 33999->34001 34002 x1_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34001->34002 34007 gini = 0.0 samples = 1 value = [0, 1] 34001->34007 34003 x1_MN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34002->34003 34006 gini = 0.0 samples = 1 value = [0, 1] 34002->34006 34004 gini = 0.0 samples = 1 value = [1, 0] 34003->34004 34005 gini = 0.0 samples = 7 value = [0, 7] 34003->34005 34014 x7_KY <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 34013->34014 34025 gini = 0.444 samples = 3 value = [1, 2] 34013->34025 34015 x1_MN <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 34014->34015 34024 gini = 0.0 samples = 2 value = [0, 2] 34014->34024 34016 gini = 0.0 samples = 16 value = [0, 16] 34015->34016 34017 x7_WI <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34015->34017 34018 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34017->34018 34023 gini = 0.0 samples = 1 value = [0, 1] 34017->34023 34019 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34018->34019 34022 gini = 0.0 samples = 4 value = [0, 4] 34018->34022 34020 gini = 0.0 samples = 4 value = [0, 4] 34019->34020 34021 gini = 0.0 samples = 1 value = [1, 0] 34019->34021 34027 log_spend <= 6.999 gini = 0.375 samples = 12 value = [3, 9] 34026->34027 34034 gini = 0.0 samples = 1 value = [0, 1] 34026->34034 34028 x7_OR <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 34027->34028 34033 gini = 0.0 samples = 6 value = [0, 6] 34027->34033 34029 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 34028->34029 34032 gini = 0.0 samples = 1 value = [1, 0] 34028->34032 34030 gini = 0.5 samples = 4 value = [2, 2] 34029->34030 34031 gini = 0.0 samples = 1 value = [0, 1] 34029->34031 34040 x14_8 <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 34039->34040 34061 gini = 0.444 samples = 3 value = [1, 2] 34039->34061 34041 x1_MN <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 34040->34041 34060 gini = 0.0 samples = 4 value = [0, 4] 34040->34060 34042 x1_DE <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 34041->34042 34053 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34041->34053 34043 x14_3 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 34042->34043 34052 gini = 0.0 samples = 2 value = [0, 2] 34042->34052 34044 x13_6 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 34043->34044 34051 gini = 0.0 samples = 1 value = [0, 1] 34043->34051 34045 x14_4 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 34044->34045 34050 gini = 0.0 samples = 2 value = [0, 2] 34044->34050 34046 x1_MA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 34045->34046 34049 gini = 0.0 samples = 2 value = [0, 2] 34045->34049 34047 gini = 0.444 samples = 3 value = [1, 2] 34046->34047 34048 gini = 0.0 samples = 11 value = [0, 11] 34046->34048 34054 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34053->34054 34059 gini = 0.0 samples = 2 value = [0, 2] 34053->34059 34055 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34054->34055 34058 gini = 0.0 samples = 1 value = [1, 0] 34054->34058 34056 gini = 0.0 samples = 5 value = [0, 5] 34055->34056 34057 gini = 0.0 samples = 1 value = [1, 0] 34055->34057 34063 x14_3 <= 0.5 gini = 0.278 samples = 30 value = [5, 25] 34062->34063 34082 gini = 0.0 samples = 2 value = [0, 2] 34062->34082 34064 x7_OH <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 34063->34064 34081 gini = 0.0 samples = 6 value = [0, 6] 34063->34081 34065 x14_5 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 34064->34065 34080 gini = 0.0 samples = 4 value = [0, 4] 34064->34080 34066 x14_4 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 34065->34066 34079 gini = 0.5 samples = 2 value = [1, 1] 34065->34079 34067 x7_MI <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 34066->34067 34078 gini = 0.0 samples = 3 value = [0, 3] 34066->34078 34068 x7_CA <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 34067->34068 34077 gini = 0.0 samples = 1 value = [1, 0] 34067->34077 34069 x14_11 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 34068->34069 34076 gini = 0.0 samples = 2 value = [0, 2] 34068->34076 34070 x7_PA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 34069->34070 34075 gini = 0.0 samples = 1 value = [0, 1] 34069->34075 34071 log_spend <= 8.622 gini = 0.219 samples = 8 value = [1, 7] 34070->34071 34074 gini = 0.444 samples = 3 value = [2, 1] 34070->34074 34072 gini = 0.0 samples = 4 value = [0, 4] 34071->34072 34073 gini = 0.375 samples = 4 value = [1, 3] 34071->34073 34085 x14_4 <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 34084->34085 34102 gini = 0.0 samples = 42 value = [0, 42] 34084->34102 34086 x14_3 <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 34085->34086 34101 gini = 0.0 samples = 2 value = [0, 2] 34085->34101 34087 x14_7 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 34086->34087 34096 x13_0 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 34086->34096 34088 log_spend <= 5.954 gini = 0.26 samples = 13 value = [2, 11] 34087->34088 34095 gini = 0.0 samples = 4 value = [0, 4] 34087->34095 34089 gini = 0.0 samples = 1 value = [1, 0] 34088->34089 34090 log_spend <= 7.795 gini = 0.153 samples = 12 value = [1, 11] 34088->34090 34091 gini = 0.0 samples = 6 value = [0, 6] 34090->34091 34092 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34090->34092 34093 gini = 0.0 samples = 4 value = [0, 4] 34092->34093 34094 gini = 0.5 samples = 2 value = [1, 1] 34092->34094 34097 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34096->34097 34100 gini = 0.444 samples = 3 value = [1, 2] 34096->34100 34098 gini = 0.375 samples = 4 value = [1, 3] 34097->34098 34099 gini = 0.0 samples = 4 value = [0, 4] 34097->34099 34104 x14_12 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 34103->34104 34111 gini = 0.0 samples = 1 value = [0, 1] 34103->34111 34105 x7_WI <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 34104->34105 34110 gini = 0.444 samples = 3 value = [1, 2] 34104->34110 34106 x7_GA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 34105->34106 34109 gini = 0.0 samples = 1 value = [0, 1] 34105->34109 34107 gini = 0.5 samples = 4 value = [2, 2] 34106->34107 34108 gini = 0.0 samples = 1 value = [1, 0] 34106->34108 34116 x1_WI <= 0.5 gini = 0.181 samples = 139 value = [14, 125] 34115->34116 34169 x13_1 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 34115->34169 34117 x14_9 <= 0.5 gini = 0.171 samples = 138 value = [13, 125] 34116->34117 34168 gini = 0.0 samples = 1 value = [1, 0] 34116->34168 34118 x1_DE <= 0.5 gini = 0.15 samples = 122 value = [10, 112] 34117->34118 34159 x13_1 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 34117->34159 34119 x14_2 <= 0.5 gini = 0.155 samples = 118 value = [10, 108] 34118->34119 34158 gini = 0.0 samples = 4 value = [0, 4] 34118->34158 34120 x14_5 <= 0.5 gini = 0.177 samples = 102 value = [10, 92] 34119->34120 34157 gini = 0.0 samples = 16 value = [0, 16] 34119->34157 34121 x1_TN <= 0.5 gini = 0.193 samples = 83 value = [9, 74] 34120->34121 34152 x13_4 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 34120->34152 34122 x13_1 <= 0.5 gini = 0.209 samples = 76 value = [9, 67] 34121->34122 34151 gini = 0.0 samples = 7 value = [0, 7] 34121->34151 34123 x14_11 <= 0.5 gini = 0.1 samples = 57 value = [3, 54] 34122->34123 34136 x1_MN <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 34122->34136 34124 x13_0 <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 34123->34124 34133 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34123->34133 34125 gini = 0.0 samples = 13 value = [0, 13] 34124->34125 34126 log_spend <= 5.838 gini = 0.1 samples = 38 value = [2, 36] 34124->34126 34127 gini = 0.444 samples = 3 value = [1, 2] 34126->34127 34128 x14_7 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 34126->34128 34129 gini = 0.0 samples = 25 value = [0, 25] 34128->34129 34130 x1_MA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34128->34130 34131 gini = 0.375 samples = 4 value = [1, 3] 34130->34131 34132 gini = 0.0 samples = 6 value = [0, 6] 34130->34132 34134 gini = 0.375 samples = 4 value = [1, 3] 34133->34134 34135 gini = 0.0 samples = 2 value = [0, 2] 34133->34135 34137 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 34136->34137 34144 x14_12 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34136->34144 34138 log_spend <= 6.692 gini = 0.49 samples = 7 value = [4, 3] 34137->34138 34143 gini = 0.0 samples = 3 value = [0, 3] 34137->34143 34139 gini = 0.0 samples = 2 value = [0, 2] 34138->34139 34140 x1_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 34138->34140 34141 gini = 0.0 samples = 3 value = [3, 0] 34140->34141 34142 gini = 0.5 samples = 2 value = [1, 1] 34140->34142 34145 x14_10 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34144->34145 34150 gini = 0.0 samples = 1 value = [0, 1] 34144->34150 34146 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34145->34146 34149 gini = 0.444 samples = 3 value = [1, 2] 34145->34149 34147 gini = 0.0 samples = 3 value = [0, 3] 34146->34147 34148 gini = 0.5 samples = 2 value = [1, 1] 34146->34148 34153 log_spend <= 9.035 gini = 0.117 samples = 16 value = [1, 15] 34152->34153 34156 gini = 0.0 samples = 3 value = [0, 3] 34152->34156 34154 gini = 0.0 samples = 15 value = [0, 15] 34153->34154 34155 gini = 0.0 samples = 1 value = [1, 0] 34153->34155 34160 x1_MN <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34159->34160 34165 x1_MA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34159->34165 34161 log_spend <= 6.57 gini = 0.32 samples = 5 value = [1, 4] 34160->34161 34164 gini = 0.0 samples = 5 value = [0, 5] 34160->34164 34162 gini = 0.5 samples = 2 value = [1, 1] 34161->34162 34163 gini = 0.0 samples = 3 value = [0, 3] 34161->34163 34166 gini = 0.0 samples = 2 value = [0, 2] 34165->34166 34167 gini = 0.5 samples = 4 value = [2, 2] 34165->34167 34170 gini = 0.0 samples = 12 value = [0, 12] 34169->34170 34171 gini = 0.444 samples = 3 value = [2, 1] 34169->34171 34173 gini = 0.444 samples = 3 value = [1, 2] 34172->34173 34174 gini = 0.0 samples = 3 value = [0, 3] 34172->34174 34176 x7_MN <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 34175->34176 34185 gini = 0.0 samples = 4 value = [0, 4] 34175->34185 34177 x14_9 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 34176->34177 34184 gini = 0.0 samples = 1 value = [0, 1] 34176->34184 34178 x7_IL <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 34177->34178 34183 gini = 0.0 samples = 1 value = [0, 1] 34177->34183 34179 log_spend <= 7.256 gini = 0.48 samples = 5 value = [3, 2] 34178->34179 34182 gini = 0.0 samples = 2 value = [0, 2] 34178->34182 34180 gini = 0.444 samples = 3 value = [1, 2] 34179->34180 34181 gini = 0.0 samples = 2 value = [2, 0] 34179->34181 34187 x7_MO <= 0.5 gini = 0.325 samples = 440 value = [90, 350] 34186->34187 34452 gini = 0.0 samples = 4 value = [0, 4] 34186->34452 34188 x7_IA <= 0.5 gini = 0.329 samples = 428 value = [89, 339] 34187->34188 34445 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 34187->34445 34189 x7_CO <= 0.5 gini = 0.331 samples = 426 value = [89, 337] 34188->34189 34444 gini = 0.0 samples = 2 value = [0, 2] 34188->34444 34190 x1_TN <= 0.5 gini = 0.328 samples = 420 value = [87, 333] 34189->34190 34441 log_spend <= 6.903 gini = 0.444 samples = 6 value = [2, 4] 34189->34441 34191 x7_TX <= 0.5 gini = 0.343 samples = 392 value = [86, 306] 34190->34191 34424 x14_8 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 34190->34424 34192 x7_CT <= 0.5 gini = 0.324 samples = 359 value = [73, 286] 34191->34192 34391 x14_10 <= 0.5 gini = 0.478 samples = 33 value = [13, 20] 34191->34391 34193 x7_VA <= 0.5 gini = 0.331 samples = 349 value = [73, 276] 34192->34193 34390 gini = 0.0 samples = 10 value = [0, 10] 34192->34390 34194 x7_MT <= 0.5 gini = 0.326 samples = 336 value = [69, 267] 34193->34194 34381 x14_10 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 34193->34381 34195 x7_IL <= 0.5 gini = 0.328 samples = 334 value = [69, 265] 34194->34195 34380 gini = 0.0 samples = 2 value = [0, 2] 34194->34380 34196 x1_NJ <= 0.5 gini = 0.314 samples = 313 value = [61, 252] 34195->34196 34363 x1_MN <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 34195->34363 34197 x14_3 <= 0.5 gini = 0.303 samples = 301 value = [56, 245] 34196->34197 34354 x7_GA <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 34196->34354 34198 x7_DC <= 0.5 gini = 0.322 samples = 263 value = [53, 210] 34197->34198 34339 x7_OH <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 34197->34339 34199 x7_NH <= 0.5 gini = 0.32 samples = 260 value = [52, 208] 34198->34199 34338 gini = 0.444 samples = 3 value = [1, 2] 34198->34338 34200 x14_9 <= 0.5 gini = 0.321 samples = 259 value = [52, 207] 34199->34200 34337 gini = 0.0 samples = 1 value = [0, 1] 34199->34337 34201 x14_12 <= 0.5 gini = 0.332 samples = 238 value = [50, 188] 34200->34201 34324 x7_MA <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 34200->34324 34202 x1_MA <= 0.5 gini = 0.315 samples = 225 value = [44, 181] 34201->34202 34313 log_spend <= 8.254 gini = 0.497 samples = 13 value = [6, 7] 34201->34313 34203 x14_11 <= 0.5 gini = 0.198 samples = 188 value = [21, 167] 34202->34203 34296 log_spend <= 9.451 gini = 0.47 samples = 37 value = [23, 14] 34202->34296 34204 log_spend <= 8.078 gini = 0.194 samples = 165 value = [18, 147] 34203->34204 34277 x7_MD <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 34203->34277 34205 x7_OR <= 0.5 gini = 0.268 samples = 94 value = [15, 79] 34204->34205 34264 x14_2 <= 0.5 gini = 0.081 samples = 71 value = [3, 68] 34204->34264 34206 x1_NC <= 0.5 gini = 0.26 samples = 91 value = [14, 77] 34205->34206 34263 gini = 0.444 samples = 3 value = [1, 2] 34205->34263 34207 x7_DE <= 0.5 gini = 0.268 samples = 88 value = [14, 74] 34206->34207 34262 gini = 0.0 samples = 3 value = [0, 3] 34206->34262 34208 x1_WI <= 0.5 gini = 0.27 samples = 87 value = [14, 73] 34207->34208 34261 gini = 0.0 samples = 1 value = [0, 1] 34207->34261 34209 x7_WV <= 0.5 gini = 0.259 samples = 85 value = [13, 72] 34208->34209 34260 gini = 0.5 samples = 2 value = [1, 1] 34208->34260 34210 x1_OR <= 0.5 gini = 0.262 samples = 84 value = [13, 71] 34209->34210 34259 gini = 0.0 samples = 1 value = [0, 1] 34209->34259 34211 x7_UT <= 0.5 gini = 0.247 samples = 83 value = [12, 71] 34210->34211 34258 gini = 0.0 samples = 1 value = [1, 0] 34210->34258 34212 x1_MN <= 0.5 gini = 0.232 samples = 82 value = [11, 71] 34211->34212 34257 gini = 0.0 samples = 1 value = [1, 0] 34211->34257 34213 x7_PA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34212->34213 34222 x7_MA <= 0.5 gini = 0.216 samples = 73 value = [9, 64] 34212->34222 34214 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34213->34214 34221 gini = 0.0 samples = 2 value = [0, 2] 34213->34221 34215 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34214->34215 34220 gini = 0.0 samples = 1 value = [0, 1] 34214->34220 34216 x7_HI <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 34215->34216 34219 gini = 0.0 samples = 1 value = [0, 1] 34215->34219 34217 gini = 0.375 samples = 4 value = [1, 3] 34216->34217 34218 gini = 0.0 samples = 1 value = [1, 0] 34216->34218 34223 x7_WI <= 0.5 gini = 0.245 samples = 63 value = [9, 54] 34222->34223 34256 gini = 0.0 samples = 10 value = [0, 10] 34222->34256 34224 x7_CA <= 0.5 gini = 0.252 samples = 61 value = [9, 52] 34223->34224 34255 gini = 0.0 samples = 2 value = [0, 2] 34223->34255 34225 x7_IN <= 0.5 gini = 0.236 samples = 44 value = [6, 38] 34224->34225 34244 x14_5 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 34224->34244 34226 x7_MN <= 0.5 gini = 0.24 samples = 43 value = [6, 37] 34225->34226 34243 gini = 0.0 samples = 1 value = [0, 1] 34225->34243 34227 x7_PA <= 0.5 gini = 0.224 samples = 39 value = [5, 34] 34226->34227 34242 gini = 0.375 samples = 4 value = [1, 3] 34226->34242 34228 x14_7 <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 34227->34228 34237 x14_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34227->34237 34229 x7_MS <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 34228->34229 34236 gini = 0.444 samples = 3 value = [1, 2] 34228->34236 34230 x7_NV <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 34229->34230 34235 gini = 0.0 samples = 1 value = [1, 0] 34229->34235 34231 x7_NC <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 34230->34231 34234 gini = 0.0 samples = 1 value = [1, 0] 34230->34234 34232 gini = 0.0 samples = 24 value = [0, 24] 34231->34232 34233 gini = 0.444 samples = 3 value = [1, 2] 34231->34233 34238 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34237->34238 34241 gini = 0.0 samples = 1 value = [0, 1] 34237->34241 34239 gini = 0.0 samples = 4 value = [0, 4] 34238->34239 34240 gini = 0.5 samples = 2 value = [1, 1] 34238->34240 34245 x14_7 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 34244->34245 34254 gini = 0.0 samples = 3 value = [0, 3] 34244->34254 34246 x14_8 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 34245->34246 34253 gini = 0.0 samples = 1 value = [0, 1] 34245->34253 34247 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34246->34247 34250 log_spend <= 5.9 gini = 0.278 samples = 6 value = [1, 5] 34246->34250 34248 gini = 0.5 samples = 4 value = [2, 2] 34247->34248 34249 gini = 0.0 samples = 3 value = [0, 3] 34247->34249 34251 gini = 0.0 samples = 1 value = [1, 0] 34250->34251 34252 gini = 0.0 samples = 5 value = [0, 5] 34250->34252 34265 x7_PA <= 0.5 gini = 0.067 samples = 58 value = [2, 56] 34264->34265 34274 x7_MA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 34264->34274 34266 x7_WI <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 34265->34266 34273 gini = 0.0 samples = 5 value = [0, 5] 34265->34273 34267 x1_NC <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 34266->34267 34272 gini = 0.0 samples = 2 value = [0, 2] 34266->34272 34268 x1_TX <= 0.5 gini = 0.039 samples = 50 value = [1, 49] 34267->34268 34271 gini = 0.0 samples = 1 value = [1, 0] 34267->34271 34269 gini = 0.0 samples = 46 value = [0, 46] 34268->34269 34270 gini = 0.375 samples = 4 value = [1, 3] 34268->34270 34275 gini = 0.0 samples = 11 value = [0, 11] 34274->34275 34276 gini = 0.5 samples = 2 value = [1, 1] 34274->34276 34278 x7_OR <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 34277->34278 34295 gini = 0.0 samples = 2 value = [0, 2] 34277->34295 34279 x7_KY <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 34278->34279 34294 gini = 0.0 samples = 1 value = [1, 0] 34278->34294 34280 x7_MN <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 34279->34280 34293 gini = 0.0 samples = 1 value = [1, 0] 34279->34293 34281 x7_TN <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 34280->34281 34292 gini = 0.0 samples = 1 value = [0, 1] 34280->34292 34282 x7_MI <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 34281->34282 34291 gini = 0.0 samples = 1 value = [0, 1] 34281->34291 34283 x1_MN <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 34282->34283 34290 gini = 0.0 samples = 3 value = [0, 3] 34282->34290 34284 gini = 0.0 samples = 1 value = [0, 1] 34283->34284 34285 log_spend <= 6.832 gini = 0.142 samples = 13 value = [1, 12] 34283->34285 34286 gini = 0.0 samples = 6 value = [0, 6] 34285->34286 34287 log_spend <= 7.662 gini = 0.245 samples = 7 value = [1, 6] 34285->34287 34288 gini = 0.0 samples = 1 value = [1, 0] 34287->34288 34289 gini = 0.0 samples = 6 value = [0, 6] 34287->34289 34297 x14_2 <= 0.5 gini = 0.383 samples = 31 value = [23, 8] 34296->34297 34312 gini = 0.0 samples = 6 value = [0, 6] 34296->34312 34298 x7_OH <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 34297->34298 34311 gini = 0.0 samples = 4 value = [4, 0] 34297->34311 34299 x14_10 <= 0.5 gini = 0.403 samples = 25 value = [18, 7] 34298->34299 34310 gini = 0.5 samples = 2 value = [1, 1] 34298->34310 34300 x7_NV <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 34299->34300 34309 gini = 0.375 samples = 4 value = [3, 1] 34299->34309 34301 x7_NC <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 34300->34301 34308 gini = 0.0 samples = 1 value = [0, 1] 34300->34308 34302 x14_4 <= 0.5 gini = 0.332 samples = 19 value = [15, 4] 34301->34302 34307 gini = 0.0 samples = 1 value = [0, 1] 34301->34307 34303 x7_MI <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 34302->34303 34306 gini = 0.5 samples = 4 value = [2, 2] 34302->34306 34304 gini = 0.0 samples = 12 value = [12, 0] 34303->34304 34305 gini = 0.444 samples = 3 value = [1, 2] 34303->34305 34314 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 34313->34314 34319 x7_TN <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34313->34319 34315 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 34314->34315 34318 gini = 0.0 samples = 1 value = [1, 0] 34314->34318 34316 gini = 0.0 samples = 1 value = [1, 0] 34315->34316 34317 gini = 0.375 samples = 4 value = [3, 1] 34315->34317 34320 log_spend <= 9.3 gini = 0.278 samples = 6 value = [1, 5] 34319->34320 34323 gini = 0.0 samples = 1 value = [0, 1] 34319->34323 34321 gini = 0.444 samples = 3 value = [1, 2] 34320->34321 34322 gini = 0.0 samples = 3 value = [0, 3] 34320->34322 34325 log_spend <= 8.427 gini = 0.198 samples = 18 value = [2, 16] 34324->34325 34336 gini = 0.0 samples = 3 value = [0, 3] 34324->34336 34326 x7_SD <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34325->34326 34335 gini = 0.0 samples = 8 value = [0, 8] 34325->34335 34327 x7_MI <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34326->34327 34334 gini = 0.0 samples = 1 value = [0, 1] 34326->34334 34328 x7_GA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34327->34328 34333 gini = 0.0 samples = 1 value = [0, 1] 34327->34333 34329 x7_NC <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34328->34329 34332 gini = 0.0 samples = 2 value = [0, 2] 34328->34332 34330 gini = 0.375 samples = 4 value = [1, 3] 34329->34330 34331 gini = 0.5 samples = 2 value = [1, 1] 34329->34331 34340 x7_MD <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 34339->34340 34353 gini = 0.444 samples = 3 value = [1, 2] 34339->34353 34341 x7_TN <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 34340->34341 34352 gini = 0.0 samples = 1 value = [0, 1] 34340->34352 34342 x1_MN <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 34341->34342 34351 gini = 0.0 samples = 1 value = [0, 1] 34341->34351 34343 x1_CO <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34342->34343 34350 gini = 0.0 samples = 23 value = [0, 23] 34342->34350 34344 x7_NC <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34343->34344 34349 gini = 0.0 samples = 1 value = [0, 1] 34343->34349 34345 x1_RI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34344->34345 34348 gini = 0.375 samples = 4 value = [1, 3] 34344->34348 34346 gini = 0.375 samples = 4 value = [1, 3] 34345->34346 34347 gini = 0.0 samples = 1 value = [0, 1] 34345->34347 34355 x7_OH <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 34354->34355 34362 gini = 0.0 samples = 1 value = [1, 0] 34354->34362 34356 x7_CA <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 34355->34356 34361 gini = 0.0 samples = 1 value = [0, 1] 34355->34361 34357 x14_11 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 34356->34357 34360 gini = 0.5 samples = 2 value = [1, 1] 34356->34360 34358 gini = 0.375 samples = 4 value = [1, 3] 34357->34358 34359 gini = 0.5 samples = 4 value = [2, 2] 34357->34359 34364 x14_7 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 34363->34364 34373 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34363->34373 34365 x1_WI <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 34364->34365 34372 gini = 0.444 samples = 3 value = [1, 2] 34364->34372 34366 x14_11 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 34365->34366 34371 gini = 0.0 samples = 1 value = [0, 1] 34365->34371 34367 x14_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 34366->34367 34370 gini = 0.375 samples = 4 value = [1, 3] 34366->34370 34368 gini = 0.5 samples = 4 value = [2, 2] 34367->34368 34369 gini = 0.0 samples = 2 value = [2, 0] 34367->34369 34374 x14_8 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34373->34374 34379 gini = 0.0 samples = 1 value = [0, 1] 34373->34379 34375 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34374->34375 34378 gini = 0.0 samples = 1 value = [1, 0] 34374->34378 34376 gini = 0.375 samples = 4 value = [1, 3] 34375->34376 34377 gini = 0.0 samples = 1 value = [0, 1] 34375->34377 34382 x14_5 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 34381->34382 34389 gini = 0.0 samples = 1 value = [0, 1] 34381->34389 34383 x14_8 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34382->34383 34388 gini = 0.0 samples = 2 value = [2, 0] 34382->34388 34384 x1_MN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34383->34384 34387 gini = 0.5 samples = 2 value = [1, 1] 34383->34387 34385 gini = 0.375 samples = 4 value = [1, 3] 34384->34385 34386 gini = 0.0 samples = 4 value = [0, 4] 34384->34386 34392 x1_TX <= 0.5 gini = 0.493 samples = 25 value = [11, 14] 34391->34392 34415 x1_MA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34391->34415 34393 x14_7 <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 34392->34393 34414 gini = 0.5 samples = 2 value = [1, 1] 34392->34414 34394 x14_5 <= 0.5 gini = 0.49 samples = 21 value = [9, 12] 34393->34394 34413 gini = 0.5 samples = 2 value = [1, 1] 34393->34413 34395 x1_MA <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 34394->34395 34406 x1_OR <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 34394->34406 34396 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34395->34396 34403 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 34395->34403 34397 x14_12 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34396->34397 34402 gini = 0.0 samples = 1 value = [0, 1] 34396->34402 34398 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34397->34398 34401 gini = 0.0 samples = 2 value = [0, 2] 34397->34401 34399 gini = 0.444 samples = 3 value = [1, 2] 34398->34399 34400 gini = 0.0 samples = 3 value = [0, 3] 34398->34400 34404 gini = 0.444 samples = 3 value = [2, 1] 34403->34404 34405 gini = 0.0 samples = 2 value = [2, 0] 34403->34405 34407 x1_NC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 34406->34407 34412 gini = 0.0 samples = 1 value = [1, 0] 34406->34412 34408 log_spend <= 6.405 gini = 0.48 samples = 5 value = [3, 2] 34407->34408 34411 gini = 0.0 samples = 1 value = [0, 1] 34407->34411 34409 gini = 0.0 samples = 1 value = [1, 0] 34408->34409 34410 gini = 0.5 samples = 4 value = [2, 2] 34408->34410 34416 x1_NJ <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34415->34416 34423 gini = 0.0 samples = 1 value = [0, 1] 34415->34423 34417 x1_CO <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34416->34417 34422 gini = 0.0 samples = 1 value = [0, 1] 34416->34422 34418 log_spend <= 7.491 gini = 0.48 samples = 5 value = [2, 3] 34417->34418 34421 gini = 0.0 samples = 1 value = [0, 1] 34417->34421 34419 gini = 0.375 samples = 4 value = [1, 3] 34418->34419 34420 gini = 0.0 samples = 1 value = [1, 0] 34418->34420 34425 x14_9 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 34424->34425 34440 gini = 0.0 samples = 1 value = [0, 1] 34424->34440 34426 x7_VA <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 34425->34426 34439 gini = 0.0 samples = 1 value = [0, 1] 34425->34439 34427 x14_12 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 34426->34427 34438 gini = 0.0 samples = 2 value = [0, 2] 34426->34438 34428 x7_TX <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 34427->34428 34437 gini = 0.0 samples = 1 value = [0, 1] 34427->34437 34429 x7_NV <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 34428->34429 34436 gini = 0.0 samples = 10 value = [0, 10] 34428->34436 34430 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 34429->34430 34435 gini = 0.0 samples = 1 value = [0, 1] 34429->34435 34431 x7_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34430->34431 34434 gini = 0.0 samples = 6 value = [0, 6] 34430->34434 34432 gini = 0.0 samples = 5 value = [0, 5] 34431->34432 34433 gini = 0.0 samples = 1 value = [1, 0] 34431->34433 34442 gini = 0.0 samples = 2 value = [0, 2] 34441->34442 34443 gini = 0.5 samples = 4 value = [2, 2] 34441->34443 34446 log_spend <= 7.222 gini = 0.165 samples = 11 value = [1, 10] 34445->34446 34451 gini = 0.0 samples = 1 value = [0, 1] 34445->34451 34447 log_spend <= 7.019 gini = 0.32 samples = 5 value = [1, 4] 34446->34447 34450 gini = 0.0 samples = 6 value = [0, 6] 34446->34450 34448 gini = 0.0 samples = 4 value = [0, 4] 34447->34448 34449 gini = 0.0 samples = 1 value = [1, 0] 34447->34449 34454 log_spend <= 8.842 gini = 0.426 samples = 13 value = [4, 9] 34453->34454 34463 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34453->34463 34455 x14_8 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 34454->34455 34462 gini = 0.0 samples = 5 value = [0, 5] 34454->34462 34456 x14_11 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 34455->34456 34461 gini = 0.0 samples = 1 value = [0, 1] 34455->34461 34457 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 34456->34457 34460 gini = 0.0 samples = 1 value = [0, 1] 34456->34460 34458 gini = 0.444 samples = 3 value = [1, 2] 34457->34458 34459 gini = 0.0 samples = 3 value = [3, 0] 34457->34459 34464 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34463->34464 34467 gini = 0.0 samples = 1 value = [0, 1] 34463->34467 34465 gini = 0.0 samples = 6 value = [0, 6] 34464->34465 34466 gini = 0.0 samples = 1 value = [1, 0] 34464->34466 34471 x14_5 <= 0.5 gini = 0.226 samples = 54 value = [7, 47] 34470->34471 34500 gini = 0.0 samples = 2 value = [0, 2] 34470->34500 34472 x14_11 <= 0.5 gini = 0.254 samples = 47 value = [7, 40] 34471->34472 34499 gini = 0.0 samples = 7 value = [0, 7] 34471->34499 34473 x13_0 <= 0.5 gini = 0.263 samples = 45 value = [7, 38] 34472->34473 34498 gini = 0.0 samples = 2 value = [0, 2] 34472->34498 34474 x14_4 <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 34473->34474 34491 x14_4 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 34473->34491 34475 x13_1 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 34474->34475 34488 log_spend <= 6.014 gini = 0.198 samples = 9 value = [1, 8] 34474->34488 34476 x13_4 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34475->34476 34479 x1_WI <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 34475->34479 34477 gini = 0.0 samples = 4 value = [0, 4] 34476->34477 34478 gini = 0.375 samples = 4 value = [1, 3] 34476->34478 34480 x14_8 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 34479->34480 34487 gini = 0.0 samples = 1 value = [1, 0] 34479->34487 34481 x1_MN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34480->34481 34486 gini = 0.0 samples = 1 value = [0, 1] 34480->34486 34482 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34481->34482 34485 gini = 0.444 samples = 3 value = [1, 2] 34481->34485 34483 gini = 0.0 samples = 4 value = [0, 4] 34482->34483 34484 gini = 0.0 samples = 1 value = [1, 0] 34482->34484 34489 gini = 0.5 samples = 2 value = [1, 1] 34488->34489 34490 gini = 0.0 samples = 7 value = [0, 7] 34488->34490 34492 x1_TX <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 34491->34492 34497 gini = 0.0 samples = 2 value = [0, 2] 34491->34497 34493 x1_MA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 34492->34493 34496 gini = 0.0 samples = 1 value = [0, 1] 34492->34496 34494 gini = 0.444 samples = 3 value = [2, 1] 34493->34494 34495 gini = 0.0 samples = 12 value = [0, 12] 34493->34495 34503 x7_IN <= 0.5 gini = 0.355 samples = 208 value = [48, 160] 34502->34503 34588 gini = 0.0 samples = 1 value = [1, 0] 34502->34588 34504 x13_0 <= 0.5 gini = 0.347 samples = 206 value = [46, 160] 34503->34504 34587 gini = 0.0 samples = 2 value = [2, 0] 34503->34587 34505 x1_NJ <= 0.5 gini = 0.498 samples = 88 value = [41, 47] 34504->34505 34568 x14_3 <= 0.5 gini = 0.081 samples = 118 value = [5, 113] 34504->34568 34506 x1_MA <= 0.5 gini = 0.48 samples = 60 value = [36, 24] 34505->34506 34553 x14_10 <= 0.5 gini = 0.293 samples = 28 value = [5, 23] 34505->34553 34507 x14_2 <= 0.5 gini = 0.469 samples = 56 value = [35, 21] 34506->34507 34552 gini = 0.375 samples = 4 value = [1, 3] 34506->34552 34508 x7_UT <= 0.5 gini = 0.463 samples = 55 value = [35, 20] 34507->34508 34551 gini = 0.0 samples = 1 value = [0, 1] 34507->34551 34509 x7_NC <= 0.5 gini = 0.466 samples = 54 value = [34, 20] 34508->34509 34550 gini = 0.0 samples = 1 value = [1, 0] 34508->34550 34510 x14_5 <= 0.5 gini = 0.473 samples = 52 value = [32, 20] 34509->34510 34549 gini = 0.0 samples = 2 value = [2, 0] 34509->34549 34511 x7_CA <= 0.5 gini = 0.355 samples = 39 value = [30, 9] 34510->34511 34544 x7_PA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 34510->34544 34512 x13_1 <= 0.5 gini = 0.298 samples = 33 value = [27, 6] 34511->34512 34539 x13_4 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 34511->34539 34513 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 34512->34513 34520 x7_WA <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 34512->34520 34514 x7_SD <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 34513->34514 34519 gini = 0.0 samples = 1 value = [1, 0] 34513->34519 34515 log_spend <= 8.552 gini = 0.153 samples = 12 value = [11, 1] 34514->34515 34518 gini = 0.0 samples = 1 value = [1, 0] 34514->34518 34516 gini = 0.0 samples = 11 value = [11, 0] 34515->34516 34517 gini = 0.0 samples = 1 value = [0, 1] 34515->34517 34521 x7_IL <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 34520->34521 34538 gini = 0.0 samples = 1 value = [1, 0] 34520->34538 34522 x14_8 <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 34521->34522 34537 gini = 0.0 samples = 1 value = [1, 0] 34521->34537 34523 x14_9 <= 0.5 gini = 0.43 samples = 16 value = [11, 5] 34522->34523 34536 gini = 0.0 samples = 1 value = [1, 0] 34522->34536 34524 x14_12 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 34523->34524 34529 x7_MD <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 34523->34529 34525 gini = 0.0 samples = 2 value = [2, 0] 34524->34525 34526 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34524->34526 34527 gini = 0.375 samples = 4 value = [1, 3] 34526->34527 34528 gini = 0.0 samples = 1 value = [0, 1] 34526->34528 34530 x7_CO <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 34529->34530 34535 gini = 0.0 samples = 1 value = [1, 0] 34529->34535 34531 x7_TX <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 34530->34531 34534 gini = 0.0 samples = 1 value = [1, 0] 34530->34534 34532 gini = 0.0 samples = 3 value = [3, 0] 34531->34532 34533 gini = 0.375 samples = 4 value = [3, 1] 34531->34533 34540 log_spend <= 6.134 gini = 0.48 samples = 5 value = [2, 3] 34539->34540 34543 gini = 0.0 samples = 1 value = [1, 0] 34539->34543 34541 gini = 0.0 samples = 1 value = [1, 0] 34540->34541 34542 gini = 0.375 samples = 4 value = [1, 3] 34540->34542 34545 x13_1 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 34544->34545 34548 gini = 0.0 samples = 1 value = [0, 1] 34544->34548 34546 gini = 0.444 samples = 3 value = [2, 1] 34545->34546 34547 gini = 0.0 samples = 9 value = [0, 9] 34545->34547 34554 x13_4 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 34553->34554 34565 x7_CO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34553->34565 34555 log_spend <= 7.16 gini = 0.48 samples = 5 value = [2, 3] 34554->34555 34558 x14_4 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 34554->34558 34556 gini = 0.0 samples = 3 value = [0, 3] 34555->34556 34557 gini = 0.0 samples = 2 value = [2, 0] 34555->34557 34559 x7_CA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 34558->34559 34564 gini = 0.0 samples = 3 value = [0, 3] 34558->34564 34560 x14_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34559->34560 34563 gini = 0.0 samples = 1 value = [1, 0] 34559->34563 34561 gini = 0.0 samples = 7 value = [0, 7] 34560->34561 34562 gini = 0.375 samples = 4 value = [1, 3] 34560->34562 34566 gini = 0.0 samples = 5 value = [0, 5] 34565->34566 34567 gini = 0.444 samples = 3 value = [1, 2] 34565->34567 34569 x14_10 <= 0.5 gini = 0.019 samples = 105 value = [1, 104] 34568->34569 34582 x7_CA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 34568->34582 34570 x14_2 <= 0.5 gini = 0.021 samples = 96 value = [1, 95] 34569->34570 34581 gini = 0.0 samples = 9 value = [0, 9] 34569->34581 34571 x7_TX <= 0.5 gini = 0.022 samples = 90 value = [1, 89] 34570->34571 34580 gini = 0.0 samples = 6 value = [0, 6] 34570->34580 34572 x7_KS <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 34571->34572 34579 gini = 0.0 samples = 38 value = [0, 38] 34571->34579 34573 x14_5 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 34572->34573 34578 gini = 0.0 samples = 13 value = [0, 13] 34572->34578 34574 gini = 0.0 samples = 34 value = [0, 34] 34573->34574 34575 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34573->34575 34576 gini = 0.375 samples = 4 value = [1, 3] 34575->34576 34577 gini = 0.0 samples = 1 value = [0, 1] 34575->34577 34583 x1_TX <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 34582->34583 34586 gini = 0.0 samples = 2 value = [0, 2] 34582->34586 34584 gini = 0.0 samples = 4 value = [4, 0] 34583->34584 34585 gini = 0.0 samples = 7 value = [0, 7] 34583->34585 34590 x14_11 <= 0.5 gini = 0.325 samples = 44 value = [9, 35] 34589->34590 34609 gini = 0.0 samples = 3 value = [0, 3] 34589->34609 34591 x14_2 <= 0.5 gini = 0.314 samples = 41 value = [8, 33] 34590->34591 34608 gini = 0.444 samples = 3 value = [1, 2] 34590->34608 34592 log_spend <= 6.713 gini = 0.332 samples = 38 value = [8, 30] 34591->34592 34607 gini = 0.0 samples = 3 value = [0, 3] 34591->34607 34593 gini = 0.0 samples = 14 value = [0, 14] 34592->34593 34594 x1_DE <= 0.5 gini = 0.444 samples = 24 value = [8, 16] 34592->34594 34595 x14_10 <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 34594->34595 34606 gini = 0.0 samples = 1 value = [1, 0] 34594->34606 34596 x14_5 <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 34595->34596 34605 gini = 0.0 samples = 3 value = [0, 3] 34595->34605 34597 x1_MN <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 34596->34597 34604 gini = 0.444 samples = 3 value = [1, 2] 34596->34604 34598 gini = 0.375 samples = 4 value = [3, 1] 34597->34598 34599 x14_8 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 34597->34599 34600 log_spend <= 7.692 gini = 0.375 samples = 12 value = [3, 9] 34599->34600 34603 gini = 0.0 samples = 1 value = [0, 1] 34599->34603 34601 gini = 0.0 samples = 3 value = [3, 0] 34600->34601 34602 gini = 0.0 samples = 9 value = [0, 9] 34600->34602 34611 x7_MA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 34610->34611 34628 gini = 0.0 samples = 14 value = [0, 14] 34610->34628 34612 x14_2 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 34611->34612 34627 gini = 0.0 samples = 3 value = [0, 3] 34611->34627 34613 x7_PA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 34612->34613 34626 gini = 0.0 samples = 2 value = [0, 2] 34612->34626 34614 log_spend <= 7.117 gini = 0.087 samples = 22 value = [1, 21] 34613->34614 34625 gini = 0.0 samples = 1 value = [0, 1] 34613->34625 34615 x14_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34614->34615 34624 gini = 0.0 samples = 12 value = [0, 12] 34614->34624 34616 x7_VA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34615->34616 34623 gini = 0.0 samples = 1 value = [0, 1] 34615->34623 34617 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34616->34617 34622 gini = 0.0 samples = 1 value = [0, 1] 34616->34622 34618 log_spend <= 7.075 gini = 0.278 samples = 6 value = [1, 5] 34617->34618 34621 gini = 0.0 samples = 2 value = [0, 2] 34617->34621 34619 gini = 0.0 samples = 5 value = [0, 5] 34618->34619 34620 gini = 0.0 samples = 1 value = [1, 0] 34618->34620 34630 x14_8 <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 34629->34630 34633 gini = 0.0 samples = 2 value = [0, 2] 34629->34633 34631 gini = 0.0 samples = 26 value = [0, 26] 34630->34631 34632 gini = 0.5 samples = 2 value = [1, 1] 34630->34632 34635 gini = 0.0 samples = 6 value = [6, 0] 34634->34635 34636 x1_MA <= 0.5 gini = 0.252 samples = 142 value = [21, 121] 34634->34636 34637 x1_DE <= 0.5 gini = 0.293 samples = 84 value = [15, 69] 34636->34637 34676 x14_4 <= 0.5 gini = 0.185 samples = 58 value = [6, 52] 34636->34676 34638 x14_9 <= 0.5 gini = 0.299 samples = 82 value = [15, 67] 34637->34638 34675 gini = 0.0 samples = 2 value = [0, 2] 34637->34675 34639 x14_10 <= 0.5 gini = 0.311 samples = 78 value = [15, 63] 34638->34639 34674 gini = 0.0 samples = 4 value = [0, 4] 34638->34674 34640 x1_GA <= 0.5 gini = 0.335 samples = 61 value = [13, 48] 34639->34640 34671 x13_1 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 34639->34671 34641 x1_NJ <= 0.5 gini = 0.344 samples = 59 value = [13, 46] 34640->34641 34670 gini = 0.0 samples = 2 value = [0, 2] 34640->34670 34642 x14_8 <= 0.5 gini = 0.233 samples = 52 value = [7, 45] 34641->34642 34667 log_spend <= 9.126 gini = 0.245 samples = 7 value = [6, 1] 34641->34667 34643 log_spend <= 5.686 gini = 0.211 samples = 50 value = [6, 44] 34642->34643 34666 gini = 0.5 samples = 2 value = [1, 1] 34642->34666 34644 gini = 0.5 samples = 4 value = [2, 2] 34643->34644 34645 x14_5 <= 0.5 gini = 0.159 samples = 46 value = [4, 42] 34643->34645 34646 x14_2 <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 34645->34646 34665 gini = 0.0 samples = 11 value = [0, 11] 34645->34665 34647 x14_7 <= 0.5 gini = 0.219 samples = 32 value = [4, 28] 34646->34647 34664 gini = 0.0 samples = 3 value = [0, 3] 34646->34664 34648 x14_11 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 34647->34648 34661 log_spend <= 6.681 gini = 0.219 samples = 8 value = [1, 7] 34647->34661 34649 x14_12 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 34648->34649 34660 gini = 0.0 samples = 3 value = [0, 3] 34648->34660 34650 x14_4 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 34649->34650 34659 gini = 0.0 samples = 4 value = [0, 4] 34649->34659 34651 x1_RI <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34650->34651 34656 x1_TN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34650->34656 34652 log_spend <= 7.489 gini = 0.32 samples = 5 value = [1, 4] 34651->34652 34655 gini = 0.0 samples = 1 value = [1, 0] 34651->34655 34653 gini = 0.0 samples = 2 value = [0, 2] 34652->34653 34654 gini = 0.444 samples = 3 value = [1, 2] 34652->34654 34657 gini = 0.0 samples = 10 value = [0, 10] 34656->34657 34658 gini = 0.0 samples = 1 value = [1, 0] 34656->34658 34662 gini = 0.0 samples = 5 value = [0, 5] 34661->34662 34663 gini = 0.444 samples = 3 value = [1, 2] 34661->34663 34668 gini = 0.0 samples = 5 value = [5, 0] 34667->34668 34669 gini = 0.5 samples = 2 value = [1, 1] 34667->34669 34672 gini = 0.0 samples = 14 value = [0, 14] 34671->34672 34673 gini = 0.444 samples = 3 value = [2, 1] 34671->34673 34677 x14_7 <= 0.5 gini = 0.153 samples = 48 value = [4, 44] 34676->34677 34694 x13_0 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34676->34694 34678 x13_1 <= 0.5 gini = 0.136 samples = 41 value = [3, 38] 34677->34678 34691 x13_0 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34677->34691 34679 x14_10 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 34678->34679 34688 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34678->34688 34680 x14_9 <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 34679->34680 34687 gini = 0.0 samples = 1 value = [0, 1] 34679->34687 34681 x14_5 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 34680->34681 34686 gini = 0.0 samples = 4 value = [0, 4] 34680->34686 34682 x13_2 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 34681->34682 34685 gini = 0.0 samples = 9 value = [0, 9] 34681->34685 34683 gini = 0.0 samples = 18 value = [0, 18] 34682->34683 34684 gini = 0.5 samples = 4 value = [2, 2] 34682->34684 34689 gini = 0.444 samples = 3 value = [1, 2] 34688->34689 34690 gini = 0.0 samples = 2 value = [0, 2] 34688->34690 34692 gini = 0.0 samples = 1 value = [1, 0] 34691->34692 34693 gini = 0.0 samples = 6 value = [0, 6] 34691->34693 34695 gini = 0.5 samples = 4 value = [2, 2] 34694->34695 34696 gini = 0.0 samples = 6 value = [0, 6] 34694->34696 34698 x14_4 <= 0.5 gini = 0.274 samples = 263 value = [43, 220] 34697->34698 34873 x14_11 <= 0.5 gini = 0.221 samples = 71 value = [9, 62] 34697->34873 34699 x7_MD <= 0.5 gini = 0.269 samples = 250 value = [40, 210] 34698->34699 34860 x13_1 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 34698->34860 34700 x7_AL <= 0.5 gini = 0.272 samples = 246 value = [40, 206] 34699->34700 34859 gini = 0.0 samples = 4 value = [0, 4] 34699->34859 34701 x7_MN <= 0.5 gini = 0.269 samples = 244 value = [39, 205] 34700->34701 34858 gini = 0.5 samples = 2 value = [1, 1] 34700->34858 34702 x7_GA <= 0.5 gini = 0.263 samples = 238 value = [37, 201] 34701->34702 34853 log_spend <= 9.499 gini = 0.444 samples = 6 value = [2, 4] 34701->34853 34703 x14_2 <= 0.5 gini = 0.273 samples = 227 value = [37, 190] 34702->34703 34852 gini = 0.0 samples = 11 value = [0, 11] 34702->34852 34704 x7_KS <= 0.5 gini = 0.246 samples = 209 value = [30, 179] 34703->34704 34835 x7_WA <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 34703->34835 34705 x7_IL <= 0.5 gini = 0.249 samples = 206 value = [30, 176] 34704->34705 34834 gini = 0.0 samples = 3 value = [0, 3] 34704->34834 34706 x7_OH <= 0.5 gini = 0.246 samples = 202 value = [29, 173] 34705->34706 34833 gini = 0.375 samples = 4 value = [1, 3] 34705->34833 34707 log_spend <= 7.756 gini = 0.274 samples = 171 value = [28, 143] 34706->34707 34824 x13_2 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 34706->34824 34708 x7_UT <= 0.5 gini = 0.164 samples = 100 value = [9, 91] 34707->34708 34761 x7_CA <= 0.5 gini = 0.392 samples = 71 value = [19, 52] 34707->34761 34709 x7_NC <= 0.5 gini = 0.165 samples = 99 value = [9, 90] 34708->34709 34760 gini = 0.0 samples = 1 value = [0, 1] 34708->34760 34710 x7_WI <= 0.5 gini = 0.17 samples = 96 value = [9, 87] 34709->34710 34759 gini = 0.0 samples = 3 value = [0, 3] 34709->34759 34711 x7_CO <= 0.5 gini = 0.172 samples = 95 value = [9, 86] 34710->34711 34758 gini = 0.0 samples = 1 value = [0, 1] 34710->34758 34712 x14_11 <= 0.5 gini = 0.18 samples = 90 value = [9, 81] 34711->34712 34757 gini = 0.0 samples = 5 value = [0, 5] 34711->34757 34713 x7_VA <= 0.5 gini = 0.204 samples = 78 value = [9, 69] 34712->34713 34756 gini = 0.0 samples = 12 value = [0, 12] 34712->34756 34714 x7_TN <= 0.5 gini = 0.214 samples = 74 value = [9, 65] 34713->34714 34755 gini = 0.0 samples = 4 value = [0, 4] 34713->34755 34715 x7_TX <= 0.5 gini = 0.227 samples = 69 value = [9, 60] 34714->34715 34754 gini = 0.0 samples = 5 value = [0, 5] 34714->34754 34716 x7_AZ <= 0.5 gini = 0.262 samples = 58 value = [9, 49] 34715->34716 34753 gini = 0.0 samples = 11 value = [0, 11] 34715->34753 34717 x14_5 <= 0.5 gini = 0.278 samples = 54 value = [9, 45] 34716->34717 34752 gini = 0.0 samples = 4 value = [0, 4] 34716->34752 34718 x13_0 <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 34717->34718 34743 x7_MO <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 34717->34743 34719 x14_8 <= 0.5 gini = 0.264 samples = 32 value = [5, 27] 34718->34719 34734 x14_12 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34718->34734 34720 log_spend <= 6.481 gini = 0.293 samples = 28 value = [5, 23] 34719->34720 34733 gini = 0.0 samples = 4 value = [0, 4] 34719->34733 34721 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 34720->34721 34726 x7_WA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 34720->34726 34722 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 34721->34722 34725 gini = 0.0 samples = 1 value = [1, 0] 34721->34725 34723 gini = 0.5 samples = 2 value = [1, 1] 34722->34723 34724 gini = 0.444 samples = 3 value = [2, 1] 34722->34724 34727 x14_7 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 34726->34727 34732 gini = 0.0 samples = 4 value = [0, 4] 34726->34732 34728 gini = 0.0 samples = 11 value = [0, 11] 34727->34728 34729 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34727->34729 34730 gini = 0.5 samples = 2 value = [1, 1] 34729->34730 34731 gini = 0.0 samples = 5 value = [0, 5] 34729->34731 34735 x14_8 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34734->34735 34742 gini = 0.0 samples = 1 value = [0, 1] 34734->34742 34736 x14_7 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 34735->34736 34741 gini = 0.0 samples = 1 value = [0, 1] 34735->34741 34737 log_spend <= 7.222 gini = 0.32 samples = 5 value = [1, 4] 34736->34737 34740 gini = 0.0 samples = 1 value = [1, 0] 34736->34740 34738 gini = 0.0 samples = 4 value = [0, 4] 34737->34738 34739 gini = 0.0 samples = 1 value = [1, 0] 34737->34739 34744 x7_PA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 34743->34744 34751 gini = 0.0 samples = 1 value = [1, 0] 34743->34751 34745 x7_WA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34744->34745 34750 gini = 0.0 samples = 2 value = [0, 2] 34744->34750 34746 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34745->34746 34749 gini = 0.0 samples = 3 value = [0, 3] 34745->34749 34747 gini = 0.375 samples = 4 value = [1, 3] 34746->34747 34748 gini = 0.0 samples = 4 value = [0, 4] 34746->34748 34762 log_spend <= 8.488 gini = 0.375 samples = 60 value = [15, 45] 34761->34762 34817 x14_5 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 34761->34817 34763 x7_IN <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 34762->34763 34784 x7_NC <= 0.5 gini = 0.239 samples = 36 value = [5, 31] 34762->34784 34764 x7_PA <= 0.5 gini = 0.491 samples = 23 value = [10, 13] 34763->34764 34783 gini = 0.0 samples = 1 value = [0, 1] 34763->34783 34765 x7_MA <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 34764->34765 34782 gini = 0.444 samples = 3 value = [1, 2] 34764->34782 34766 x7_CO <= 0.5 gini = 0.488 samples = 19 value = [8, 11] 34765->34766 34781 gini = 0.0 samples = 1 value = [1, 0] 34765->34781 34767 x7_NY <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 34766->34767 34780 gini = 0.444 samples = 3 value = [1, 2] 34766->34780 34768 x14_12 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 34767->34768 34779 gini = 0.5 samples = 2 value = [1, 1] 34767->34779 34769 x14_7 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 34768->34769 34778 gini = 0.0 samples = 2 value = [0, 2] 34768->34778 34770 x13_2 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 34769->34770 34777 gini = 0.0 samples = 2 value = [0, 2] 34769->34777 34771 x7_MO <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 34770->34771 34776 gini = 0.0 samples = 1 value = [0, 1] 34770->34776 34772 x13_0 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 34771->34772 34775 gini = 0.5 samples = 2 value = [1, 1] 34771->34775 34773 gini = 0.5 samples = 4 value = [2, 2] 34772->34773 34774 gini = 0.0 samples = 3 value = [3, 0] 34772->34774 34785 x14_7 <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 34784->34785 34816 gini = 0.0 samples = 3 value = [0, 3] 34784->34816 34786 x14_12 <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 34785->34786 34815 gini = 0.444 samples = 3 value = [1, 2] 34785->34815 34787 x13_1 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 34786->34787 34814 gini = 0.0 samples = 8 value = [0, 8] 34786->34814 34788 x7_VA <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 34787->34788 34803 x14_8 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34787->34803 34789 x7_MI <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34788->34789 34802 gini = 0.0 samples = 1 value = [1, 0] 34788->34802 34790 x7_WA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34789->34790 34801 gini = 0.0 samples = 1 value = [1, 0] 34789->34801 34791 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34790->34791 34800 gini = 0.0 samples = 1 value = [0, 1] 34790->34800 34792 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34791->34792 34799 gini = 0.0 samples = 1 value = [0, 1] 34791->34799 34793 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34792->34793 34798 gini = 0.0 samples = 1 value = [0, 1] 34792->34798 34794 gini = 0.0 samples = 1 value = [0, 1] 34793->34794 34795 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 34793->34795 34796 gini = 0.375 samples = 4 value = [1, 3] 34795->34796 34797 gini = 0.0 samples = 1 value = [0, 1] 34795->34797 34804 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34803->34804 34813 gini = 0.0 samples = 2 value = [0, 2] 34803->34813 34805 x7_TX <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34804->34805 34812 gini = 0.0 samples = 1 value = [0, 1] 34804->34812 34806 x7_KY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34805->34806 34811 gini = 0.0 samples = 1 value = [0, 1] 34805->34811 34807 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34806->34807 34810 gini = 0.0 samples = 1 value = [0, 1] 34806->34810 34808 gini = 0.0 samples = 4 value = [0, 4] 34807->34808 34809 gini = 0.5 samples = 2 value = [1, 1] 34807->34809 34818 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34817->34818 34823 gini = 0.444 samples = 3 value = [2, 1] 34817->34823 34819 gini = 0.0 samples = 3 value = [0, 3] 34818->34819 34820 x14_12 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 34818->34820 34821 gini = 0.0 samples = 1 value = [1, 0] 34820->34821 34822 gini = 0.375 samples = 4 value = [1, 3] 34820->34822 34825 gini = 0.0 samples = 17 value = [0, 17] 34824->34825 34826 x14_12 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 34824->34826 34827 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34826->34827 34832 gini = 0.0 samples = 4 value = [0, 4] 34826->34832 34828 gini = 0.0 samples = 5 value = [0, 5] 34827->34828 34829 log_spend <= 7.615 gini = 0.32 samples = 5 value = [1, 4] 34827->34829 34830 gini = 0.0 samples = 4 value = [0, 4] 34829->34830 34831 gini = 0.0 samples = 1 value = [1, 0] 34829->34831 34836 x7_MI <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 34835->34836 34851 gini = 0.0 samples = 2 value = [0, 2] 34835->34851 34837 x7_TX <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 34836->34837 34850 gini = 0.0 samples = 1 value = [1, 0] 34836->34850 34838 x13_2 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 34837->34838 34849 gini = 0.0 samples = 1 value = [0, 1] 34837->34849 34839 x7_MA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 34838->34839 34846 log_spend <= 8.176 gini = 0.444 samples = 6 value = [2, 4] 34838->34846 34840 x7_NC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 34839->34840 34845 gini = 0.5 samples = 2 value = [1, 1] 34839->34845 34841 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 34840->34841 34844 gini = 0.0 samples = 1 value = [0, 1] 34840->34844 34842 gini = 0.444 samples = 3 value = [1, 2] 34841->34842 34843 gini = 0.0 samples = 2 value = [2, 0] 34841->34843 34847 gini = 0.0 samples = 3 value = [0, 3] 34846->34847 34848 gini = 0.444 samples = 3 value = [2, 1] 34846->34848 34854 log_spend <= 6.188 gini = 0.32 samples = 5 value = [1, 4] 34853->34854 34857 gini = 0.0 samples = 1 value = [1, 0] 34853->34857 34855 gini = 0.0 samples = 2 value = [0, 2] 34854->34855 34856 gini = 0.444 samples = 3 value = [1, 2] 34854->34856 34861 gini = 0.0 samples = 2 value = [2, 0] 34860->34861 34862 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34860->34862 34863 x7_TX <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34862->34863 34872 gini = 0.0 samples = 1 value = [0, 1] 34862->34872 34864 x7_MA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 34863->34864 34871 gini = 0.0 samples = 1 value = [0, 1] 34863->34871 34865 x7_IN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 34864->34865 34870 gini = 0.0 samples = 1 value = [0, 1] 34864->34870 34866 log_spend <= 9.332 gini = 0.245 samples = 7 value = [1, 6] 34865->34866 34869 gini = 0.0 samples = 1 value = [0, 1] 34865->34869 34867 gini = 0.0 samples = 6 value = [0, 6] 34866->34867 34868 gini = 0.0 samples = 1 value = [1, 0] 34866->34868 34874 x14_3 <= 0.5 gini = 0.245 samples = 63 value = [9, 54] 34873->34874 34923 gini = 0.0 samples = 8 value = [0, 8] 34873->34923 34875 x14_7 <= 0.5 gini = 0.27 samples = 56 value = [9, 47] 34874->34875 34922 gini = 0.0 samples = 7 value = [0, 7] 34874->34922 34876 x7_AZ <= 0.5 gini = 0.292 samples = 45 value = [8, 37] 34875->34876 34917 x7_PA <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 34875->34917 34877 x7_MD <= 0.5 gini = 0.303 samples = 43 value = [8, 35] 34876->34877 34916 gini = 0.0 samples = 2 value = [0, 2] 34876->34916 34878 x7_MO <= 0.5 gini = 0.314 samples = 41 value = [8, 33] 34877->34878 34915 gini = 0.0 samples = 2 value = [0, 2] 34877->34915 34879 x7_OH <= 0.5 gini = 0.289 samples = 40 value = [7, 33] 34878->34879 34914 gini = 0.0 samples = 1 value = [1, 0] 34878->34914 34880 x7_CA <= 0.5 gini = 0.295 samples = 39 value = [7, 32] 34879->34880 34913 gini = 0.0 samples = 1 value = [0, 1] 34879->34913 34881 x7_TN <= 0.5 gini = 0.298 samples = 33 value = [6, 27] 34880->34881 34910 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34880->34910 34882 x7_OK <= 0.5 gini = 0.312 samples = 31 value = [6, 25] 34881->34882 34909 gini = 0.0 samples = 2 value = [0, 2] 34881->34909 34883 log_spend <= 10.17 gini = 0.32 samples = 30 value = [6, 24] 34882->34883 34908 gini = 0.0 samples = 1 value = [0, 1] 34882->34908 34884 x7_NY <= 0.5 gini = 0.252 samples = 27 value = [4, 23] 34883->34884 34907 gini = 0.444 samples = 3 value = [2, 1] 34883->34907 34885 x7_PA <= 0.5 gini = 0.269 samples = 25 value = [4, 21] 34884->34885 34906 gini = 0.0 samples = 2 value = [0, 2] 34884->34906 34886 x7_TX <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 34885->34886 34905 gini = 0.0 samples = 4 value = [0, 4] 34885->34905 34887 x14_2 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 34886->34887 34904 gini = 0.0 samples = 3 value = [0, 3] 34886->34904 34888 x7_VA <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 34887->34888 34903 gini = 0.5 samples = 2 value = [1, 1] 34887->34903 34889 x7_KS <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 34888->34889 34902 gini = 0.0 samples = 2 value = [0, 2] 34888->34902 34890 x14_8 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 34889->34890 34901 gini = 0.0 samples = 1 value = [0, 1] 34889->34901 34891 x7_MA <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 34890->34891 34900 gini = 0.444 samples = 3 value = [1, 2] 34890->34900 34892 x7_GA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34891->34892 34899 gini = 0.0 samples = 2 value = [0, 2] 34891->34899 34893 x7_UT <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 34892->34893 34898 gini = 0.0 samples = 1 value = [0, 1] 34892->34898 34894 x14_10 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34893->34894 34897 gini = 0.0 samples = 1 value = [1, 0] 34893->34897 34895 gini = 0.444 samples = 3 value = [1, 2] 34894->34895 34896 gini = 0.0 samples = 3 value = [0, 3] 34894->34896 34911 gini = 0.0 samples = 3 value = [0, 3] 34910->34911 34912 gini = 0.444 samples = 3 value = [1, 2] 34910->34912 34918 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 34917->34918 34921 gini = 0.0 samples = 1 value = [0, 1] 34917->34921 34919 gini = 0.0 samples = 9 value = [0, 9] 34918->34919 34920 gini = 0.0 samples = 1 value = [1, 0] 34918->34920 34925 x15_neurology <= 0.5 gini = 0.155 samples = 307 value = [26, 281] 34924->34925 35056 gini = 0.0 samples = 8 value = [0, 8] 34924->35056 34926 x7_MN <= 0.5 gini = 0.155 samples = 306 value = [26, 280] 34925->34926 35055 gini = 0.0 samples = 1 value = [0, 1] 34925->35055 34927 x7_MA <= 0.5 gini = 0.169 samples = 279 value = [26, 253] 34926->34927 35054 gini = 0.0 samples = 27 value = [0, 27] 34926->35054 34928 x7_ID <= 0.5 gini = 0.16 samples = 273 value = [24, 249] 34927->34928 35049 log_spend <= 5.959 gini = 0.444 samples = 6 value = [2, 4] 34927->35049 34929 x1_NJ <= 0.5 gini = 0.155 samples = 271 value = [23, 248] 34928->34929 35048 gini = 0.5 samples = 2 value = [1, 1] 34928->35048 34930 x7_KY <= 0.5 gini = 0.139 samples = 253 value = [19, 234] 34929->34930 35043 x15_Other <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 34929->35043 34931 x1_MN <= 0.5 gini = 0.14 samples = 250 value = [19, 231] 34930->34931 35042 gini = 0.0 samples = 3 value = [0, 3] 34930->35042 34932 x1_WI <= 0.5 gini = 0.161 samples = 170 value = [15, 155] 34931->34932 35005 x7_NY <= 0.5 gini = 0.095 samples = 80 value = [4, 76] 34931->35005 34933 x6_United States <= 0.5 gini = 0.154 samples = 167 value = [14, 153] 34932->34933 35004 gini = 0.444 samples = 3 value = [1, 2] 34932->35004 34934 gini = 0.0 samples = 1 value = [0, 1] 34933->34934 34935 x13_6 <= 0.5 gini = 0.154 samples = 166 value = [14, 152] 34933->34935 34936 x1_NH <= 0.5 gini = 0.161 samples = 159 value = [14, 145] 34935->34936 35003 gini = 0.0 samples = 7 value = [0, 7] 34935->35003 34937 x7_NC <= 0.5 gini = 0.162 samples = 158 value = [14, 144] 34936->34937 35002 gini = 0.0 samples = 1 value = [0, 1] 34936->35002 34938 x7_AL <= 0.5 gini = 0.168 samples = 151 value = [14, 137] 34937->34938 35001 gini = 0.0 samples = 7 value = [0, 7] 34937->35001 34939 x7_CA <= 0.5 gini = 0.16 samples = 148 value = [13, 135] 34938->34939 35000 gini = 0.444 samples = 3 value = [1, 2] 34938->35000 34940 x1_RI <= 0.5 gini = 0.171 samples = 138 value = [13, 125] 34939->34940 34999 gini = 0.0 samples = 10 value = [0, 10] 34939->34999 34941 x7_OR <= 0.5 gini = 0.16 samples = 137 value = [12, 125] 34940->34941 34998 gini = 0.0 samples = 1 value = [1, 0] 34940->34998 34942 x7_NY <= 0.5 gini = 0.161 samples = 136 value = [12, 124] 34941->34942 34997 gini = 0.0 samples = 1 value = [0, 1] 34941->34997 34943 x7_NH <= 0.5 gini = 0.158 samples = 127 value = [11, 116] 34942->34943 34994 log_spend <= 7.674 gini = 0.198 samples = 9 value = [1, 8] 34942->34994 34944 x7_MI <= 0.5 gini = 0.161 samples = 125 value = [11, 114] 34943->34944 34993 gini = 0.0 samples = 2 value = [0, 2] 34943->34993 34945 x7_KS <= 0.5 gini = 0.168 samples = 119 value = [11, 108] 34944->34945 34992 gini = 0.0 samples = 6 value = [0, 6] 34944->34992 34946 x7_IL <= 0.5 gini = 0.177 samples = 112 value = [11, 101] 34945->34946 34991 gini = 0.0 samples = 7 value = [0, 7] 34945->34991 34947 x7_DE <= 0.5 gini = 0.143 samples = 103 value = [8, 95] 34946->34947 34982 x15_ophthalmology <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 34946->34982 34948 x7_MO <= 0.5 gini = 0.128 samples = 102 value = [7, 95] 34947->34948 34981 gini = 0.0 samples = 1 value = [1, 0] 34947->34981 34949 x7_OH <= 0.5 gini = 0.133 samples = 98 value = [7, 91] 34948->34949 34980 gini = 0.0 samples = 4 value = [0, 4] 34948->34980 34950 x7_IN <= 0.5 gini = 0.148 samples = 87 value = [7, 80] 34949->34950 34979 gini = 0.0 samples = 11 value = [0, 11] 34949->34979 34951 x1_TN <= 0.5 gini = 0.137 samples = 81 value = [6, 75] 34950->34951 34976 x1_IN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34950->34976 34952 x15_Other <= 0.5 gini = 0.144 samples = 77 value = [6, 71] 34951->34952 34975 gini = 0.0 samples = 4 value = [0, 4] 34951->34975 34953 gini = 0.0 samples = 14 value = [0, 14] 34952->34953 34954 x7_TN <= 0.5 gini = 0.172 samples = 63 value = [6, 57] 34952->34954 34955 x7_AZ <= 0.5 gini = 0.18 samples = 60 value = [6, 54] 34954->34955 34974 gini = 0.0 samples = 3 value = [0, 3] 34954->34974 34956 x1_DE <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 34955->34956 34973 gini = 0.375 samples = 4 value = [1, 3] 34955->34973 34957 x1_MA <= 0.5 gini = 0.177 samples = 51 value = [5, 46] 34956->34957 34972 gini = 0.0 samples = 5 value = [0, 5] 34956->34972 34958 x13_0 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 34957->34958 34967 x7_IA <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 34957->34967 34959 x7_GA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 34958->34959 34966 gini = 0.0 samples = 1 value = [1, 0] 34958->34966 34960 x13_2 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 34959->34960 34965 gini = 0.0 samples = 1 value = [1, 0] 34959->34965 34961 x1_IN <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 34960->34961 34964 gini = 0.0 samples = 1 value = [0, 1] 34960->34964 34962 gini = 0.444 samples = 3 value = [1, 2] 34961->34962 34963 gini = 0.0 samples = 14 value = [0, 14] 34961->34963 34968 x13_0 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 34967->34968 34971 gini = 0.0 samples = 3 value = [0, 3] 34967->34971 34969 gini = 0.5 samples = 4 value = [2, 2] 34968->34969 34970 gini = 0.0 samples = 24 value = [0, 24] 34968->34970 34977 gini = 0.375 samples = 4 value = [1, 3] 34976->34977 34978 gini = 0.0 samples = 2 value = [0, 2] 34976->34978 34983 x1_TN <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 34982->34983 34990 gini = 0.0 samples = 1 value = [1, 0] 34982->34990 34984 x1_DE <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 34983->34984 34989 gini = 0.0 samples = 1 value = [1, 0] 34983->34989 34985 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 34984->34985 34988 gini = 0.0 samples = 1 value = [0, 1] 34984->34988 34986 gini = 0.5 samples = 2 value = [1, 1] 34985->34986 34987 gini = 0.0 samples = 4 value = [0, 4] 34985->34987 34995 gini = 0.0 samples = 6 value = [0, 6] 34994->34995 34996 gini = 0.444 samples = 3 value = [1, 2] 34994->34996 35006 x7_AR <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 35005->35006 35041 gini = 0.0 samples = 10 value = [0, 10] 35005->35041 35007 x7_PA <= 0.5 gini = 0.109 samples = 69 value = [4, 65] 35006->35007 35040 gini = 0.0 samples = 1 value = [0, 1] 35006->35040 35008 x13_4 <= 0.5 gini = 0.061 samples = 63 value = [2, 61] 35007->35008 35035 x13_0 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 35007->35035 35009 x7_IN <= 0.5 gini = 0.069 samples = 56 value = [2, 54] 35008->35009 35034 gini = 0.0 samples = 7 value = [0, 7] 35008->35034 35010 x7_OR <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 35009->35010 35033 gini = 0.0 samples = 3 value = [0, 3] 35009->35033 35011 x13_0 <= 0.5 gini = 0.075 samples = 51 value = [2, 49] 35010->35011 35032 gini = 0.0 samples = 2 value = [0, 2] 35010->35032 35012 x7_NC <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 35011->35012 35023 x7_VT <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 35011->35023 35013 x7_OH <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 35012->35013 35022 gini = 0.0 samples = 3 value = [0, 3] 35012->35022 35014 x13_1 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 35013->35014 35021 gini = 0.0 samples = 2 value = [0, 2] 35013->35021 35015 log_spend <= 7.571 gini = 0.117 samples = 16 value = [1, 15] 35014->35015 35020 gini = 0.0 samples = 14 value = [0, 14] 35014->35020 35016 gini = 0.0 samples = 8 value = [0, 8] 35015->35016 35017 log_spend <= 7.612 gini = 0.219 samples = 8 value = [1, 7] 35015->35017 35018 gini = 0.0 samples = 1 value = [1, 0] 35017->35018 35019 gini = 0.0 samples = 7 value = [0, 7] 35017->35019 35024 x7_NC <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 35023->35024 35031 gini = 0.0 samples = 1 value = [0, 1] 35023->35031 35025 x7_TX <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 35024->35025 35030 gini = 0.0 samples = 1 value = [0, 1] 35024->35030 35026 log_spend <= 7.987 gini = 0.153 samples = 12 value = [1, 11] 35025->35026 35029 gini = 0.0 samples = 2 value = [0, 2] 35025->35029 35027 gini = 0.0 samples = 9 value = [0, 9] 35026->35027 35028 gini = 0.444 samples = 3 value = [1, 2] 35026->35028 35036 log_spend <= 6.437 gini = 0.48 samples = 5 value = [2, 3] 35035->35036 35039 gini = 0.0 samples = 1 value = [0, 1] 35035->35039 35037 gini = 0.0 samples = 2 value = [0, 2] 35036->35037 35038 gini = 0.444 samples = 3 value = [2, 1] 35036->35038 35044 gini = 0.375 samples = 4 value = [3, 1] 35043->35044 35045 x7_IL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 35043->35045 35046 gini = 0.0 samples = 13 value = [0, 13] 35045->35046 35047 gini = 0.0 samples = 1 value = [1, 0] 35045->35047 35050 gini = 0.0 samples = 1 value = [1, 0] 35049->35050 35051 log_spend <= 6.447 gini = 0.32 samples = 5 value = [1, 4] 35049->35051 35052 gini = 0.0 samples = 2 value = [0, 2] 35051->35052 35053 gini = 0.444 samples = 3 value = [1, 2] 35051->35053 35058 x13_1 <= 0.5 gini = 0.497 samples = 28 value = [15, 13] 35057->35058 35085 gini = 0.444 samples = 3 value = [1, 2] 35057->35085 35059 x14_8 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 35058->35059 35074 x7_MD <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 35058->35074 35060 x13_4 <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 35059->35060 35073 gini = 0.0 samples = 1 value = [0, 1] 35059->35073 35061 x13_0 <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 35060->35061 35072 gini = 0.0 samples = 2 value = [2, 0] 35060->35072 35062 x7_OH <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 35061->35062 35069 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35061->35069 35063 log_spend <= 8.668 gini = 0.5 samples = 8 value = [4, 4] 35062->35063 35068 gini = 0.0 samples = 2 value = [0, 2] 35062->35068 35064 gini = 0.0 samples = 3 value = [3, 0] 35063->35064 35065 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35063->35065 35066 gini = 0.444 samples = 3 value = [1, 2] 35065->35066 35067 gini = 0.0 samples = 2 value = [0, 2] 35065->35067 35070 gini = 0.375 samples = 4 value = [1, 3] 35069->35070 35071 gini = 0.0 samples = 1 value = [1, 0] 35069->35071 35075 x14_11 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 35074->35075 35084 gini = 0.0 samples = 1 value = [1, 0] 35074->35084 35076 x7_CA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 35075->35076 35083 gini = 0.0 samples = 1 value = [1, 0] 35075->35083 35077 x14_8 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 35076->35077 35082 gini = 0.0 samples = 2 value = [2, 0] 35076->35082 35078 x7_IN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35077->35078 35081 gini = 0.0 samples = 1 value = [1, 0] 35077->35081 35079 gini = 0.444 samples = 3 value = [2, 1] 35078->35079 35080 gini = 0.0 samples = 2 value = [0, 2] 35078->35080 35087 x13_2 <= 0.5 gini = 0.494 samples = 47 value = [26, 21] 35086->35087 35122 gini = 0.0 samples = 2 value = [2, 0] 35086->35122 35088 x7_CA <= 0.5 gini = 0.464 samples = 30 value = [19, 11] 35087->35088 35111 x14_4 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 35087->35111 35089 x14_2 <= 0.5 gini = 0.471 samples = 29 value = [18, 11] 35088->35089 35110 gini = 0.0 samples = 1 value = [1, 0] 35088->35110 35090 x14_6 <= 0.5 gini = 0.413 samples = 24 value = [17, 7] 35089->35090 35107 log_spend <= 5.695 gini = 0.32 samples = 5 value = [1, 4] 35089->35107 35091 x14_11 <= 0.5 gini = 0.432 samples = 19 value = [13, 6] 35090->35091 35104 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35090->35104 35092 x7_PA <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 35091->35092 35103 gini = 0.0 samples = 2 value = [2, 0] 35091->35103 35093 x7_CO <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 35092->35093 35102 gini = 0.0 samples = 1 value = [1, 0] 35092->35102 35094 x13_4 <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 35093->35094 35101 gini = 0.0 samples = 1 value = [0, 1] 35093->35101 35095 x13_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 35094->35095 35098 x7_MA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 35094->35098 35096 gini = 0.5 samples = 4 value = [2, 2] 35095->35096 35097 gini = 0.5 samples = 4 value = [2, 2] 35095->35097 35099 gini = 0.0 samples = 6 value = [6, 0] 35098->35099 35100 gini = 0.0 samples = 1 value = [0, 1] 35098->35100 35105 gini = 0.375 samples = 4 value = [3, 1] 35104->35105 35106 gini = 0.0 samples = 1 value = [1, 0] 35104->35106 35108 gini = 0.0 samples = 1 value = [1, 0] 35107->35108 35109 gini = 0.0 samples = 4 value = [0, 4] 35107->35109 35112 x7_VA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 35111->35112 35121 gini = 0.375 samples = 4 value = [3, 1] 35111->35121 35113 x14_11 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 35112->35113 35120 gini = 0.0 samples = 1 value = [0, 1] 35112->35120 35114 x7_TN <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 35113->35114 35119 gini = 0.0 samples = 2 value = [2, 0] 35113->35119 35115 log_spend <= 7.545 gini = 0.198 samples = 9 value = [1, 8] 35114->35115 35118 gini = 0.0 samples = 1 value = [1, 0] 35114->35118 35116 gini = 0.444 samples = 3 value = [1, 2] 35115->35116 35117 gini = 0.0 samples = 6 value = [0, 6] 35115->35117 35124 x1_NY <= 0.5 gini = 0.486 samples = 427 value = [249, 178] 35123->35124 35437 x1_MA <= 0.5 gini = 0.497 samples = 26 value = [12, 14] 35123->35437 35125 x7_AL <= 0.5 gini = 0.494 samples = 398 value = [220, 178] 35124->35125 35436 gini = 0.0 samples = 29 value = [29, 0] 35124->35436 35126 x15_ophthalmology <= 0.5 gini = 0.495 samples = 395 value = [218, 177] 35125->35126 35435 gini = 0.444 samples = 3 value = [2, 1] 35125->35435 35127 x13_6 <= 0.5 gini = 0.491 samples = 382 value = [217, 165] 35126->35127 35424 x7_PA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 35126->35424 35128 x1_IN <= 0.5 gini = 0.497 samples = 350 value = [188, 162] 35127->35128 35401 x14_8 <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 35127->35401 35129 x14_3 <= 0.5 gini = 0.5 samples = 306 value = [157, 149] 35128->35129 35368 x14_6 <= 0.5 gini = 0.416 samples = 44 value = [31, 13] 35128->35368 35130 x7_WA <= 0.5 gini = 0.498 samples = 280 value = [148, 132] 35129->35130 35339 x7_MN <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 35129->35339 35131 x1_TN <= 0.5 gini = 0.499 samples = 275 value = [144, 131] 35130->35131 35336 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35130->35336 35132 x1_NC <= 0.5 gini = 0.5 samples = 256 value = [130, 126] 35131->35132 35319 x14_2 <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 35131->35319 35133 x7_NH <= 0.5 gini = 0.499 samples = 247 value = [130, 117] 35132->35133 35318 gini = 0.0 samples = 9 value = [0, 9] 35132->35318 35134 x13_2 <= 0.5 gini = 0.498 samples = 244 value = [130, 114] 35133->35134 35317 gini = 0.0 samples = 3 value = [0, 3] 35133->35317 35135 x7_IL <= 0.5 gini = 0.5 samples = 198 value = [100, 98] 35134->35135 35274 x14_10 <= 0.5 gini = 0.454 samples = 46 value = [30, 16] 35134->35274 35136 x13_0 <= 0.5 gini = 0.499 samples = 183 value = [88, 95] 35135->35136 35265 x14_9 <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 35135->35265 35137 x14_7 <= 0.5 gini = 0.487 samples = 122 value = [71, 51] 35136->35137 35238 x14_12 <= 0.5 gini = 0.402 samples = 61 value = [17, 44] 35136->35238 35138 x1_TX <= 0.5 gini = 0.489 samples = 113 value = [65, 48] 35137->35138 35231 x1_TX <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 35137->35231 35139 x7_CO <= 0.5 gini = 0.496 samples = 106 value = [58, 48] 35138->35139 35230 gini = 0.0 samples = 7 value = [7, 0] 35138->35230 35140 x13_1 <= 0.5 gini = 0.498 samples = 101 value = [54, 47] 35139->35140 35227 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35139->35227 35141 x7_TN <= 0.5 gini = 0.451 samples = 64 value = [42, 22] 35140->35141 35186 x14_5 <= 0.5 gini = 0.438 samples = 37 value = [12, 25] 35140->35186 35142 x14_10 <= 0.5 gini = 0.455 samples = 63 value = [41, 22] 35141->35142 35185 gini = 0.0 samples = 1 value = [1, 0] 35141->35185 35143 x7_PA <= 0.5 gini = 0.471 samples = 58 value = [36, 22] 35142->35143 35184 gini = 0.0 samples = 5 value = [5, 0] 35142->35184 35144 x1_UT <= 0.5 gini = 0.466 samples = 54 value = [34, 20] 35143->35144 35183 gini = 0.5 samples = 4 value = [2, 2] 35143->35183 35145 x1_GA <= 0.5 gini = 0.444 samples = 51 value = [34, 17] 35144->35145 35182 gini = 0.0 samples = 3 value = [0, 3] 35144->35182 35146 x7_MO <= 0.5 gini = 0.449 samples = 50 value = [33, 17] 35145->35146 35181 gini = 0.0 samples = 1 value = [1, 0] 35145->35181 35147 x7_KS <= 0.5 gini = 0.444 samples = 48 value = [32, 16] 35146->35147 35180 gini = 0.5 samples = 2 value = [1, 1] 35146->35180 35148 log_spend <= 7.949 gini = 0.44 samples = 46 value = [31, 15] 35147->35148 35179 gini = 0.5 samples = 2 value = [1, 1] 35147->35179 35149 x7_WI <= 0.5 gini = 0.202 samples = 35 value = [31, 4] 35148->35149 35178 gini = 0.0 samples = 11 value = [0, 11] 35148->35178 35150 x7_VA <= 0.5 gini = 0.208 samples = 34 value = [30, 4] 35149->35150 35177 gini = 0.0 samples = 1 value = [1, 0] 35149->35177 35151 x7_MA <= 0.5 gini = 0.213 samples = 33 value = [29, 4] 35150->35151 35176 gini = 0.0 samples = 1 value = [1, 0] 35150->35176 35152 x7_MI <= 0.5 gini = 0.238 samples = 29 value = [25, 4] 35151->35152 35175 gini = 0.0 samples = 4 value = [4, 0] 35151->35175 35153 x7_WV <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 35152->35153 35172 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35152->35172 35154 x7_IN <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 35153->35154 35171 gini = 0.0 samples = 2 value = [2, 0] 35153->35171 35155 x7_IA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 35154->35155 35170 gini = 0.0 samples = 2 value = [2, 0] 35154->35170 35156 x14_2 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 35155->35156 35169 gini = 0.0 samples = 1 value = [1, 0] 35155->35169 35157 x14_12 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 35156->35157 35168 gini = 0.375 samples = 4 value = [3, 1] 35156->35168 35158 x1_MN <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 35157->35158 35167 gini = 0.0 samples = 1 value = [1, 0] 35157->35167 35159 log_spend <= 6.67 gini = 0.245 samples = 7 value = [6, 1] 35158->35159 35162 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 35158->35162 35160 gini = 0.0 samples = 6 value = [6, 0] 35159->35160 35161 gini = 0.0 samples = 1 value = [0, 1] 35159->35161 35163 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35162->35163 35166 gini = 0.0 samples = 1 value = [1, 0] 35162->35166 35164 gini = 0.0 samples = 5 value = [5, 0] 35163->35164 35165 gini = 0.0 samples = 1 value = [0, 1] 35163->35165 35173 gini = 0.444 samples = 3 value = [2, 1] 35172->35173 35174 gini = 0.0 samples = 2 value = [2, 0] 35172->35174 35187 x7_NY <= 0.5 gini = 0.424 samples = 36 value = [11, 25] 35186->35187 35226 gini = 0.0 samples = 1 value = [1, 0] 35186->35226 35188 x7_OK <= 0.5 gini = 0.431 samples = 35 value = [11, 24] 35187->35188 35225 gini = 0.0 samples = 1 value = [0, 1] 35187->35225 35189 x7_GA <= 0.5 gini = 0.415 samples = 34 value = [10, 24] 35188->35189 35224 gini = 0.0 samples = 1 value = [1, 0] 35188->35224 35190 x14_11 <= 0.5 gini = 0.397 samples = 33 value = [9, 24] 35189->35190 35223 gini = 0.0 samples = 1 value = [1, 0] 35189->35223 35191 log_spend <= 6.858 gini = 0.408 samples = 28 value = [8, 20] 35190->35191 35220 log_spend <= 6.477 gini = 0.32 samples = 5 value = [1, 4] 35190->35220 35192 x7_WI <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 35191->35192 35203 x14_8 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 35191->35203 35193 x7_CA <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 35192->35193 35202 gini = 0.0 samples = 1 value = [0, 1] 35192->35202 35194 x1_MN <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 35193->35194 35201 gini = 0.5 samples = 2 value = [1, 1] 35193->35201 35195 x7_DE <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 35194->35195 35200 gini = 0.0 samples = 1 value = [1, 0] 35194->35200 35196 log_spend <= 6.434 gini = 0.5 samples = 6 value = [3, 3] 35195->35196 35199 gini = 0.0 samples = 1 value = [1, 0] 35195->35199 35197 gini = 0.375 samples = 4 value = [1, 3] 35196->35197 35198 gini = 0.0 samples = 2 value = [2, 0] 35196->35198 35204 x7_IN <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 35203->35204 35219 gini = 0.0 samples = 1 value = [0, 1] 35203->35219 35205 x14_6 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 35204->35205 35218 gini = 0.0 samples = 1 value = [1, 0] 35204->35218 35206 x7_NC <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 35205->35206 35217 gini = 0.0 samples = 4 value = [0, 4] 35205->35217 35207 x1_WI <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 35206->35207 35216 gini = 0.0 samples = 1 value = [0, 1] 35206->35216 35208 x7_UT <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 35207->35208 35215 gini = 0.0 samples = 1 value = [0, 1] 35207->35215 35209 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 35208->35209 35214 gini = 0.0 samples = 1 value = [0, 1] 35208->35214 35210 x1_WA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 35209->35210 35213 gini = 0.0 samples = 1 value = [0, 1] 35209->35213 35211 gini = 0.0 samples = 6 value = [0, 6] 35210->35211 35212 gini = 0.0 samples = 1 value = [1, 0] 35210->35212 35221 gini = 0.0 samples = 1 value = [1, 0] 35220->35221 35222 gini = 0.0 samples = 4 value = [0, 4] 35220->35222 35228 gini = 0.375 samples = 4 value = [3, 1] 35227->35228 35229 gini = 0.0 samples = 1 value = [1, 0] 35227->35229 35232 x1_MN <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 35231->35232 35237 gini = 0.0 samples = 2 value = [2, 0] 35231->35237 35233 gini = 0.0 samples = 2 value = [2, 0] 35232->35233 35234 x7_AZ <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35232->35234 35235 gini = 0.444 samples = 3 value = [2, 1] 35234->35235 35236 gini = 0.0 samples = 2 value = [0, 2] 35234->35236 35239 log_spend <= 7.142 gini = 0.383 samples = 58 value = [15, 43] 35238->35239 35264 gini = 0.444 samples = 3 value = [2, 1] 35238->35264 35240 x7_TX <= 0.5 gini = 0.496 samples = 33 value = [15, 18] 35239->35240 35263 gini = 0.0 samples = 25 value = [0, 25] 35239->35263 35241 log_spend <= 6.982 gini = 0.453 samples = 26 value = [9, 17] 35240->35241 35258 x1_OR <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 35240->35258 35242 x14_8 <= 0.5 gini = 0.435 samples = 25 value = [8, 17] 35241->35242 35257 gini = 0.0 samples = 1 value = [1, 0] 35241->35257 35243 x14_7 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 35242->35243 35254 x7_MA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 35242->35254 35244 x14_2 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 35243->35244 35253 gini = 0.5 samples = 4 value = [2, 2] 35243->35253 35245 x7_CA <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 35244->35245 35252 gini = 0.0 samples = 1 value = [0, 1] 35244->35252 35246 x1_TX <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 35245->35246 35251 gini = 0.444 samples = 3 value = [1, 2] 35245->35251 35247 x1_MN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 35246->35247 35250 gini = 0.0 samples = 1 value = [1, 0] 35246->35250 35248 gini = 0.0 samples = 10 value = [0, 10] 35247->35248 35249 gini = 0.0 samples = 1 value = [1, 0] 35247->35249 35255 gini = 0.5 samples = 4 value = [2, 2] 35254->35255 35256 gini = 0.0 samples = 1 value = [1, 0] 35254->35256 35259 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35258->35259 35262 gini = 0.0 samples = 1 value = [1, 0] 35258->35262 35260 gini = 0.375 samples = 4 value = [3, 1] 35259->35260 35261 gini = 0.0 samples = 2 value = [2, 0] 35259->35261 35266 x1_MN <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 35265->35266 35273 gini = 0.0 samples = 2 value = [2, 0] 35265->35273 35267 log_spend <= 8.538 gini = 0.346 samples = 9 value = [7, 2] 35266->35267 35272 gini = 0.375 samples = 4 value = [3, 1] 35266->35272 35268 log_spend <= 5.865 gini = 0.219 samples = 8 value = [7, 1] 35267->35268 35271 gini = 0.0 samples = 1 value = [0, 1] 35267->35271 35269 gini = 0.444 samples = 3 value = [2, 1] 35268->35269 35270 gini = 0.0 samples = 5 value = [5, 0] 35268->35270 35275 x7_KY <= 0.5 gini = 0.476 samples = 41 value = [25, 16] 35274->35275 35316 gini = 0.0 samples = 5 value = [5, 0] 35274->35316 35276 x7_CA <= 0.5 gini = 0.469 samples = 40 value = [25, 15] 35275->35276 35315 gini = 0.0 samples = 1 value = [0, 1] 35275->35315 35277 x7_GA <= 0.5 gini = 0.463 samples = 33 value = [21, 12] 35276->35277 35308 log_spend <= 8.584 gini = 0.49 samples = 7 value = [4, 3] 35276->35308 35278 x1_NJ <= 0.5 gini = 0.451 samples = 32 value = [21, 11] 35277->35278 35307 gini = 0.0 samples = 1 value = [0, 1] 35277->35307 35279 x14_7 <= 0.5 gini = 0.464 samples = 30 value = [19, 11] 35278->35279 35306 gini = 0.0 samples = 2 value = [2, 0] 35278->35306 35280 x7_IN <= 0.5 gini = 0.435 samples = 25 value = [17, 8] 35279->35280 35303 x7_CT <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35279->35303 35281 x1_MA <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 35280->35281 35302 gini = 0.0 samples = 2 value = [2, 0] 35280->35302 35282 x14_11 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 35281->35282 35301 gini = 0.375 samples = 4 value = [3, 1] 35281->35301 35283 x1_MN <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 35282->35283 35300 gini = 0.0 samples = 1 value = [1, 0] 35282->35300 35284 x1_TX <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 35283->35284 35291 x7_MI <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 35283->35291 35285 x1_WA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35284->35285 35290 gini = 0.0 samples = 2 value = [2, 0] 35284->35290 35286 x7_TN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35285->35286 35289 gini = 0.0 samples = 1 value = [0, 1] 35285->35289 35287 gini = 0.375 samples = 4 value = [3, 1] 35286->35287 35288 gini = 0.0 samples = 1 value = [1, 0] 35286->35288 35292 x7_WI <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 35291->35292 35299 gini = 0.0 samples = 2 value = [2, 0] 35291->35299 35293 x7_AZ <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35292->35293 35298 gini = 0.0 samples = 1 value = [0, 1] 35292->35298 35294 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35293->35294 35297 gini = 0.5 samples = 2 value = [1, 1] 35293->35297 35295 gini = 0.5 samples = 4 value = [2, 2] 35294->35295 35296 gini = 0.0 samples = 1 value = [0, 1] 35294->35296 35304 gini = 0.5 samples = 4 value = [2, 2] 35303->35304 35305 gini = 0.0 samples = 1 value = [0, 1] 35303->35305 35309 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35308->35309 35314 gini = 0.0 samples = 1 value = [0, 1] 35308->35314 35310 log_spend <= 5.808 gini = 0.32 samples = 5 value = [4, 1] 35309->35310 35313 gini = 0.0 samples = 1 value = [0, 1] 35309->35313 35311 gini = 0.0 samples = 2 value = [2, 0] 35310->35311 35312 gini = 0.444 samples = 3 value = [2, 1] 35310->35312 35320 x7_NY <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 35319->35320 35335 gini = 0.0 samples = 1 value = [0, 1] 35319->35335 35321 x7_IA <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 35320->35321 35334 gini = 0.0 samples = 1 value = [1, 0] 35320->35334 35322 x13_0 <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 35321->35322 35333 gini = 0.0 samples = 1 value = [1, 0] 35321->35333 35323 x7_AZ <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 35322->35323 35332 gini = 0.5 samples = 2 value = [1, 1] 35322->35332 35324 x13_4 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 35323->35324 35331 gini = 0.0 samples = 2 value = [2, 0] 35323->35331 35325 x13_1 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 35324->35325 35328 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35324->35328 35326 gini = 0.444 samples = 3 value = [2, 1] 35325->35326 35327 gini = 0.375 samples = 4 value = [3, 1] 35325->35327 35329 gini = 0.375 samples = 4 value = [3, 1] 35328->35329 35330 gini = 0.0 samples = 1 value = [1, 0] 35328->35330 35337 gini = 0.375 samples = 4 value = [3, 1] 35336->35337 35338 gini = 0.0 samples = 1 value = [1, 0] 35336->35338 35340 x1_NJ <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 35339->35340 35367 gini = 0.0 samples = 1 value = [0, 1] 35339->35367 35341 x7_PA <= 0.5 gini = 0.469 samples = 24 value = [9, 15] 35340->35341 35366 gini = 0.0 samples = 1 value = [0, 1] 35340->35366 35342 x7_NY <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 35341->35342 35365 gini = 0.0 samples = 1 value = [1, 0] 35341->35365 35343 x13_0 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 35342->35343 35364 gini = 0.0 samples = 2 value = [0, 2] 35342->35364 35344 x7_NC <= 0.5 gini = 0.48 samples = 20 value = [8, 12] 35343->35344 35363 gini = 0.0 samples = 1 value = [0, 1] 35343->35363 35345 x7_MA <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 35344->35345 35362 gini = 0.0 samples = 1 value = [1, 0] 35344->35362 35346 x17_other <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 35345->35346 35361 gini = 0.0 samples = 2 value = [2, 0] 35345->35361 35347 gini = 0.0 samples = 2 value = [0, 2] 35346->35347 35348 x13_2 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 35346->35348 35349 x1_MI <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 35348->35349 35360 gini = 0.0 samples = 2 value = [0, 2] 35348->35360 35350 x7_CA <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 35349->35350 35359 gini = 0.0 samples = 1 value = [0, 1] 35349->35359 35351 x7_CT <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 35350->35351 35358 gini = 0.5 samples = 2 value = [1, 1] 35350->35358 35352 log_spend <= 6.579 gini = 0.494 samples = 9 value = [4, 5] 35351->35352 35357 gini = 0.0 samples = 1 value = [0, 1] 35351->35357 35353 log_spend <= 5.879 gini = 0.444 samples = 6 value = [4, 2] 35352->35353 35356 gini = 0.0 samples = 3 value = [0, 3] 35352->35356 35354 gini = 0.444 samples = 3 value = [1, 2] 35353->35354 35355 gini = 0.0 samples = 3 value = [3, 0] 35353->35355 35369 x7_MN <= 0.5 gini = 0.432 samples = 38 value = [26, 12] 35368->35369 35396 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35368->35396 35370 x7_AK <= 0.5 gini = 0.438 samples = 37 value = [25, 12] 35369->35370 35395 gini = 0.0 samples = 1 value = [1, 0] 35369->35395 35371 x7_IL <= 0.5 gini = 0.451 samples = 35 value = [23, 12] 35370->35371 35394 gini = 0.0 samples = 2 value = [2, 0] 35370->35394 35372 x7_MA <= 0.5 gini = 0.444 samples = 33 value = [22, 11] 35371->35372 35393 gini = 0.5 samples = 2 value = [1, 1] 35371->35393 35373 x14_3 <= 0.5 gini = 0.437 samples = 31 value = [21, 10] 35372->35373 35392 gini = 0.5 samples = 2 value = [1, 1] 35372->35392 35374 x14_2 <= 0.5 gini = 0.453 samples = 26 value = [17, 9] 35373->35374 35389 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35373->35389 35375 log_spend <= 9.053 gini = 0.461 samples = 25 value = [16, 9] 35374->35375 35388 gini = 0.0 samples = 1 value = [1, 0] 35374->35388 35376 x7_VA <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 35375->35376 35387 gini = 0.0 samples = 6 value = [0, 6] 35375->35387 35377 x13_0 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 35376->35377 35386 gini = 0.5 samples = 2 value = [1, 1] 35376->35386 35378 x7_NH <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 35377->35378 35385 gini = 0.0 samples = 4 value = [4, 0] 35377->35385 35379 x14_9 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 35378->35379 35384 gini = 0.0 samples = 1 value = [1, 0] 35378->35384 35380 x13_4 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 35379->35380 35383 gini = 0.0 samples = 2 value = [2, 0] 35379->35383 35381 gini = 0.0 samples = 6 value = [6, 0] 35380->35381 35382 gini = 0.5 samples = 4 value = [2, 2] 35380->35382 35390 gini = 0.375 samples = 4 value = [3, 1] 35389->35390 35391 gini = 0.0 samples = 1 value = [1, 0] 35389->35391 35397 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35396->35397 35400 gini = 0.0 samples = 1 value = [1, 0] 35396->35400 35398 gini = 0.375 samples = 4 value = [3, 1] 35397->35398 35399 gini = 0.0 samples = 1 value = [1, 0] 35397->35399 35402 x14_6 <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 35401->35402 35423 gini = 0.0 samples = 4 value = [4, 0] 35401->35423 35403 x14_5 <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 35402->35403 35422 gini = 0.0 samples = 1 value = [1, 0] 35402->35422 35404 x1_UT <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 35403->35404 35421 gini = 0.0 samples = 3 value = [3, 0] 35403->35421 35405 x14_9 <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 35404->35405 35420 gini = 0.5 samples = 2 value = [1, 1] 35404->35420 35406 x1_IN <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 35405->35406 35419 gini = 0.0 samples = 1 value = [1, 0] 35405->35419 35407 x7_TX <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 35406->35407 35418 gini = 0.0 samples = 2 value = [2, 0] 35406->35418 35408 x14_12 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 35407->35408 35417 gini = 0.0 samples = 2 value = [2, 0] 35407->35417 35409 gini = 0.0 samples = 10 value = [10, 0] 35408->35409 35410 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 35408->35410 35411 x7_ND <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35410->35411 35416 gini = 0.0 samples = 1 value = [0, 1] 35410->35416 35412 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35411->35412 35415 gini = 0.0 samples = 1 value = [1, 0] 35411->35415 35413 gini = 0.375 samples = 4 value = [3, 1] 35412->35413 35414 gini = 0.0 samples = 1 value = [1, 0] 35412->35414 35425 x13_6 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 35424->35425 35434 gini = 0.0 samples = 2 value = [0, 2] 35424->35434 35426 x7_IA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 35425->35426 35433 gini = 0.0 samples = 2 value = [0, 2] 35425->35433 35427 x13_2 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 35426->35427 35432 gini = 0.0 samples = 1 value = [0, 1] 35426->35432 35428 x7_GA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35427->35428 35431 gini = 0.0 samples = 3 value = [0, 3] 35427->35431 35429 gini = 0.375 samples = 4 value = [1, 3] 35428->35429 35430 gini = 0.0 samples = 1 value = [0, 1] 35428->35430 35438 x13_1 <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 35437->35438 35455 x13_2 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 35437->35455 35439 x14_3 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 35438->35439 35452 x1_IN <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 35438->35452 35440 x1_TN <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 35439->35440 35451 gini = 0.0 samples = 1 value = [0, 1] 35439->35451 35441 x13_0 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 35440->35441 35450 gini = 0.0 samples = 1 value = [1, 0] 35440->35450 35442 x1_MI <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 35441->35442 35449 gini = 0.0 samples = 2 value = [2, 0] 35441->35449 35443 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35442->35443 35448 gini = 0.0 samples = 1 value = [0, 1] 35442->35448 35444 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 35443->35444 35447 gini = 0.0 samples = 1 value = [1, 0] 35443->35447 35445 gini = 0.375 samples = 4 value = [3, 1] 35444->35445 35446 gini = 0.0 samples = 1 value = [0, 1] 35444->35446 35453 gini = 0.0 samples = 6 value = [0, 6] 35452->35453 35454 gini = 0.0 samples = 1 value = [1, 0] 35452->35454 35456 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 35455->35456 35459 gini = 0.0 samples = 2 value = [2, 0] 35455->35459 35457 gini = 0.444 samples = 3 value = [1, 2] 35456->35457 35458 gini = 0.444 samples = 3 value = [1, 2] 35456->35458 35461 gini = 0.0 samples = 3 value = [0, 3] 35460->35461 35462 x13_4 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 35460->35462 35463 x14_7 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 35462->35463 35472 gini = 0.5 samples = 2 value = [1, 1] 35462->35472 35464 x1_MA <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 35463->35464 35471 gini = 0.0 samples = 4 value = [0, 4] 35463->35471 35465 x15_Other <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 35464->35465 35470 gini = 0.0 samples = 1 value = [0, 1] 35464->35470 35466 gini = 0.0 samples = 5 value = [0, 5] 35465->35466 35467 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35465->35467 35468 gini = 0.5 samples = 4 value = [2, 2] 35467->35468 35469 gini = 0.0 samples = 1 value = [0, 1] 35467->35469 35476 x14_6 <= 0.5 gini = 0.482 samples = 155 value = [92, 63] 35475->35476 35581 x15_Other <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 35475->35581 35477 x14_3 <= 0.5 gini = 0.491 samples = 138 value = [78, 60] 35476->35477 35572 x13_4 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 35476->35572 35478 x15_Other <= 0.5 gini = 0.489 samples = 120 value = [69, 51] 35477->35478 35557 x13_4 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 35477->35557 35479 log_spend <= 3.856 gini = 0.5 samples = 6 value = [3, 3] 35478->35479 35484 x17_sanofi <= 0.5 gini = 0.488 samples = 114 value = [66, 48] 35478->35484 35480 gini = 0.0 samples = 1 value = [0, 1] 35479->35480 35481 log_spend <= 6.802 gini = 0.48 samples = 5 value = [3, 2] 35479->35481 35482 gini = 0.375 samples = 4 value = [3, 1] 35481->35482 35483 gini = 0.0 samples = 1 value = [0, 1] 35481->35483 35485 x1_IN <= 0.5 gini = 0.489 samples = 113 value = [65, 48] 35484->35485 35556 gini = 0.0 samples = 1 value = [1, 0] 35484->35556 35486 x14_12 <= 0.5 gini = 0.497 samples = 97 value = [52, 45] 35485->35486 35551 log_spend <= 8.544 gini = 0.305 samples = 16 value = [13, 3] 35485->35551 35487 x14_10 <= 0.5 gini = 0.498 samples = 91 value = [48, 43] 35486->35487 35548 x1_MN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35486->35548 35488 x1_TX <= 0.5 gini = 0.5 samples = 78 value = [39, 39] 35487->35488 35541 x4_In-kind items and services <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 35487->35541 35489 x1_MI <= 0.5 gini = 0.499 samples = 75 value = [36, 39] 35488->35489 35540 gini = 0.0 samples = 3 value = [3, 0] 35488->35540 35490 x1_MN <= 0.5 gini = 0.497 samples = 72 value = [33, 39] 35489->35490 35539 gini = 0.0 samples = 3 value = [3, 0] 35489->35539 35491 x14_2 <= 0.5 gini = 0.499 samples = 46 value = [24, 22] 35490->35491 35522 x13_2 <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 35490->35522 35492 x1_TN <= 0.5 gini = 0.498 samples = 34 value = [18, 16] 35491->35492 35511 x1_DE <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 35491->35511 35493 x13_0 <= 0.5 gini = 0.499 samples = 31 value = [15, 16] 35492->35493 35510 gini = 0.0 samples = 3 value = [3, 0] 35492->35510 35494 x4_In-kind items and services <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 35493->35494 35503 x4_In-kind items and services <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 35493->35503 35495 x13_4 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 35494->35495 35502 gini = 0.0 samples = 8 value = [8, 0] 35494->35502 35496 x1_NY <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 35495->35496 35501 gini = 0.444 samples = 3 value = [2, 1] 35495->35501 35497 log_spend <= 5.25 gini = 0.408 samples = 7 value = [2, 5] 35496->35497 35500 gini = 0.5 samples = 2 value = [1, 1] 35496->35500 35498 gini = 0.0 samples = 2 value = [2, 0] 35497->35498 35499 gini = 0.0 samples = 5 value = [0, 5] 35497->35499 35504 x14_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 35503->35504 35509 gini = 0.0 samples = 1 value = [1, 0] 35503->35509 35505 x1_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 35504->35505 35508 gini = 0.0 samples = 3 value = [0, 3] 35504->35508 35506 gini = 0.0 samples = 1 value = [1, 0] 35505->35506 35507 gini = 0.0 samples = 6 value = [0, 6] 35505->35507 35512 x13_0 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 35511->35512 35521 gini = 0.0 samples = 1 value = [1, 0] 35511->35521 35513 x1_WI <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35512->35513 35518 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35512->35518 35514 x1_TN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35513->35514 35517 gini = 0.0 samples = 1 value = [0, 1] 35513->35517 35515 gini = 0.0 samples = 4 value = [4, 0] 35514->35515 35516 gini = 0.0 samples = 1 value = [0, 1] 35514->35516 35519 gini = 0.0 samples = 1 value = [1, 0] 35518->35519 35520 gini = 0.0 samples = 4 value = [0, 4] 35518->35520 35523 x14_5 <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 35522->35523 35534 x14_9 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35522->35534 35524 x4_Cash or cash equivalent <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 35523->35524 35531 log_spend <= 4.462 gini = 0.32 samples = 5 value = [1, 4] 35523->35531 35525 gini = 0.375 samples = 4 value = [3, 1] 35524->35525 35526 x14_9 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 35524->35526 35527 log_spend <= 4.647 gini = 0.278 samples = 6 value = [1, 5] 35526->35527 35530 gini = 0.375 samples = 4 value = [1, 3] 35526->35530 35528 gini = 0.0 samples = 1 value = [1, 0] 35527->35528 35529 gini = 0.0 samples = 5 value = [0, 5] 35527->35529 35532 gini = 0.0 samples = 1 value = [1, 0] 35531->35532 35533 gini = 0.0 samples = 4 value = [0, 4] 35531->35533 35535 log_spend <= 5.992 gini = 0.5 samples = 6 value = [3, 3] 35534->35535 35538 gini = 0.0 samples = 1 value = [0, 1] 35534->35538 35536 gini = 0.375 samples = 4 value = [3, 1] 35535->35536 35537 gini = 0.0 samples = 2 value = [0, 2] 35535->35537 35542 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35541->35542 35547 gini = 0.0 samples = 6 value = [6, 0] 35541->35547 35543 log_spend <= 4.799 gini = 0.48 samples = 5 value = [2, 3] 35542->35543 35546 gini = 0.5 samples = 2 value = [1, 1] 35542->35546 35544 gini = 0.0 samples = 1 value = [1, 0] 35543->35544 35545 gini = 0.375 samples = 4 value = [1, 3] 35543->35545 35549 gini = 0.0 samples = 2 value = [2, 0] 35548->35549 35550 gini = 0.5 samples = 4 value = [2, 2] 35548->35550 35552 gini = 0.0 samples = 11 value = [11, 0] 35551->35552 35553 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35551->35553 35554 gini = 0.0 samples = 3 value = [0, 3] 35553->35554 35555 gini = 0.0 samples = 2 value = [2, 0] 35553->35555 35558 log_spend <= 7.135 gini = 0.5 samples = 16 value = [8, 8] 35557->35558 35571 gini = 0.5 samples = 2 value = [1, 1] 35557->35571 35559 x1_TX <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 35558->35559 35570 gini = 0.0 samples = 6 value = [0, 6] 35558->35570 35560 x1_CO <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 35559->35560 35569 gini = 0.0 samples = 1 value = [1, 0] 35559->35569 35561 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 35560->35561 35568 gini = 0.0 samples = 1 value = [1, 0] 35560->35568 35562 x1_NJ <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35561->35562 35567 gini = 0.0 samples = 2 value = [2, 0] 35561->35567 35563 log_spend <= 6.04 gini = 0.48 samples = 5 value = [3, 2] 35562->35563 35566 gini = 0.0 samples = 1 value = [1, 0] 35562->35566 35564 gini = 0.444 samples = 3 value = [1, 2] 35563->35564 35565 gini = 0.0 samples = 2 value = [2, 0] 35563->35565 35573 x1_NJ <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 35572->35573 35580 gini = 0.0 samples = 5 value = [5, 0] 35572->35580 35574 x4_In-kind items and services <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 35573->35574 35579 gini = 0.0 samples = 1 value = [1, 0] 35573->35579 35575 x1_MI <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 35574->35575 35578 gini = 0.0 samples = 6 value = [6, 0] 35574->35578 35576 gini = 0.375 samples = 4 value = [1, 3] 35575->35576 35577 gini = 0.0 samples = 1 value = [1, 0] 35575->35577 35582 gini = 0.0 samples = 1 value = [1, 0] 35581->35582 35583 x13_1 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 35581->35583 35584 x13_4 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 35583->35584 35591 gini = 0.5 samples = 4 value = [2, 2] 35583->35591 35585 x4_In-kind items and services <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 35584->35585 35590 gini = 0.0 samples = 3 value = [3, 0] 35584->35590 35586 x1_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 35585->35586 35589 gini = 0.0 samples = 5 value = [5, 0] 35585->35589 35587 gini = 0.0 samples = 5 value = [0, 5] 35586->35587 35588 gini = 0.0 samples = 1 value = [1, 0] 35586->35588 35593 x1_MI <= 0.5 gini = 0.476 samples = 110 value = [67, 43] 35592->35593 35660 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35592->35660 35594 x15_ophthalmology <= 0.5 gini = 0.484 samples = 102 value = [60, 42] 35593->35594 35653 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 35593->35653 35595 x1_MA <= 0.5 gini = 0.492 samples = 96 value = [54, 42] 35594->35595 35652 gini = 0.0 samples = 6 value = [6, 0] 35594->35652 35596 x14_6 <= 0.5 gini = 0.49 samples = 79 value = [45, 34] 35595->35596 35637 x14_12 <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 35595->35637 35597 x14_12 <= 0.5 gini = 0.486 samples = 72 value = [42, 30] 35596->35597 35632 x1_WA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35596->35632 35598 x1_IN <= 0.5 gini = 0.48 samples = 65 value = [39, 26] 35597->35598 35629 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35597->35629 35599 log_spend <= 6.335 gini = 0.5 samples = 52 value = [26, 26] 35598->35599 35628 gini = 0.0 samples = 13 value = [13, 0] 35598->35628 35600 x14_11 <= 0.5 gini = 0.312 samples = 31 value = [25, 6] 35599->35600 35615 x1_TN <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 35599->35615 35601 x13_0 <= 0.5 gini = 0.328 samples = 29 value = [23, 6] 35600->35601 35614 gini = 0.0 samples = 2 value = [2, 0] 35600->35614 35602 x4_Cash or cash equivalent <= 0.5 gini = 0.355 samples = 26 value = [20, 6] 35601->35602 35613 gini = 0.0 samples = 3 value = [3, 0] 35601->35613 35603 x1_CO <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 35602->35603 35608 x1_NJ <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 35602->35608 35604 log_spend <= 5.309 gini = 0.198 samples = 18 value = [16, 2] 35603->35604 35607 gini = 0.0 samples = 1 value = [1, 0] 35603->35607 35605 gini = 0.0 samples = 16 value = [16, 0] 35604->35605 35606 gini = 0.0 samples = 2 value = [0, 2] 35604->35606 35609 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 35608->35609 35612 gini = 0.0 samples = 2 value = [0, 2] 35608->35612 35610 gini = 0.444 samples = 3 value = [2, 1] 35609->35610 35611 gini = 0.5 samples = 2 value = [1, 1] 35609->35611 35616 x1_CO <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 35615->35616 35627 gini = 0.0 samples = 11 value = [0, 11] 35615->35627 35617 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 35616->35617 35626 gini = 0.0 samples = 1 value = [0, 1] 35616->35626 35618 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 35617->35618 35625 gini = 0.0 samples = 2 value = [0, 2] 35617->35625 35619 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 35618->35619 35624 gini = 0.0 samples = 1 value = [0, 1] 35618->35624 35620 x1_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35619->35620 35623 gini = 0.0 samples = 1 value = [0, 1] 35619->35623 35621 gini = 0.0 samples = 4 value = [0, 4] 35620->35621 35622 gini = 0.0 samples = 1 value = [1, 0] 35620->35622 35630 gini = 0.5 samples = 4 value = [2, 2] 35629->35630 35631 gini = 0.444 samples = 3 value = [1, 2] 35629->35631 35633 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 35632->35633 35636 gini = 0.0 samples = 1 value = [0, 1] 35632->35636 35634 gini = 0.375 samples = 4 value = [1, 3] 35633->35634 35635 gini = 0.0 samples = 2 value = [2, 0] 35633->35635 35638 x13_1 <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 35637->35638 35651 gini = 0.5 samples = 2 value = [1, 1] 35637->35651 35639 x14_11 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 35638->35639 35646 x14_6 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 35638->35646 35640 log_spend <= 5.131 gini = 0.469 samples = 8 value = [5, 3] 35639->35640 35645 gini = 0.0 samples = 1 value = [0, 1] 35639->35645 35641 gini = 0.0 samples = 3 value = [3, 0] 35640->35641 35642 log_spend <= 6.005 gini = 0.48 samples = 5 value = [2, 3] 35640->35642 35643 gini = 0.0 samples = 1 value = [0, 1] 35642->35643 35644 gini = 0.5 samples = 4 value = [2, 2] 35642->35644 35647 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 35646->35647 35650 gini = 0.0 samples = 1 value = [0, 1] 35646->35650 35648 gini = 0.5 samples = 4 value = [2, 2] 35647->35648 35649 gini = 0.0 samples = 1 value = [1, 0] 35647->35649 35654 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35653->35654 35659 gini = 0.0 samples = 2 value = [2, 0] 35653->35659 35655 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35654->35655 35658 gini = 0.0 samples = 1 value = [1, 0] 35654->35658 35656 gini = 0.375 samples = 4 value = [3, 1] 35655->35656 35657 gini = 0.0 samples = 1 value = [1, 0] 35655->35657 35661 gini = 0.5 samples = 4 value = [2, 2] 35660->35661 35662 gini = 0.0 samples = 2 value = [2, 0] 35660->35662 35665 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 40 value = [19, 21] 35664->35665 35692 gini = 0.375 samples = 4 value = [1, 3] 35664->35692 35666 x15_Other <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 35665->35666 35671 x13_4 <= 0.5 gini = 0.33 samples = 24 value = [5, 19] 35665->35671 35667 gini = 0.0 samples = 4 value = [4, 0] 35666->35667 35668 log_spend <= 5.623 gini = 0.278 samples = 12 value = [10, 2] 35666->35668 35669 gini = 0.0 samples = 10 value = [10, 0] 35668->35669 35670 gini = 0.0 samples = 2 value = [0, 2] 35668->35670 35672 x13_6 <= 0.5 gini = 0.363 samples = 21 value = [5, 16] 35671->35672 35691 gini = 0.0 samples = 3 value = [0, 3] 35671->35691 35673 x14_9 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 35672->35673 35690 gini = 0.0 samples = 1 value = [1, 0] 35672->35690 35674 x15_ophthalmology <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 35673->35674 35689 gini = 0.5 samples = 2 value = [1, 1] 35673->35689 35675 x1_TX <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 35674->35675 35688 gini = 0.0 samples = 1 value = [1, 0] 35674->35688 35676 x14_5 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 35675->35676 35687 gini = 0.5 samples = 2 value = [1, 1] 35675->35687 35677 x14_6 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 35676->35677 35686 gini = 0.0 samples = 2 value = [0, 2] 35676->35686 35678 x1_MN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 35677->35678 35685 gini = 0.0 samples = 2 value = [0, 2] 35677->35685 35679 x14_12 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 35678->35679 35684 gini = 0.0 samples = 5 value = [0, 5] 35678->35684 35680 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35679->35680 35683 gini = 0.0 samples = 1 value = [0, 1] 35679->35683 35681 gini = 0.444 samples = 3 value = [1, 2] 35680->35681 35682 gini = 0.0 samples = 2 value = [0, 2] 35680->35682 35694 x14_12 <= 0.5 gini = 0.473 samples = 86 value = [33, 53] 35693->35694 35741 x1_UT <= 0.5 gini = 0.499 samples = 496 value = [261, 235] 35693->35741 35695 x13_0 <= 0.5 gini = 0.485 samples = 75 value = [31, 44] 35694->35695 35734 x13_1 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 35694->35734 35696 log_spend <= 5.572 gini = 0.375 samples = 32 value = [24, 8] 35695->35696 35717 x14_2 <= 0.5 gini = 0.273 samples = 43 value = [7, 36] 35695->35717 35697 x1_MA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 35696->35697 35706 x14_9 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 35696->35706 35698 x1_NJ <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 35697->35698 35705 gini = 0.0 samples = 1 value = [1, 0] 35697->35705 35699 x13_1 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 35698->35699 35704 gini = 0.0 samples = 9 value = [9, 0] 35698->35704 35700 log_spend <= 4.611 gini = 0.469 samples = 8 value = [5, 3] 35699->35700 35703 gini = 0.0 samples = 2 value = [2, 0] 35699->35703 35701 gini = 0.375 samples = 4 value = [1, 3] 35700->35701 35702 gini = 0.0 samples = 4 value = [4, 0] 35700->35702 35707 x1_MN <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 35706->35707 35716 gini = 0.0 samples = 1 value = [1, 0] 35706->35716 35708 x14_10 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 35707->35708 35715 gini = 0.0 samples = 2 value = [0, 2] 35707->35715 35709 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 35708->35709 35714 gini = 0.0 samples = 2 value = [0, 2] 35708->35714 35710 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35709->35710 35713 gini = 0.0 samples = 2 value = [2, 0] 35709->35713 35711 gini = 0.0 samples = 2 value = [2, 0] 35710->35711 35712 gini = 0.444 samples = 3 value = [2, 1] 35710->35712 35718 x1_NJ <= 0.5 gini = 0.278 samples = 42 value = [7, 35] 35717->35718 35733 gini = 0.0 samples = 1 value = [0, 1] 35717->35733 35719 x14_4 <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 35718->35719 35732 gini = 0.0 samples = 5 value = [5, 0] 35718->35732 35720 x14_8 <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 35719->35720 35731 gini = 0.0 samples = 5 value = [0, 5] 35719->35731 35721 x14_10 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 35720->35721 35730 gini = 0.0 samples = 1 value = [0, 1] 35720->35730 35722 x14_6 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 35721->35722 35729 gini = 0.5 samples = 2 value = [1, 1] 35721->35729 35723 x14_7 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 35722->35723 35728 gini = 0.0 samples = 6 value = [0, 6] 35722->35728 35724 log_spend <= 5.97 gini = 0.198 samples = 9 value = [1, 8] 35723->35724 35727 gini = 0.0 samples = 14 value = [0, 14] 35723->35727 35725 gini = 0.0 samples = 1 value = [1, 0] 35724->35725 35726 gini = 0.0 samples = 8 value = [0, 8] 35724->35726 35735 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35734->35735 35738 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 35734->35738 35736 gini = 0.0 samples = 1 value = [1, 0] 35735->35736 35737 gini = 0.0 samples = 4 value = [0, 4] 35735->35737 35739 gini = 0.0 samples = 5 value = [0, 5] 35738->35739 35740 gini = 0.0 samples = 1 value = [1, 0] 35738->35740 35742 x13_2 <= 0.5 gini = 0.499 samples = 493 value = [258, 235] 35741->35742 36009 gini = 0.0 samples = 3 value = [3, 0] 35741->36009 35743 x1_NH <= 0.5 gini = 0.498 samples = 382 value = [179, 203] 35742->35743 35952 x1_TX <= 0.5 gini = 0.41 samples = 111 value = [79, 32] 35742->35952 35744 x14_12 <= 0.5 gini = 0.498 samples = 381 value = [179, 202] 35743->35744 35951 gini = 0.0 samples = 1 value = [0, 1] 35743->35951 35745 x14_6 <= 0.5 gini = 0.498 samples = 350 value = [164, 186] 35744->35745 35932 x1_MA <= 0.5 gini = 0.499 samples = 31 value = [15, 16] 35744->35932 35746 log_spend <= 5.229 gini = 0.499 samples = 313 value = [150, 163] 35745->35746 35905 x1_MI <= 0.5 gini = 0.47 samples = 37 value = [14, 23] 35745->35905 35747 x1_NJ <= 0.5 gini = 0.233 samples = 126 value = [109, 17] 35746->35747 35808 x1_IN <= 0.5 gini = 0.342 samples = 187 value = [41, 146] 35746->35808 35748 x1_TX <= 0.5 gini = 0.198 samples = 117 value = [104, 13] 35747->35748 35799 x14_2 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 35747->35799 35749 x1_MA <= 0.5 gini = 0.202 samples = 114 value = [101, 13] 35748->35749 35798 gini = 0.0 samples = 3 value = [3, 0] 35748->35798 35750 x14_3 <= 0.5 gini = 0.073 samples = 79 value = [76, 3] 35749->35750 35775 x4_Cash or cash equivalent <= 0.5 gini = 0.408 samples = 35 value = [25, 10] 35749->35775 35751 x13_4 <= 0.5 gini = 0.083 samples = 69 value = [66, 3] 35750->35751 35774 gini = 0.0 samples = 10 value = [10, 0] 35750->35774 35752 x14_8 <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 35751->35752 35757 x1_CO <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 35751->35757 35753 gini = 0.0 samples = 35 value = [35, 0] 35752->35753 35754 x13_0 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35752->35754 35755 gini = 0.444 samples = 3 value = [2, 1] 35754->35755 35756 gini = 0.0 samples = 3 value = [3, 0] 35754->35756 35758 x14_5 <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 35757->35758 35773 gini = 0.0 samples = 1 value = [1, 0] 35757->35773 35759 x14_8 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 35758->35759 35770 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35758->35770 35760 x14_9 <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 35759->35760 35769 gini = 0.0 samples = 1 value = [1, 0] 35759->35769 35761 x14_4 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 35760->35761 35768 gini = 0.0 samples = 3 value = [3, 0] 35760->35768 35762 x4_Cash or cash equivalent <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 35761->35762 35767 gini = 0.0 samples = 1 value = [1, 0] 35761->35767 35763 gini = 0.0 samples = 12 value = [12, 0] 35762->35763 35764 x1_IN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35762->35764 35765 gini = 0.0 samples = 4 value = [4, 0] 35764->35765 35766 gini = 0.0 samples = 1 value = [0, 1] 35764->35766 35771 gini = 0.0 samples = 2 value = [2, 0] 35770->35771 35772 gini = 0.444 samples = 3 value = [2, 1] 35770->35772 35776 x13_1 <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 35775->35776 35793 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 35775->35793 35777 x13_6 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 35776->35777 35782 x14_11 <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 35776->35782 35778 log_spend <= 4.844 gini = 0.153 samples = 12 value = [11, 1] 35777->35778 35781 gini = 0.0 samples = 1 value = [1, 0] 35777->35781 35779 gini = 0.0 samples = 9 value = [9, 0] 35778->35779 35780 gini = 0.444 samples = 3 value = [2, 1] 35778->35780 35783 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 35782->35783 35792 gini = 0.375 samples = 4 value = [3, 1] 35782->35792 35784 x14_2 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 35783->35784 35791 gini = 0.0 samples = 1 value = [1, 0] 35783->35791 35785 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35784->35785 35790 gini = 0.0 samples = 3 value = [3, 0] 35784->35790 35786 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35785->35786 35789 gini = 0.0 samples = 1 value = [1, 0] 35785->35789 35787 gini = 0.375 samples = 4 value = [3, 1] 35786->35787 35788 gini = 0.0 samples = 1 value = [1, 0] 35786->35788 35794 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 35793->35794 35797 gini = 0.0 samples = 1 value = [0, 1] 35793->35797 35795 gini = 0.0 samples = 6 value = [0, 6] 35794->35795 35796 gini = 0.0 samples = 1 value = [1, 0] 35794->35796 35800 x13_1 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 35799->35800 35807 gini = 0.0 samples = 1 value = [1, 0] 35799->35807 35801 x14_9 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 35800->35801 35806 gini = 0.0 samples = 2 value = [2, 0] 35800->35806 35802 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35801->35802 35805 gini = 0.0 samples = 1 value = [1, 0] 35801->35805 35803 gini = 0.5 samples = 2 value = [1, 1] 35802->35803 35804 gini = 0.0 samples = 3 value = [0, 3] 35802->35804 35809 x14_9 <= 0.5 gini = 0.332 samples = 176 value = [37, 139] 35808->35809 35900 x13_1 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 35808->35900 35810 x1_CT <= 0.5 gini = 0.332 samples = 157 value = [33, 124] 35809->35810 35887 x1_WA <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 35809->35887 35811 x4_Cash or cash equivalent <= 0.5 gini = 0.326 samples = 156 value = [32, 124] 35810->35811 35886 gini = 0.0 samples = 1 value = [1, 0] 35810->35886 35812 x1_TX <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 35811->35812 35829 x14_4 <= 0.5 gini = 0.224 samples = 132 value = [17, 115] 35811->35829 35813 x14_10 <= 0.5 gini = 0.483 samples = 22 value = [13, 9] 35812->35813 35828 gini = 0.0 samples = 2 value = [2, 0] 35812->35828 35814 x14_7 <= 0.5 gini = 0.444 samples = 18 value = [12, 6] 35813->35814 35827 gini = 0.375 samples = 4 value = [1, 3] 35813->35827 35815 x14_4 <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 35814->35815 35826 gini = 0.0 samples = 1 value = [1, 0] 35814->35826 35816 x1_MA <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 35815->35816 35825 gini = 0.444 samples = 3 value = [1, 2] 35815->35825 35817 gini = 0.0 samples = 5 value = [5, 0] 35816->35817 35818 x13_0 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 35816->35818 35819 log_spend <= 6.26 gini = 0.5 samples = 8 value = [4, 4] 35818->35819 35824 gini = 0.0 samples = 1 value = [1, 0] 35818->35824 35820 gini = 0.0 samples = 3 value = [3, 0] 35819->35820 35821 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35819->35821 35822 gini = 0.0 samples = 3 value = [0, 3] 35821->35822 35823 gini = 0.5 samples = 2 value = [1, 1] 35821->35823 35830 x1_CO <= 0.5 gini = 0.229 samples = 121 value = [16, 105] 35829->35830 35881 x1_MN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 35829->35881 35831 x3_No <= 0.5 gini = 0.231 samples = 120 value = [16, 104] 35830->35831 35880 gini = 0.0 samples = 1 value = [0, 1] 35830->35880 35832 gini = 0.0 samples = 1 value = [0, 1] 35831->35832 35833 x13_1 <= 0.5 gini = 0.233 samples = 119 value = [16, 103] 35831->35833 35834 x1_MI <= 0.5 gini = 0.217 samples = 97 value = [12, 85] 35833->35834 35863 x1_WA <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 35833->35863 35835 x14_2 <= 0.5 gini = 0.188 samples = 95 value = [10, 85] 35834->35835 35862 gini = 0.0 samples = 2 value = [2, 0] 35834->35862 35836 x13_6 <= 0.5 gini = 0.206 samples = 86 value = [10, 76] 35835->35836 35861 gini = 0.0 samples = 9 value = [0, 9] 35835->35861 35837 x14_8 <= 0.5 gini = 0.189 samples = 85 value = [9, 76] 35836->35837 35860 gini = 0.0 samples = 1 value = [1, 0] 35836->35860 35838 log_spend <= 10.184 gini = 0.219 samples = 72 value = [9, 63] 35837->35838 35859 gini = 0.0 samples = 13 value = [0, 13] 35837->35859 35839 x14_11 <= 0.5 gini = 0.182 samples = 69 value = [7, 62] 35838->35839 35858 gini = 0.444 samples = 3 value = [2, 1] 35838->35858 35840 x13_0 <= 0.5 gini = 0.16 samples = 57 value = [5, 52] 35839->35840 35855 x13_4 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 35839->35855 35841 x1_NJ <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 35840->35841 35848 x1_MA <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 35840->35848 35842 x1_MA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 35841->35842 35847 gini = 0.5 samples = 2 value = [1, 1] 35841->35847 35843 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35842->35843 35846 gini = 0.0 samples = 3 value = [0, 3] 35842->35846 35844 gini = 0.0 samples = 2 value = [0, 2] 35843->35844 35845 gini = 0.444 samples = 3 value = [1, 2] 35843->35845 35849 log_spend <= 6.888 gini = 0.469 samples = 8 value = [3, 5] 35848->35849 35854 gini = 0.0 samples = 39 value = [0, 39] 35848->35854 35850 gini = 0.444 samples = 3 value = [2, 1] 35849->35850 35851 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 35849->35851 35852 gini = 0.5 samples = 2 value = [1, 1] 35851->35852 35853 gini = 0.0 samples = 3 value = [0, 3] 35851->35853 35856 gini = 0.0 samples = 9 value = [0, 9] 35855->35856 35857 gini = 0.444 samples = 3 value = [2, 1] 35855->35857 35864 x1_MI <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 35863->35864 35879 gini = 0.0 samples = 2 value = [0, 2] 35863->35879 35865 x1_NJ <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 35864->35865 35878 gini = 0.0 samples = 1 value = [1, 0] 35864->35878 35866 log_spend <= 8.976 gini = 0.278 samples = 18 value = [3, 15] 35865->35866 35877 gini = 0.0 samples = 1 value = [0, 1] 35865->35877 35867 x1_TX <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 35866->35867 35876 gini = 0.0 samples = 6 value = [0, 6] 35866->35876 35868 x14_8 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 35867->35868 35875 gini = 0.5 samples = 2 value = [1, 1] 35867->35875 35869 x14_5 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 35868->35869 35874 gini = 0.0 samples = 2 value = [0, 2] 35868->35874 35870 x1_MN <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 35869->35870 35873 gini = 0.0 samples = 1 value = [0, 1] 35869->35873 35871 gini = 0.5 samples = 4 value = [2, 2] 35870->35871 35872 gini = 0.0 samples = 3 value = [0, 3] 35870->35872 35882 log_spend <= 5.784 gini = 0.219 samples = 8 value = [1, 7] 35881->35882 35885 gini = 0.0 samples = 3 value = [0, 3] 35881->35885 35883 gini = 0.0 samples = 4 value = [0, 4] 35882->35883 35884 gini = 0.375 samples = 4 value = [1, 3] 35882->35884 35888 x13_4 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 35887->35888 35899 gini = 0.0 samples = 1 value = [0, 1] 35887->35899 35889 x1_WI <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 35888->35889 35898 gini = 0.5 samples = 4 value = [2, 2] 35888->35898 35890 x13_6 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 35889->35890 35897 gini = 0.0 samples = 1 value = [0, 1] 35889->35897 35891 x13_1 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 35890->35891 35896 gini = 0.0 samples = 1 value = [1, 0] 35890->35896 35892 log_spend <= 6.629 gini = 0.32 samples = 5 value = [1, 4] 35891->35892 35895 gini = 0.0 samples = 7 value = [0, 7] 35891->35895 35893 gini = 0.0 samples = 2 value = [0, 2] 35892->35893 35894 gini = 0.444 samples = 3 value = [1, 2] 35892->35894 35901 x13_0 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 35900->35901 35904 gini = 0.0 samples = 4 value = [0, 4] 35900->35904 35902 gini = 0.375 samples = 4 value = [3, 1] 35901->35902 35903 gini = 0.444 samples = 3 value = [1, 2] 35901->35903 35906 x1_WA <= 0.5 gini = 0.467 samples = 35 value = [13, 22] 35905->35906 35931 gini = 0.5 samples = 2 value = [1, 1] 35905->35931 35907 x4_Cash or cash equivalent <= 0.5 gini = 0.472 samples = 34 value = [13, 21] 35906->35907 35930 gini = 0.0 samples = 1 value = [0, 1] 35906->35930 35908 x1_NJ <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 35907->35908 35919 x13_6 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 35907->35919 35909 x1_MN <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 35908->35909 35918 gini = 0.0 samples = 1 value = [1, 0] 35908->35918 35910 x1_MA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 35909->35910 35915 log_spend <= 6.196 gini = 0.48 samples = 5 value = [3, 2] 35909->35915 35911 gini = 0.0 samples = 1 value = [1, 0] 35910->35911 35912 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35910->35912 35913 gini = 0.444 samples = 3 value = [2, 1] 35912->35913 35914 gini = 0.0 samples = 2 value = [2, 0] 35912->35914 35916 gini = 0.0 samples = 3 value = [3, 0] 35915->35916 35917 gini = 0.0 samples = 2 value = [0, 2] 35915->35917 35920 x1_NJ <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 35919->35920 35929 gini = 0.0 samples = 1 value = [1, 0] 35919->35929 35921 x13_1 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 35920->35921 35928 gini = 0.0 samples = 2 value = [0, 2] 35920->35928 35922 x1_MA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 35921->35922 35925 x1_MN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 35921->35925 35923 gini = 0.375 samples = 4 value = [1, 3] 35922->35923 35924 gini = 0.0 samples = 9 value = [0, 9] 35922->35924 35926 gini = 0.444 samples = 3 value = [1, 2] 35925->35926 35927 gini = 0.444 samples = 3 value = [1, 2] 35925->35927 35933 x1_MI <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 35932->35933 35944 x13_1 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 35932->35944 35934 x1_MN <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 35933->35934 35943 gini = 0.0 samples = 2 value = [2, 0] 35933->35943 35935 x13_4 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 35934->35935 35940 log_spend <= 5.358 gini = 0.245 samples = 7 value = [6, 1] 35934->35940 35936 log_spend <= 4.984 gini = 0.219 samples = 8 value = [1, 7] 35935->35936 35939 gini = 0.444 samples = 3 value = [2, 1] 35935->35939 35937 gini = 0.0 samples = 1 value = [1, 0] 35936->35937 35938 gini = 0.0 samples = 7 value = [0, 7] 35936->35938 35941 gini = 0.0 samples = 4 value = [4, 0] 35940->35941 35942 gini = 0.444 samples = 3 value = [2, 1] 35940->35942 35945 x13_0 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 35944->35945 35950 gini = 0.0 samples = 1 value = [1, 0] 35944->35950 35946 gini = 0.444 samples = 3 value = [2, 1] 35945->35946 35947 log_spend <= 4.79 gini = 0.245 samples = 7 value = [1, 6] 35945->35947 35948 gini = 0.0 samples = 1 value = [1, 0] 35947->35948 35949 gini = 0.0 samples = 6 value = [0, 6] 35947->35949 35953 x1_MN <= 0.5 gini = 0.404 samples = 107 value = [77, 30] 35952->35953 36008 gini = 0.5 samples = 4 value = [2, 2] 35952->36008 35954 x14_3 <= 0.5 gini = 0.316 samples = 66 value = [53, 13] 35953->35954 35983 x14_8 <= 0.5 gini = 0.485 samples = 41 value = [24, 17] 35953->35983 35955 x1_IN <= 0.5 gini = 0.303 samples = 59 value = [48, 11] 35954->35955 35978 x1_IN <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 35954->35978 35956 x1_AL <= 0.5 gini = 0.298 samples = 44 value = [36, 8] 35955->35956 35973 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 35955->35973 35957 log_spend <= 6.753 gini = 0.303 samples = 43 value = [35, 8] 35956->35957 35972 gini = 0.0 samples = 1 value = [1, 0] 35956->35972 35958 x1_TN <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 35957->35958 35963 x14_6 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 35957->35963 35959 log_spend <= 5.259 gini = 0.062 samples = 31 value = [30, 1] 35958->35959 35962 gini = 0.0 samples = 2 value = [2, 0] 35958->35962 35960 gini = 0.0 samples = 27 value = [27, 0] 35959->35960 35961 gini = 0.375 samples = 4 value = [3, 1] 35959->35961 35964 x1_MI <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 35963->35964 35971 gini = 0.0 samples = 1 value = [0, 1] 35963->35971 35965 x1_MA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 35964->35965 35970 gini = 0.0 samples = 1 value = [0, 1] 35964->35970 35966 gini = 0.5 samples = 2 value = [1, 1] 35965->35966 35967 x14_12 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 35965->35967 35968 gini = 0.375 samples = 4 value = [1, 3] 35967->35968 35969 gini = 0.5 samples = 2 value = [1, 1] 35967->35969 35974 log_spend <= 5.84 gini = 0.469 samples = 8 value = [5, 3] 35973->35974 35977 gini = 0.0 samples = 7 value = [7, 0] 35973->35977 35975 gini = 0.0 samples = 4 value = [4, 0] 35974->35975 35976 gini = 0.375 samples = 4 value = [1, 3] 35974->35976 35979 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 35978->35979 35982 gini = 0.0 samples = 1 value = [1, 0] 35978->35982 35980 gini = 0.5 samples = 2 value = [1, 1] 35979->35980 35981 gini = 0.375 samples = 4 value = [3, 1] 35979->35981 35984 x14_11 <= 0.5 gini = 0.494 samples = 36 value = [20, 16] 35983->35984 36005 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35983->36005 35985 x14_12 <= 0.5 gini = 0.492 samples = 32 value = [18, 14] 35984->35985 36004 gini = 0.5 samples = 4 value = [2, 2] 35984->36004 35986 x14_3 <= 0.5 gini = 0.495 samples = 29 value = [16, 13] 35985->35986 36003 gini = 0.444 samples = 3 value = [2, 1] 35985->36003 35987 x14_6 <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 35986->35987 36002 gini = 0.5 samples = 4 value = [2, 2] 35986->36002 35988 x14_10 <= 0.5 gini = 0.496 samples = 22 value = [12, 10] 35987->35988 36001 gini = 0.444 samples = 3 value = [2, 1] 35987->36001 35989 x14_2 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 35988->35989 36000 gini = 0.375 samples = 4 value = [3, 1] 35988->36000 35990 x14_4 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 35989->35990 35997 log_spend <= 6.711 gini = 0.278 samples = 6 value = [1, 5] 35989->35997 35991 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 35990->35991 35994 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 35990->35994 35992 gini = 0.444 samples = 3 value = [2, 1] 35991->35992 35993 gini = 0.0 samples = 2 value = [2, 0] 35991->35993 35995 gini = 0.0 samples = 3 value = [0, 3] 35994->35995 35996 gini = 0.0 samples = 4 value = [4, 0] 35994->35996 35998 gini = 0.0 samples = 1 value = [1, 0] 35997->35998 35999 gini = 0.0 samples = 5 value = [0, 5] 35997->35999 36006 gini = 0.0 samples = 4 value = [4, 0] 36005->36006 36007 gini = 0.0 samples = 1 value = [0, 1] 36005->36007 36011 x1_IN <= 0.5 gini = 0.499 samples = 2243 value = [1172, 1071] 36010->36011 37360 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 36010->37360 36012 x14_7 <= 0.5 gini = 0.499 samples = 1982 value = [1027, 955] 36011->36012 37247 x7_MA <= 0.5 gini = 0.494 samples = 261 value = [145, 116] 36011->37247 36013 x7_TN <= 0.5 gini = 0.498 samples = 1816 value = [963, 853] 36012->36013 37150 x4_Cash or cash equivalent <= 0.5 gini = 0.474 samples = 166 value = [64, 102] 36012->37150 36014 x7_NJ <= 0.5 gini = 0.498 samples = 1785 value = [954, 831] 36013->36014 37125 x15_ophthalmology <= 0.5 gini = 0.412 samples = 31 value = [9, 22] 36013->37125 36015 x15_Other <= 0.5 gini = 0.498 samples = 1731 value = [922, 809] 36014->36015 37106 x14_12 <= 0.5 gini = 0.483 samples = 54 value = [32, 22] 36014->37106 36016 x7_LA <= 0.5 gini = 0.424 samples = 118 value = [82, 36] 36015->36016 36113 x14_12 <= 0.5 gini = 0.499 samples = 1613 value = [840, 773] 36015->36113 36017 x14_10 <= 0.5 gini = 0.428 samples = 116 value = [80, 36] 36016->36017 36112 gini = 0.0 samples = 2 value = [2, 0] 36016->36112 36018 x4_In-kind items and services <= 0.5 gini = 0.449 samples = 91 value = [60, 31] 36017->36018 36087 x15_ophthalmology <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 36017->36087 36019 x14_5 <= 0.5 gini = 0.499 samples = 40 value = [19, 21] 36018->36019 36048 x7_MO <= 0.5 gini = 0.315 samples = 51 value = [41, 10] 36018->36048 36020 x7_MN <= 0.5 gini = 0.49 samples = 35 value = [15, 20] 36019->36020 36045 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36019->36045 36021 x7_CA <= 0.5 gini = 0.489 samples = 33 value = [14, 19] 36020->36021 36044 gini = 0.5 samples = 2 value = [1, 1] 36020->36044 36022 x7_MO <= 0.5 gini = 0.48 samples = 30 value = [12, 18] 36021->36022 36043 gini = 0.444 samples = 3 value = [2, 1] 36021->36043 36023 x14_2 <= 0.5 gini = 0.459 samples = 28 value = [10, 18] 36022->36023 36042 gini = 0.0 samples = 2 value = [2, 0] 36022->36042 36024 x15_ophthalmology <= 0.5 gini = 0.473 samples = 26 value = [10, 16] 36023->36024 36041 gini = 0.0 samples = 2 value = [0, 2] 36023->36041 36025 gini = 0.0 samples = 8 value = [0, 8] 36024->36025 36026 x7_MD <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 36024->36026 36027 x7_FL <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 36026->36027 36040 gini = 0.0 samples = 1 value = [1, 0] 36026->36040 36028 x7_KS <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 36027->36028 36039 gini = 0.444 samples = 3 value = [2, 1] 36027->36039 36029 x7_CO <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 36028->36029 36038 gini = 0.0 samples = 1 value = [1, 0] 36028->36038 36030 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 36029->36030 36037 gini = 0.0 samples = 6 value = [0, 6] 36029->36037 36031 x1_TX <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 36030->36031 36036 gini = 0.0 samples = 1 value = [1, 0] 36030->36036 36032 x7_AZ <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36031->36032 36035 gini = 0.0 samples = 1 value = [1, 0] 36031->36035 36033 gini = 0.375 samples = 4 value = [3, 1] 36032->36033 36034 gini = 0.0 samples = 1 value = [1, 0] 36032->36034 36046 gini = 0.375 samples = 4 value = [3, 1] 36045->36046 36047 gini = 0.0 samples = 1 value = [1, 0] 36045->36047 36049 x7_TX <= 0.5 gini = 0.32 samples = 50 value = [40, 10] 36048->36049 36086 gini = 0.0 samples = 1 value = [1, 0] 36048->36086 36050 x7_ID <= 0.5 gini = 0.258 samples = 46 value = [39, 7] 36049->36050 36085 gini = 0.375 samples = 4 value = [1, 3] 36049->36085 36051 x14_5 <= 0.5 gini = 0.263 samples = 45 value = [38, 7] 36050->36051 36084 gini = 0.0 samples = 1 value = [1, 0] 36050->36084 36052 x7_UT <= 0.5 gini = 0.273 samples = 43 value = [36, 7] 36051->36052 36083 gini = 0.0 samples = 2 value = [2, 0] 36051->36083 36053 x7_RI <= 0.5 gini = 0.278 samples = 42 value = [35, 7] 36052->36053 36082 gini = 0.0 samples = 1 value = [1, 0] 36052->36082 36054 x14_11 <= 0.5 gini = 0.283 samples = 41 value = [34, 7] 36053->36054 36081 gini = 0.0 samples = 1 value = [1, 0] 36053->36081 36055 x7_KS <= 0.5 gini = 0.289 samples = 40 value = [33, 7] 36054->36055 36080 gini = 0.0 samples = 1 value = [1, 0] 36054->36080 36056 x7_AR <= 0.5 gini = 0.234 samples = 37 value = [32, 5] 36055->36056 36079 gini = 0.444 samples = 3 value = [1, 2] 36055->36079 36057 x14_12 <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 36056->36057 36078 gini = 0.0 samples = 1 value = [1, 0] 36056->36078 36058 x7_CA <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 36057->36058 36073 x7_MI <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 36057->36073 36059 x7_IA <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 36058->36059 36072 gini = 0.0 samples = 4 value = [4, 0] 36058->36072 36060 x7_IN <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 36059->36060 36071 gini = 0.0 samples = 1 value = [1, 0] 36059->36071 36061 x14_6 <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 36060->36061 36070 gini = 0.0 samples = 1 value = [1, 0] 36060->36070 36062 log_spend <= 4.318 gini = 0.091 samples = 21 value = [20, 1] 36061->36062 36069 gini = 0.0 samples = 1 value = [1, 0] 36061->36069 36063 x14_8 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 36062->36063 36068 gini = 0.0 samples = 11 value = [11, 0] 36062->36068 36064 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 36063->36064 36067 gini = 0.0 samples = 2 value = [2, 0] 36063->36067 36065 gini = 0.375 samples = 4 value = [3, 1] 36064->36065 36066 gini = 0.0 samples = 4 value = [4, 0] 36064->36066 36074 log_spend <= 5.295 gini = 0.49 samples = 7 value = [3, 4] 36073->36074 36077 gini = 0.0 samples = 1 value = [1, 0] 36073->36077 36075 gini = 0.375 samples = 4 value = [3, 1] 36074->36075 36076 gini = 0.0 samples = 3 value = [0, 3] 36074->36076 36088 gini = 0.0 samples = 1 value = [0, 1] 36087->36088 36089 x7_MI <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 36087->36089 36090 x4_Cash or cash equivalent <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 36089->36090 36111 gini = 0.0 samples = 1 value = [0, 1] 36089->36111 36091 x7_IL <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 36090->36091 36110 gini = 0.0 samples = 2 value = [2, 0] 36090->36110 36092 x7_CA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 36091->36092 36109 gini = 0.0 samples = 1 value = [1, 0] 36091->36109 36093 x7_CO <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 36092->36093 36108 gini = 0.0 samples = 1 value = [1, 0] 36092->36108 36094 x7_MD <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 36093->36094 36107 gini = 0.0 samples = 1 value = [1, 0] 36093->36107 36095 x7_FL <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 36094->36095 36106 gini = 0.0 samples = 1 value = [1, 0] 36094->36106 36096 log_spend <= 3.718 gini = 0.305 samples = 16 value = [13, 3] 36095->36096 36105 gini = 0.0 samples = 1 value = [1, 0] 36095->36105 36097 gini = 0.0 samples = 2 value = [0, 2] 36096->36097 36098 x7_MO <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 36096->36098 36099 x7_HI <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 36098->36099 36104 gini = 0.0 samples = 1 value = [1, 0] 36098->36104 36100 x1_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 36099->36100 36103 gini = 0.0 samples = 1 value = [1, 0] 36099->36103 36101 gini = 0.0 samples = 10 value = [10, 0] 36100->36101 36102 gini = 0.5 samples = 2 value = [1, 1] 36100->36102 36114 x7_IN <= 0.5 gini = 0.498 samples = 1496 value = [793, 703] 36113->36114 37025 x7_MT <= 0.5 gini = 0.481 samples = 117 value = [47, 70] 36113->37025 36115 x1_MA <= 0.5 gini = 0.498 samples = 1470 value = [778, 692] 36114->36115 37004 x14_6 <= 0.5 gini = 0.488 samples = 26 value = [15, 11] 36114->37004 36116 x1_NV <= 0.5 gini = 0.5 samples = 1229 value = [612, 617] 36115->36116 36853 x7_VT <= 0.5 gini = 0.429 samples = 241 value = [166, 75] 36115->36853 36117 x1_OR <= 0.5 gini = 0.5 samples = 1228 value = [611, 617] 36116->36117 36852 gini = 0.0 samples = 1 value = [1, 0] 36116->36852 36118 x7_MI <= 0.5 gini = 0.5 samples = 1216 value = [600, 616] 36117->36118 36849 log_spend <= 4.984 gini = 0.153 samples = 12 value = [11, 1] 36117->36849 36119 x7_ME <= 0.5 gini = 0.5 samples = 1175 value = [579, 596] 36118->36119 36822 x14_4 <= 0.5 gini = 0.5 samples = 41 value = [21, 20] 36118->36822 36120 x1_NH <= 0.5 gini = 0.5 samples = 1172 value = [577, 595] 36119->36120 36821 gini = 0.444 samples = 3 value = [2, 1] 36119->36821 36121 x7_MO <= 0.5 gini = 0.5 samples = 1170 value = [577, 593] 36120->36121 36820 gini = 0.0 samples = 2 value = [0, 2] 36120->36820 36122 x7_MT <= 0.5 gini = 0.5 samples = 1136 value = [567, 569] 36121->36122 36799 x14_3 <= 0.5 gini = 0.415 samples = 34 value = [10, 24] 36121->36799 36123 x7_CO <= 0.5 gini = 0.5 samples = 1134 value = [565, 569] 36122->36123 36798 gini = 0.0 samples = 2 value = [2, 0] 36122->36798 36124 x7_AL <= 0.5 gini = 0.5 samples = 1107 value = [546, 561] 36123->36124 36777 x1_TN <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 36123->36777 36125 x7_LA <= 0.5 gini = 0.5 samples = 1098 value = [540, 558] 36124->36125 36772 x1_MN <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 36124->36772 36126 x7_PR <= 0.5 gini = 0.5 samples = 1078 value = [528, 550] 36125->36126 36759 x14_4 <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 36125->36759 36127 x7_AK <= 0.5 gini = 0.5 samples = 1076 value = [528, 548] 36126->36127 36758 gini = 0.0 samples = 2 value = [0, 2] 36126->36758 36128 log_spend <= 5.519 gini = 0.5 samples = 1071 value = [528, 543] 36127->36128 36757 gini = 0.0 samples = 5 value = [0, 5] 36127->36757 36129 x7_CA <= 0.5 gini = 0.207 samples = 444 value = [392, 52] 36128->36129 36346 x7_TX <= 0.5 gini = 0.34 samples = 627 value = [136, 491] 36128->36346 36130 x7_FL <= 0.5 gini = 0.217 samples = 388 value = [340, 48] 36129->36130 36319 x14_5 <= 0.5 gini = 0.133 samples = 56 value = [52, 4] 36129->36319 36131 x14_5 <= 0.5 gini = 0.213 samples = 347 value = [305, 42] 36130->36131 36294 x1_DE <= 0.5 gini = 0.25 samples = 41 value = [35, 6] 36130->36294 36132 x1_UT <= 0.5 gini = 0.22 samples = 302 value = [264, 38] 36131->36132 36261 x1_AL <= 0.5 gini = 0.162 samples = 45 value = [41, 4] 36131->36261 36133 x1_NJ <= 0.5 gini = 0.217 samples = 299 value = [262, 37] 36132->36133 36260 gini = 0.444 samples = 3 value = [2, 1] 36132->36260 36134 x7_DE <= 0.5 gini = 0.186 samples = 279 value = [250, 29] 36133->36134 36243 x14_2 <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 36133->36243 36135 x14_9 <= 0.5 gini = 0.187 samples = 278 value = [249, 29] 36134->36135 36242 gini = 0.0 samples = 1 value = [1, 0] 36134->36242 36136 x4_In-kind items and services <= 0.5 gini = 0.174 samples = 239 value = [216, 23] 36135->36136 36217 x1_WA <= 0.5 gini = 0.26 samples = 39 value = [33, 6] 36135->36217 36137 x14_11 <= 0.5 gini = 0.329 samples = 106 value = [84, 22] 36136->36137 36204 log_spend <= 4.11 gini = 0.015 samples = 133 value = [132, 1] 36136->36204 36138 x7_NY <= 0.5 gini = 0.299 samples = 93 value = [76, 17] 36137->36138 36191 x7_NY <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 36137->36191 36139 x14_6 <= 0.5 gini = 0.299 samples = 82 value = [67, 15] 36138->36139 36188 log_spend <= 4.445 gini = 0.298 samples = 11 value = [9, 2] 36138->36188 36140 log_spend <= 5.13 gini = 0.354 samples = 61 value = [47, 14] 36139->36140 36181 x7_AZ <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 36139->36181 36141 x7_NE <= 0.5 gini = 0.278 samples = 54 value = [45, 9] 36140->36141 36174 x7_WV <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 36140->36174 36142 x7_MA <= 0.5 gini = 0.282 samples = 53 value = [44, 9] 36141->36142 36173 gini = 0.0 samples = 1 value = [1, 0] 36141->36173 36143 x1_MN <= 0.5 gini = 0.249 samples = 48 value = [41, 7] 36142->36143 36170 log_spend <= 4.747 gini = 0.48 samples = 5 value = [3, 2] 36142->36170 36144 x14_8 <= 0.5 gini = 0.062 samples = 31 value = [30, 1] 36143->36144 36155 x7_NC <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 36143->36155 36145 x7_PA <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 36144->36145 36154 gini = 0.0 samples = 5 value = [5, 0] 36144->36154 36146 x7_NC <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 36145->36146 36153 gini = 0.0 samples = 4 value = [4, 0] 36145->36153 36147 x1_MI <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 36146->36147 36152 gini = 0.0 samples = 1 value = [1, 0] 36146->36152 36148 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36147->36148 36151 gini = 0.0 samples = 16 value = [16, 0] 36147->36151 36149 gini = 0.0 samples = 3 value = [3, 0] 36148->36149 36150 gini = 0.5 samples = 2 value = [1, 1] 36148->36150 36156 x7_IA <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 36155->36156 36167 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 36155->36167 36157 x14_10 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 36156->36157 36166 gini = 0.0 samples = 1 value = [1, 0] 36156->36166 36158 x14_2 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 36157->36158 36165 gini = 0.0 samples = 2 value = [2, 0] 36157->36165 36159 x7_CT <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 36158->36159 36164 gini = 0.444 samples = 3 value = [1, 2] 36158->36164 36160 log_spend <= 4.41 gini = 0.48 samples = 5 value = [3, 2] 36159->36160 36163 gini = 0.0 samples = 1 value = [1, 0] 36159->36163 36161 gini = 0.0 samples = 3 value = [3, 0] 36160->36161 36162 gini = 0.0 samples = 2 value = [0, 2] 36160->36162 36168 gini = 0.5 samples = 4 value = [2, 2] 36167->36168 36169 gini = 0.0 samples = 1 value = [1, 0] 36167->36169 36171 gini = 0.0 samples = 2 value = [0, 2] 36170->36171 36172 gini = 0.0 samples = 3 value = [3, 0] 36170->36172 36175 x14_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36174->36175 36180 gini = 0.0 samples = 1 value = [0, 1] 36174->36180 36176 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 36175->36176 36179 gini = 0.0 samples = 1 value = [0, 1] 36175->36179 36177 gini = 0.444 samples = 3 value = [2, 1] 36176->36177 36178 gini = 0.0 samples = 2 value = [0, 2] 36176->36178 36182 log_spend <= 5.061 gini = 0.1 samples = 19 value = [18, 1] 36181->36182 36187 gini = 0.0 samples = 2 value = [2, 0] 36181->36187 36183 gini = 0.0 samples = 14 value = [14, 0] 36182->36183 36184 x7_AR <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36182->36184 36185 gini = 0.375 samples = 4 value = [3, 1] 36184->36185 36186 gini = 0.0 samples = 1 value = [1, 0] 36184->36186 36189 gini = 0.5 samples = 4 value = [2, 2] 36188->36189 36190 gini = 0.0 samples = 7 value = [7, 0] 36188->36190 36192 x7_OH <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 36191->36192 36203 gini = 0.0 samples = 2 value = [2, 0] 36191->36203 36193 x7_KS <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 36192->36193 36202 gini = 0.0 samples = 1 value = [0, 1] 36192->36202 36194 x7_PA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 36193->36194 36201 gini = 0.0 samples = 1 value = [1, 0] 36193->36201 36195 x1_MI <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 36194->36195 36200 gini = 0.0 samples = 1 value = [1, 0] 36194->36200 36196 x7_AR <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36195->36196 36199 gini = 0.0 samples = 2 value = [2, 0] 36195->36199 36197 gini = 0.375 samples = 4 value = [1, 3] 36196->36197 36198 gini = 0.5 samples = 2 value = [1, 1] 36196->36198 36205 x7_GA <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 36204->36205 36216 gini = 0.0 samples = 99 value = [99, 0] 36204->36216 36206 x14_4 <= 0.5 gini = 0.059 samples = 33 value = [32, 1] 36205->36206 36215 gini = 0.0 samples = 1 value = [1, 0] 36205->36215 36207 x14_11 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 36206->36207 36214 gini = 0.0 samples = 4 value = [4, 0] 36206->36214 36208 x7_OH <= 0.5 gini = 0.08 samples = 24 value = [23, 1] 36207->36208 36213 gini = 0.0 samples = 5 value = [5, 0] 36207->36213 36209 log_spend <= 4.05 gini = 0.091 samples = 21 value = [20, 1] 36208->36209 36212 gini = 0.0 samples = 3 value = [3, 0] 36208->36212 36210 gini = 0.0 samples = 20 value = [20, 0] 36209->36210 36211 gini = 0.0 samples = 1 value = [0, 1] 36209->36211 36218 x1_MI <= 0.5 gini = 0.272 samples = 37 value = [31, 6] 36217->36218 36241 gini = 0.0 samples = 2 value = [2, 0] 36217->36241 36219 x1_AL <= 0.5 gini = 0.264 samples = 32 value = [27, 5] 36218->36219 36238 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36218->36238 36220 x7_TX <= 0.5 gini = 0.271 samples = 31 value = [26, 5] 36219->36220 36237 gini = 0.0 samples = 1 value = [1, 0] 36219->36237 36221 x7_PA <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 36220->36221 36236 gini = 0.0 samples = 8 value = [8, 0] 36220->36236 36222 x7_MS <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 36221->36222 36235 gini = 0.0 samples = 1 value = [0, 1] 36221->36235 36223 x1_TN <= 0.5 gini = 0.308 samples = 21 value = [17, 4] 36222->36223 36234 gini = 0.0 samples = 1 value = [1, 0] 36222->36234 36224 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 20 value = [16, 4] 36223->36224 36233 gini = 0.0 samples = 1 value = [1, 0] 36223->36233 36225 x1_RI <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 36224->36225 36232 gini = 0.0 samples = 12 value = [12, 0] 36224->36232 36226 x1_TX <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 36225->36226 36231 gini = 0.0 samples = 1 value = [1, 0] 36225->36231 36227 x1_MN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 36226->36227 36230 gini = 0.5 samples = 2 value = [1, 1] 36226->36230 36228 gini = 0.0 samples = 1 value = [1, 0] 36227->36228 36229 gini = 0.375 samples = 4 value = [1, 3] 36227->36229 36239 gini = 0.0 samples = 4 value = [4, 0] 36238->36239 36240 gini = 0.0 samples = 1 value = [0, 1] 36238->36240 36244 x7_AZ <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 36243->36244 36259 gini = 0.0 samples = 1 value = [1, 0] 36243->36259 36245 x7_NC <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 36244->36245 36258 gini = 0.0 samples = 2 value = [0, 2] 36244->36258 36246 log_spend <= 4.694 gini = 0.408 samples = 14 value = [10, 4] 36245->36246 36257 gini = 0.444 samples = 3 value = [1, 2] 36245->36257 36247 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 36246->36247 36252 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 36246->36252 36248 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 36247->36248 36251 gini = 0.0 samples = 1 value = [1, 0] 36247->36251 36249 gini = 0.5 samples = 2 value = [1, 1] 36248->36249 36250 gini = 0.0 samples = 5 value = [5, 0] 36248->36250 36253 x7_NY <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 36252->36253 36256 gini = 0.0 samples = 1 value = [1, 0] 36252->36256 36254 gini = 0.5 samples = 4 value = [2, 2] 36253->36254 36255 gini = 0.0 samples = 1 value = [0, 1] 36253->36255 36262 x7_OK <= 0.5 gini = 0.165 samples = 44 value = [40, 4] 36261->36262 36293 gini = 0.0 samples = 1 value = [1, 0] 36261->36293 36263 x1_NY <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 36262->36263 36292 gini = 0.0 samples = 4 value = [4, 0] 36262->36292 36264 x7_TX <= 0.5 gini = 0.188 samples = 38 value = [34, 4] 36263->36264 36291 gini = 0.0 samples = 2 value = [2, 0] 36263->36291 36265 x7_AR <= 0.5 gini = 0.225 samples = 31 value = [27, 4] 36264->36265 36290 gini = 0.0 samples = 7 value = [7, 0] 36264->36290 36266 x1_MI <= 0.5 gini = 0.231 samples = 30 value = [26, 4] 36265->36266 36289 gini = 0.0 samples = 1 value = [1, 0] 36265->36289 36267 x7_NY <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 36266->36267 36284 x7_PA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 36266->36284 36268 x7_KS <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 36267->36268 36283 gini = 0.444 samples = 3 value = [2, 1] 36267->36283 36269 x7_PA <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 36268->36269 36282 gini = 0.0 samples = 1 value = [1, 0] 36268->36282 36270 x1_DE <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 36269->36270 36281 gini = 0.0 samples = 3 value = [3, 0] 36269->36281 36271 x7_VT <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 36270->36271 36280 gini = 0.0 samples = 1 value = [1, 0] 36270->36280 36272 x7_WA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 36271->36272 36279 gini = 0.0 samples = 1 value = [1, 0] 36271->36279 36273 x7_KY <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 36272->36273 36278 gini = 0.0 samples = 2 value = [2, 0] 36272->36278 36274 x7_GA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 36273->36274 36277 gini = 0.0 samples = 1 value = [1, 0] 36273->36277 36275 gini = 0.0 samples = 8 value = [8, 0] 36274->36275 36276 gini = 0.444 samples = 3 value = [2, 1] 36274->36276 36285 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 36284->36285 36288 gini = 0.0 samples = 1 value = [0, 1] 36284->36288 36286 gini = 0.0 samples = 4 value = [4, 0] 36285->36286 36287 gini = 0.5 samples = 2 value = [1, 1] 36285->36287 36295 x1_NJ <= 0.5 gini = 0.26 samples = 39 value = [33, 6] 36294->36295 36318 gini = 0.0 samples = 2 value = [2, 0] 36294->36318 36296 x14_3 <= 0.5 gini = 0.272 samples = 37 value = [31, 6] 36295->36296 36317 gini = 0.0 samples = 2 value = [2, 0] 36295->36317 36297 x14_6 <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 36296->36297 36312 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 36296->36312 36298 x1_MN <= 0.5 gini = 0.278 samples = 24 value = [20, 4] 36297->36298 36311 gini = 0.375 samples = 4 value = [3, 1] 36297->36311 36299 x4_Cash or cash equivalent <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 36298->36299 36308 log_spend <= 4.773 gini = 0.444 samples = 9 value = [6, 3] 36298->36308 36300 gini = 0.0 samples = 4 value = [4, 0] 36299->36300 36301 x1_UT <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 36299->36301 36302 x14_11 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 36301->36302 36307 gini = 0.0 samples = 1 value = [1, 0] 36301->36307 36303 log_spend <= 4.506 gini = 0.219 samples = 8 value = [7, 1] 36302->36303 36306 gini = 0.0 samples = 2 value = [2, 0] 36302->36306 36304 gini = 0.375 samples = 4 value = [3, 1] 36303->36304 36305 gini = 0.0 samples = 4 value = [4, 0] 36303->36305 36309 gini = 0.0 samples = 5 value = [5, 0] 36308->36309 36310 gini = 0.375 samples = 4 value = [1, 3] 36308->36310 36313 x1_MI <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36312->36313 36316 gini = 0.0 samples = 4 value = [4, 0] 36312->36316 36314 gini = 0.5 samples = 2 value = [1, 1] 36313->36314 36315 gini = 0.0 samples = 3 value = [3, 0] 36313->36315 36320 x14_8 <= 0.5 gini = 0.08 samples = 48 value = [46, 2] 36319->36320 36341 x1_TN <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 36319->36341 36321 x1_NY <= 0.5 gini = 0.083 samples = 46 value = [44, 2] 36320->36321 36340 gini = 0.0 samples = 2 value = [2, 0] 36320->36340 36322 x1_TN <= 0.5 gini = 0.089 samples = 43 value = [41, 2] 36321->36322 36339 gini = 0.0 samples = 3 value = [3, 0] 36321->36339 36323 x1_GA <= 0.5 gini = 0.097 samples = 39 value = [37, 2] 36322->36323 36338 gini = 0.0 samples = 4 value = [4, 0] 36322->36338 36324 x1_TX <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 36323->36324 36337 gini = 0.0 samples = 2 value = [2, 0] 36323->36337 36325 x17_other <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 36324->36325 36336 gini = 0.0 samples = 4 value = [4, 0] 36324->36336 36326 gini = 0.0 samples = 1 value = [1, 0] 36325->36326 36327 x1_RI <= 0.5 gini = 0.117 samples = 32 value = [30, 2] 36325->36327 36328 x4_Cash or cash equivalent <= 0.5 gini = 0.124 samples = 30 value = [28, 2] 36327->36328 36335 gini = 0.0 samples = 2 value = [2, 0] 36327->36335 36329 x14_3 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 36328->36329 36332 log_spend <= 5.184 gini = 0.105 samples = 18 value = [17, 1] 36328->36332 36330 gini = 0.0 samples = 10 value = [10, 0] 36329->36330 36331 gini = 0.5 samples = 2 value = [1, 1] 36329->36331 36333 gini = 0.0 samples = 17 value = [17, 0] 36332->36333 36334 gini = 0.0 samples = 1 value = [0, 1] 36332->36334 36342 x4_Cash or cash equivalent <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 36341->36342 36345 gini = 0.0 samples = 1 value = [1, 0] 36341->36345 36343 gini = 0.0 samples = 3 value = [3, 0] 36342->36343 36344 gini = 0.5 samples = 4 value = [2, 2] 36342->36344 36347 x7_KS <= 0.5 gini = 0.337 samples = 574 value = [123, 451] 36346->36347 36732 x14_3 <= 0.5 gini = 0.37 samples = 53 value = [13, 40] 36346->36732 36348 x1_MN <= 0.5 gini = 0.336 samples = 571 value = [122, 449] 36347->36348 36731 gini = 0.444 samples = 3 value = [1, 2] 36347->36731 36349 x7_MS <= 0.5 gini = 0.403 samples = 325 value = [91, 234] 36348->36349 36596 x14_4 <= 0.5 gini = 0.22 samples = 246 value = [31, 215] 36348->36596 36350 x7_NV <= 0.5 gini = 0.401 samples = 324 value = [90, 234] 36349->36350 36595 gini = 0.0 samples = 1 value = [1, 0] 36349->36595 36351 x1_WA <= 0.5 gini = 0.404 samples = 317 value = [89, 228] 36350->36351 36592 log_spend <= 6.644 gini = 0.245 samples = 7 value = [1, 6] 36350->36592 36352 x7_DE <= 0.5 gini = 0.409 samples = 297 value = [85, 212] 36351->36352 36571 x7_UT <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 36351->36571 36353 x4_In-kind items and services <= 0.5 gini = 0.41 samples = 295 value = [85, 210] 36352->36353 36570 gini = 0.0 samples = 2 value = [0, 2] 36352->36570 36354 x7_DC <= 0.5 gini = 0.372 samples = 267 value = [66, 201] 36353->36354 36543 x1_CO <= 0.5 gini = 0.436 samples = 28 value = [19, 9] 36353->36543 36355 x7_IA <= 0.5 gini = 0.369 samples = 266 value = [65, 201] 36354->36355 36542 gini = 0.0 samples = 1 value = [1, 0] 36354->36542 36356 x1_MI <= 0.5 gini = 0.372 samples = 263 value = [65, 198] 36355->36356 36541 gini = 0.0 samples = 3 value = [0, 3] 36355->36541 36357 x1_NY <= 0.5 gini = 0.36 samples = 119 value = [28, 91] 36356->36357 36430 x7_RI <= 0.5 gini = 0.382 samples = 144 value = [37, 107] 36356->36430 36358 x7_FL <= 0.5 gini = 0.364 samples = 117 value = [28, 89] 36357->36358 36429 gini = 0.0 samples = 2 value = [0, 2] 36357->36429 36359 x1_CO <= 0.5 gini = 0.322 samples = 109 value = [22, 87] 36358->36359 36424 x14_3 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 36358->36424 36360 x14_8 <= 0.5 gini = 0.341 samples = 101 value = [22, 79] 36359->36360 36423 gini = 0.0 samples = 8 value = [0, 8] 36359->36423 36361 x7_MD <= 0.5 gini = 0.323 samples = 94 value = [19, 75] 36360->36361 36416 x7_CT <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 36360->36416 36362 x1_NJ <= 0.5 gini = 0.301 samples = 92 value = [17, 75] 36361->36362 36415 gini = 0.0 samples = 2 value = [2, 0] 36361->36415 36363 x1_GA <= 0.5 gini = 0.296 samples = 83 value = [15, 68] 36362->36363 36412 x14_5 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 36362->36412 36364 x14_2 <= 0.5 gini = 0.299 samples = 82 value = [15, 67] 36363->36364 36411 gini = 0.0 samples = 1 value = [0, 1] 36363->36411 36365 log_spend <= 6.863 gini = 0.314 samples = 77 value = [15, 62] 36364->36365 36410 gini = 0.0 samples = 5 value = [0, 5] 36364->36410 36366 x14_4 <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 36365->36366 36383 x7_WI <= 0.5 gini = 0.48 samples = 30 value = [12, 18] 36365->36383 36367 x7_NC <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 36366->36367 36382 gini = 0.5 samples = 2 value = [1, 1] 36366->36382 36368 x1_TN <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 36367->36368 36381 gini = 0.0 samples = 1 value = [1, 0] 36367->36381 36369 gini = 0.0 samples = 4 value = [0, 4] 36368->36369 36370 x14_5 <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 36368->36370 36371 x7_CA <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 36370->36371 36380 gini = 0.0 samples = 2 value = [0, 2] 36370->36380 36372 gini = 0.0 samples = 3 value = [0, 3] 36371->36372 36373 x14_11 <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 36371->36373 36374 gini = 0.0 samples = 22 value = [0, 22] 36373->36374 36375 log_spend <= 6.155 gini = 0.142 samples = 13 value = [1, 12] 36373->36375 36376 log_spend <= 6.069 gini = 0.278 samples = 6 value = [1, 5] 36375->36376 36379 gini = 0.0 samples = 7 value = [0, 7] 36375->36379 36377 gini = 0.0 samples = 5 value = [0, 5] 36376->36377 36378 gini = 0.0 samples = 1 value = [1, 0] 36376->36378 36384 x7_OH <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 36383->36384 36409 gini = 0.375 samples = 4 value = [1, 3] 36383->36409 36385 x7_WA <= 0.5 gini = 0.497 samples = 24 value = [11, 13] 36384->36385 36408 gini = 0.0 samples = 2 value = [0, 2] 36384->36408 36386 x6_Canada <= 0.5 gini = 0.499 samples = 21 value = [11, 10] 36385->36386 36407 gini = 0.0 samples = 3 value = [0, 3] 36385->36407 36387 x7_NY <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 36386->36387 36406 gini = 0.0 samples = 1 value = [0, 1] 36386->36406 36388 x7_IL <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 36387->36388 36405 gini = 0.0 samples = 1 value = [1, 0] 36387->36405 36389 x1_TN <= 0.5 gini = 0.498 samples = 17 value = [9, 8] 36388->36389 36404 gini = 0.5 samples = 2 value = [1, 1] 36388->36404 36390 x7_NE <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 36389->36390 36399 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 36389->36399 36391 x14_11 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 36390->36391 36398 gini = 0.0 samples = 1 value = [0, 1] 36390->36398 36392 x7_MA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 36391->36392 36397 gini = 0.0 samples = 1 value = [1, 0] 36391->36397 36393 x7_PA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36392->36393 36396 gini = 0.0 samples = 2 value = [0, 2] 36392->36396 36394 gini = 0.375 samples = 4 value = [1, 3] 36393->36394 36395 gini = 0.5 samples = 2 value = [1, 1] 36393->36395 36400 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36399->36400 36403 gini = 0.0 samples = 2 value = [2, 0] 36399->36403 36401 gini = 0.375 samples = 4 value = [3, 1] 36400->36401 36402 gini = 0.0 samples = 1 value = [1, 0] 36400->36402 36413 gini = 0.0 samples = 7 value = [0, 7] 36412->36413 36414 gini = 0.0 samples = 2 value = [2, 0] 36412->36414 36417 x7_WA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36416->36417 36422 gini = 0.0 samples = 1 value = [1, 0] 36416->36422 36418 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36417->36418 36421 gini = 0.0 samples = 1 value = [1, 0] 36417->36421 36419 gini = 0.0 samples = 4 value = [0, 4] 36418->36419 36420 gini = 0.0 samples = 1 value = [1, 0] 36418->36420 36425 log_spend <= 7.696 gini = 0.408 samples = 7 value = [5, 2] 36424->36425 36428 gini = 0.0 samples = 1 value = [1, 0] 36424->36428 36426 gini = 0.0 samples = 4 value = [4, 0] 36425->36426 36427 gini = 0.444 samples = 3 value = [1, 2] 36425->36427 36431 x7_PA <= 0.5 gini = 0.366 samples = 141 value = [34, 107] 36430->36431 36540 gini = 0.0 samples = 3 value = [3, 0] 36430->36540 36432 x7_GA <= 0.5 gini = 0.365 samples = 125 value = [30, 95] 36431->36432 36533 x14_9 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 36431->36533 36433 x7_CA <= 0.5 gini = 0.353 samples = 118 value = [27, 91] 36432->36433 36528 x14_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 36432->36528 36434 x7_KY <= 0.5 gini = 0.341 samples = 101 value = [22, 79] 36433->36434 36515 x14_10 <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 36433->36515 36435 x7_UT <= 0.5 gini = 0.344 samples = 95 value = [21, 74] 36434->36435 36510 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36434->36510 36436 log_spend <= 6.616 gini = 0.35 samples = 93 value = [21, 72] 36435->36436 36509 gini = 0.0 samples = 2 value = [0, 2] 36435->36509 36437 x14_8 <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 36436->36437 36468 x7_NC <= 0.5 gini = 0.254 samples = 67 value = [10, 57] 36436->36468 36438 x7_AZ <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 36437->36438 36461 x7_AZ <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 36437->36461 36439 x14_5 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 36438->36439 36460 gini = 0.0 samples = 1 value = [0, 1] 36438->36460 36440 x7_WI <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 36439->36440 36459 gini = 0.0 samples = 1 value = [1, 0] 36439->36459 36441 x7_NC <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 36440->36441 36458 gini = 0.0 samples = 1 value = [1, 0] 36440->36458 36442 x7_MA <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 36441->36442 36457 gini = 0.0 samples = 1 value = [0, 1] 36441->36457 36443 x14_2 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 36442->36443 36456 gini = 0.0 samples = 1 value = [1, 0] 36442->36456 36444 x7_OH <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 36443->36444 36455 gini = 0.0 samples = 3 value = [0, 3] 36443->36455 36445 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 36444->36445 36454 gini = 0.0 samples = 1 value = [0, 1] 36444->36454 36446 log_spend <= 6.473 gini = 0.494 samples = 9 value = [4, 5] 36445->36446 36453 gini = 0.0 samples = 1 value = [0, 1] 36445->36453 36447 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36446->36447 36452 gini = 0.0 samples = 3 value = [3, 0] 36446->36452 36448 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36447->36448 36451 gini = 0.0 samples = 1 value = [0, 1] 36447->36451 36449 gini = 0.375 samples = 4 value = [1, 3] 36448->36449 36450 gini = 0.0 samples = 1 value = [0, 1] 36448->36450 36462 x7_MA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 36461->36462 36467 gini = 0.0 samples = 1 value = [0, 1] 36461->36467 36463 log_spend <= 6.238 gini = 0.48 samples = 5 value = [3, 2] 36462->36463 36466 gini = 0.0 samples = 1 value = [1, 0] 36462->36466 36464 gini = 0.444 samples = 3 value = [1, 2] 36463->36464 36465 gini = 0.0 samples = 2 value = [2, 0] 36463->36465 36469 x7_MA <= 0.5 gini = 0.271 samples = 62 value = [10, 52] 36468->36469 36508 gini = 0.0 samples = 5 value = [0, 5] 36468->36508 36470 x14_9 <= 0.5 gini = 0.262 samples = 58 value = [9, 49] 36469->36470 36507 gini = 0.375 samples = 4 value = [1, 3] 36469->36507 36471 x7_FL <= 0.5 gini = 0.282 samples = 53 value = [9, 44] 36470->36471 36506 gini = 0.0 samples = 5 value = [0, 5] 36470->36506 36472 x7_OK <= 0.5 gini = 0.325 samples = 44 value = [9, 35] 36471->36472 36505 gini = 0.0 samples = 9 value = [0, 9] 36471->36505 36473 log_spend <= 6.964 gini = 0.337 samples = 42 value = [9, 33] 36472->36473 36504 gini = 0.0 samples = 2 value = [0, 2] 36472->36504 36474 log_spend <= 6.764 gini = 0.5 samples = 6 value = [3, 3] 36473->36474 36477 x14_4 <= 0.5 gini = 0.278 samples = 36 value = [6, 30] 36473->36477 36475 gini = 0.0 samples = 2 value = [0, 2] 36474->36475 36476 gini = 0.375 samples = 4 value = [3, 1] 36474->36476 36478 x7_WA <= 0.5 gini = 0.284 samples = 35 value = [6, 29] 36477->36478 36503 gini = 0.0 samples = 1 value = [0, 1] 36477->36503 36479 x14_2 <= 0.5 gini = 0.298 samples = 33 value = [6, 27] 36478->36479 36502 gini = 0.0 samples = 2 value = [0, 2] 36478->36502 36480 x7_NY <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 36479->36480 36501 gini = 0.0 samples = 4 value = [0, 4] 36479->36501 36481 x7_MD <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 36480->36481 36492 x14_5 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 36480->36492 36482 x7_IL <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 36481->36482 36491 gini = 0.444 samples = 3 value = [2, 1] 36481->36491 36483 x7_VA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 36482->36483 36490 gini = 0.0 samples = 4 value = [0, 4] 36482->36490 36484 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 36483->36484 36489 gini = 0.0 samples = 1 value = [1, 0] 36483->36489 36485 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36484->36485 36488 gini = 0.0 samples = 3 value = [0, 3] 36484->36488 36486 gini = 0.444 samples = 3 value = [1, 2] 36485->36486 36487 gini = 0.0 samples = 2 value = [0, 2] 36485->36487 36493 x14_3 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 36492->36493 36500 gini = 0.0 samples = 2 value = [0, 2] 36492->36500 36494 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 36493->36494 36499 gini = 0.5 samples = 2 value = [1, 1] 36493->36499 36495 log_spend <= 7.608 gini = 0.32 samples = 5 value = [1, 4] 36494->36495 36498 gini = 0.0 samples = 4 value = [0, 4] 36494->36498 36496 gini = 0.0 samples = 2 value = [0, 2] 36495->36496 36497 gini = 0.444 samples = 3 value = [1, 2] 36495->36497 36511 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36510->36511 36514 gini = 0.0 samples = 1 value = [0, 1] 36510->36514 36512 gini = 0.444 samples = 3 value = [1, 2] 36511->36512 36513 gini = 0.0 samples = 2 value = [0, 2] 36511->36513 36516 x14_2 <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 36515->36516 36527 gini = 0.0 samples = 2 value = [0, 2] 36515->36527 36517 x14_9 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 36516->36517 36526 gini = 0.0 samples = 1 value = [0, 1] 36516->36526 36518 x14_8 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 36517->36518 36525 gini = 0.0 samples = 1 value = [1, 0] 36517->36525 36519 x14_3 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 36518->36519 36524 gini = 0.444 samples = 3 value = [1, 2] 36518->36524 36520 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 36519->36520 36523 gini = 0.0 samples = 4 value = [0, 4] 36519->36523 36521 gini = 0.5 samples = 4 value = [2, 2] 36520->36521 36522 gini = 0.5 samples = 2 value = [1, 1] 36520->36522 36529 x14_5 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 36528->36529 36532 gini = 0.0 samples = 2 value = [0, 2] 36528->36532 36530 gini = 0.444 samples = 3 value = [2, 1] 36529->36530 36531 gini = 0.5 samples = 2 value = [1, 1] 36529->36531 36534 x14_2 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 36533->36534 36539 gini = 0.0 samples = 2 value = [0, 2] 36533->36539 36535 log_spend <= 7.954 gini = 0.32 samples = 10 value = [2, 8] 36534->36535 36538 gini = 0.5 samples = 4 value = [2, 2] 36534->36538 36536 gini = 0.0 samples = 6 value = [0, 6] 36535->36536 36537 gini = 0.5 samples = 4 value = [2, 2] 36535->36537 36544 x7_PA <= 0.5 gini = 0.444 samples = 27 value = [18, 9] 36543->36544 36569 gini = 0.0 samples = 1 value = [1, 0] 36543->36569 36545 x7_AZ <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 36544->36545 36568 gini = 0.0 samples = 2 value = [2, 0] 36544->36568 36546 x7_MD <= 0.5 gini = 0.423 samples = 23 value = [16, 7] 36545->36546 36567 gini = 0.0 samples = 2 value = [0, 2] 36545->36567 36547 x14_11 <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 36546->36547 36566 gini = 0.0 samples = 1 value = [1, 0] 36546->36566 36548 x1_NY <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 36547->36548 36565 gini = 0.0 samples = 1 value = [0, 1] 36547->36565 36549 x7_IL <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 36548->36549 36564 gini = 0.444 samples = 3 value = [2, 1] 36548->36564 36550 x14_6 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 36549->36550 36563 gini = 0.5 samples = 4 value = [2, 2] 36549->36563 36551 x14_10 <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 36550->36551 36562 gini = 0.5 samples = 2 value = [1, 1] 36550->36562 36552 x1_TN <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 36551->36552 36561 gini = 0.0 samples = 1 value = [1, 0] 36551->36561 36553 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 36552->36553 36560 gini = 0.0 samples = 4 value = [4, 0] 36552->36560 36554 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 36553->36554 36559 gini = 0.0 samples = 1 value = [0, 1] 36553->36559 36555 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36554->36555 36558 gini = 0.0 samples = 1 value = [1, 0] 36554->36558 36556 gini = 0.375 samples = 4 value = [3, 1] 36555->36556 36557 gini = 0.0 samples = 1 value = [1, 0] 36555->36557 36572 x7_MA <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 36571->36572 36591 gini = 0.0 samples = 1 value = [0, 1] 36571->36591 36573 x14_9 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 36572->36573 36590 gini = 0.0 samples = 3 value = [0, 3] 36572->36590 36574 x7_OH <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 36573->36574 36589 gini = 0.0 samples = 1 value = [1, 0] 36573->36589 36575 x14_5 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 36574->36575 36588 gini = 0.0 samples = 1 value = [0, 1] 36574->36588 36576 x7_PA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 36575->36576 36587 gini = 0.0 samples = 1 value = [1, 0] 36575->36587 36577 x7_CA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 36576->36577 36586 gini = 0.0 samples = 1 value = [0, 1] 36576->36586 36578 x14_2 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 36577->36578 36585 gini = 0.0 samples = 2 value = [0, 2] 36577->36585 36579 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36578->36579 36582 x7_RI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36578->36582 36580 gini = 0.0 samples = 4 value = [0, 4] 36579->36580 36581 gini = 0.0 samples = 1 value = [1, 0] 36579->36581 36583 gini = 0.0 samples = 4 value = [0, 4] 36582->36583 36584 gini = 0.0 samples = 1 value = [1, 0] 36582->36584 36593 gini = 0.444 samples = 3 value = [1, 2] 36592->36593 36594 gini = 0.0 samples = 4 value = [0, 4] 36592->36594 36597 x7_DC <= 0.5 gini = 0.199 samples = 214 value = [24, 190] 36596->36597 36720 x4_Cash or cash equivalent <= 0.5 gini = 0.342 samples = 32 value = [7, 25] 36596->36720 36598 x7_GA <= 0.5 gini = 0.201 samples = 212 value = [24, 188] 36597->36598 36719 gini = 0.0 samples = 2 value = [0, 2] 36597->36719 36599 x7_CT <= 0.5 gini = 0.193 samples = 203 value = [22, 181] 36598->36599 36714 x14_2 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 36598->36714 36600 x7_OH <= 0.5 gini = 0.189 samples = 199 value = [21, 178] 36599->36600 36713 gini = 0.375 samples = 4 value = [1, 3] 36599->36713 36601 x7_WI <= 0.5 gini = 0.167 samples = 185 value = [17, 168] 36600->36601 36704 x14_3 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 36600->36704 36602 x7_WA <= 0.5 gini = 0.168 samples = 184 value = [17, 167] 36601->36602 36703 gini = 0.0 samples = 1 value = [0, 1] 36601->36703 36603 x7_MN <= 0.5 gini = 0.167 samples = 174 value = [16, 158] 36602->36603 36700 x4_In-kind items and services <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 36602->36700 36604 x7_VT <= 0.5 gini = 0.184 samples = 156 value = [16, 140] 36603->36604 36699 gini = 0.0 samples = 18 value = [0, 18] 36603->36699 36605 x7_NV <= 0.5 gini = 0.186 samples = 154 value = [16, 138] 36604->36605 36698 gini = 0.0 samples = 2 value = [0, 2] 36604->36698 36606 x7_ID <= 0.5 gini = 0.178 samples = 152 value = [15, 137] 36605->36606 36697 gini = 0.5 samples = 2 value = [1, 1] 36605->36697 36607 x7_KY <= 0.5 gini = 0.179 samples = 151 value = [15, 136] 36606->36607 36696 gini = 0.0 samples = 1 value = [0, 1] 36606->36696 36608 x7_UT <= 0.5 gini = 0.181 samples = 149 value = [15, 134] 36607->36608 36695 gini = 0.0 samples = 2 value = [0, 2] 36607->36695 36609 x7_AZ <= 0.5 gini = 0.183 samples = 147 value = [15, 132] 36608->36609 36694 gini = 0.0 samples = 2 value = [0, 2] 36608->36694 36610 log_spend <= 6.507 gini = 0.181 samples = 139 value = [14, 125] 36609->36610 36687 x14_5 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 36609->36687 36611 x14_2 <= 0.5 gini = 0.343 samples = 41 value = [9, 32] 36610->36611 36638 x14_10 <= 0.5 gini = 0.097 samples = 98 value = [5, 93] 36610->36638 36612 x7_FL <= 0.5 gini = 0.32 samples = 35 value = [7, 28] 36611->36612 36633 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36611->36633 36613 x7_MA <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 36612->36613 36630 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 36612->36630 36614 x14_5 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 36613->36614 36627 log_spend <= 6.039 gini = 0.278 samples = 6 value = [1, 5] 36613->36627 36615 x14_9 <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 36614->36615 36626 gini = 0.0 samples = 1 value = [0, 1] 36614->36626 36616 x7_CA <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 36615->36616 36625 gini = 0.0 samples = 1 value = [0, 1] 36615->36625 36617 log_spend <= 6.039 gini = 0.408 samples = 14 value = [4, 10] 36616->36617 36624 gini = 0.0 samples = 5 value = [0, 5] 36616->36624 36618 gini = 0.0 samples = 7 value = [0, 7] 36617->36618 36619 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 36617->36619 36620 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 36619->36620 36623 gini = 0.0 samples = 1 value = [0, 1] 36619->36623 36621 gini = 0.5 samples = 4 value = [2, 2] 36620->36621 36622 gini = 0.0 samples = 2 value = [2, 0] 36620->36622 36628 gini = 0.444 samples = 3 value = [1, 2] 36627->36628 36629 gini = 0.0 samples = 3 value = [0, 3] 36627->36629 36631 gini = 0.0 samples = 6 value = [0, 6] 36630->36631 36632 gini = 0.0 samples = 2 value = [2, 0] 36630->36632 36634 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36633->36634 36637 gini = 0.0 samples = 1 value = [1, 0] 36633->36637 36635 gini = 0.0 samples = 3 value = [0, 3] 36634->36635 36636 gini = 0.5 samples = 2 value = [1, 1] 36634->36636 36639 x7_IL <= 0.5 gini = 0.106 samples = 89 value = [5, 84] 36638->36639 36686 gini = 0.0 samples = 9 value = [0, 9] 36638->36686 36640 x7_PA <= 0.5 gini = 0.116 samples = 81 value = [5, 76] 36639->36640 36685 gini = 0.0 samples = 8 value = [0, 8] 36639->36685 36641 x14_5 <= 0.5 gini = 0.108 samples = 70 value = [4, 66] 36640->36641 36680 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 36640->36680 36642 x14_9 <= 0.5 gini = 0.101 samples = 56 value = [3, 53] 36641->36642 36669 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 36641->36669 36643 x7_FL <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 36642->36643 36668 gini = 0.0 samples = 9 value = [0, 9] 36642->36668 36644 x4_In-kind items and services <= 0.5 gini = 0.145 samples = 38 value = [3, 35] 36643->36644 36667 gini = 0.0 samples = 9 value = [0, 9] 36643->36667 36645 x14_8 <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 36644->36645 36666 gini = 0.0 samples = 1 value = [0, 1] 36644->36666 36646 x7_NY <= 0.5 gini = 0.17 samples = 32 value = [3, 29] 36645->36646 36665 gini = 0.0 samples = 5 value = [0, 5] 36645->36665 36647 x7_VA <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 36646->36647 36664 gini = 0.0 samples = 8 value = [0, 8] 36646->36664 36648 x7_MD <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 36647->36648 36663 gini = 0.0 samples = 5 value = [0, 5] 36647->36663 36649 x14_3 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 36648->36649 36662 gini = 0.5 samples = 2 value = [1, 1] 36648->36662 36650 x7_OK <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 36649->36650 36661 gini = 0.0 samples = 2 value = [0, 2] 36649->36661 36651 x14_6 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 36650->36651 36660 gini = 0.0 samples = 1 value = [0, 1] 36650->36660 36652 x14_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 36651->36652 36659 gini = 0.375 samples = 4 value = [1, 3] 36651->36659 36653 gini = 0.0 samples = 4 value = [0, 4] 36652->36653 36654 x7_SD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36652->36654 36655 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36654->36655 36658 gini = 0.0 samples = 1 value = [0, 1] 36654->36658 36656 gini = 0.0 samples = 3 value = [0, 3] 36655->36656 36657 gini = 0.5 samples = 2 value = [1, 1] 36655->36657 36670 x7_CA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 36669->36670 36679 gini = 0.0 samples = 1 value = [0, 1] 36669->36679 36671 x7_NY <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 36670->36671 36678 gini = 0.0 samples = 2 value = [0, 2] 36670->36678 36672 x7_MA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 36671->36672 36677 gini = 0.0 samples = 3 value = [0, 3] 36671->36677 36673 log_spend <= 7.664 gini = 0.32 samples = 5 value = [1, 4] 36672->36673 36676 gini = 0.0 samples = 3 value = [0, 3] 36672->36676 36674 gini = 0.0 samples = 3 value = [0, 3] 36673->36674 36675 gini = 0.5 samples = 2 value = [1, 1] 36673->36675 36681 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 36680->36681 36684 gini = 0.0 samples = 2 value = [0, 2] 36680->36684 36682 gini = 0.0 samples = 6 value = [0, 6] 36681->36682 36683 gini = 0.444 samples = 3 value = [1, 2] 36681->36683 36688 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 36687->36688 36693 gini = 0.0 samples = 1 value = [0, 1] 36687->36693 36689 log_spend <= 7.142 gini = 0.278 samples = 6 value = [1, 5] 36688->36689 36692 gini = 0.0 samples = 1 value = [0, 1] 36688->36692 36690 gini = 0.0 samples = 1 value = [1, 0] 36689->36690 36691 gini = 0.0 samples = 5 value = [0, 5] 36689->36691 36701 gini = 0.0 samples = 9 value = [0, 9] 36700->36701 36702 gini = 0.0 samples = 1 value = [1, 0] 36700->36702 36705 x14_5 <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 36704->36705 36712 gini = 0.0 samples = 3 value = [0, 3] 36704->36712 36706 x14_10 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 36705->36706 36711 gini = 0.0 samples = 2 value = [2, 0] 36705->36711 36707 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36706->36707 36710 gini = 0.444 samples = 3 value = [1, 2] 36706->36710 36708 gini = 0.0 samples = 1 value = [1, 0] 36707->36708 36709 gini = 0.0 samples = 5 value = [0, 5] 36707->36709 36715 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 36714->36715 36718 gini = 0.0 samples = 1 value = [0, 1] 36714->36718 36716 gini = 0.0 samples = 6 value = [0, 6] 36715->36716 36717 gini = 0.0 samples = 2 value = [2, 0] 36715->36717 36721 gini = 0.0 samples = 2 value = [2, 0] 36720->36721 36722 log_spend <= 8.297 gini = 0.278 samples = 30 value = [5, 25] 36720->36722 36723 x7_NY <= 0.5 gini = 0.401 samples = 18 value = [5, 13] 36722->36723 36730 gini = 0.0 samples = 12 value = [0, 12] 36722->36730 36724 log_spend <= 7.82 gini = 0.426 samples = 13 value = [4, 9] 36723->36724 36727 log_spend <= 7.076 gini = 0.32 samples = 5 value = [1, 4] 36723->36727 36725 gini = 0.0 samples = 9 value = [0, 9] 36724->36725 36726 gini = 0.0 samples = 4 value = [4, 0] 36724->36726 36728 gini = 0.0 samples = 2 value = [0, 2] 36727->36728 36729 gini = 0.444 samples = 3 value = [1, 2] 36727->36729 36733 x1_TN <= 0.5 gini = 0.369 samples = 45 value = [11, 34] 36732->36733 36754 log_spend <= 9.226 gini = 0.375 samples = 8 value = [2, 6] 36732->36754 36734 log_spend <= 6.163 gini = 0.308 samples = 42 value = [8, 34] 36733->36734 36753 gini = 0.0 samples = 3 value = [3, 0] 36733->36753 36735 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 36734->36735 36740 x14_8 <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 36734->36740 36736 gini = 0.444 samples = 3 value = [2, 1] 36735->36736 36737 log_spend <= 5.602 gini = 0.32 samples = 5 value = [4, 1] 36735->36737 36738 gini = 0.0 samples = 1 value = [0, 1] 36737->36738 36739 gini = 0.0 samples = 4 value = [4, 0] 36737->36739 36741 x1_MN <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 36740->36741 36752 gini = 0.0 samples = 5 value = [0, 5] 36740->36752 36742 x1_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36741->36742 36745 log_spend <= 8.987 gini = 0.083 samples = 23 value = [1, 22] 36741->36745 36743 gini = 0.375 samples = 4 value = [1, 3] 36742->36743 36744 gini = 0.0 samples = 2 value = [0, 2] 36742->36744 36746 gini = 0.0 samples = 16 value = [0, 16] 36745->36746 36747 x14_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 36745->36747 36748 log_spend <= 9.168 gini = 0.278 samples = 6 value = [1, 5] 36747->36748 36751 gini = 0.0 samples = 1 value = [0, 1] 36747->36751 36749 gini = 0.0 samples = 1 value = [1, 0] 36748->36749 36750 gini = 0.0 samples = 5 value = [0, 5] 36748->36750 36755 gini = 0.5 samples = 4 value = [2, 2] 36754->36755 36756 gini = 0.0 samples = 4 value = [0, 4] 36754->36756 36760 x4_Cash or cash equivalent <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 36759->36760 36771 gini = 0.0 samples = 1 value = [0, 1] 36759->36771 36761 x1_TN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 36760->36761 36764 x1_MI <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 36760->36764 36762 gini = 0.0 samples = 8 value = [8, 0] 36761->36762 36763 gini = 0.0 samples = 1 value = [0, 1] 36761->36763 36765 gini = 0.375 samples = 4 value = [1, 3] 36764->36765 36766 x14_3 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 36764->36766 36767 log_spend <= 5.889 gini = 0.48 samples = 5 value = [2, 3] 36766->36767 36770 gini = 0.0 samples = 1 value = [1, 0] 36766->36770 36768 gini = 0.0 samples = 1 value = [1, 0] 36767->36768 36769 gini = 0.375 samples = 4 value = [1, 3] 36767->36769 36773 x14_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 36772->36773 36776 gini = 0.444 samples = 3 value = [2, 1] 36772->36776 36774 gini = 0.0 samples = 3 value = [3, 0] 36773->36774 36775 gini = 0.444 samples = 3 value = [1, 2] 36773->36775 36778 x1_CT <= 0.5 gini = 0.435 samples = 25 value = [17, 8] 36777->36778 36797 gini = 0.0 samples = 2 value = [2, 0] 36777->36797 36779 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 36778->36779 36796 gini = 0.0 samples = 1 value = [1, 0] 36778->36796 36780 x1_NJ <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 36779->36780 36795 gini = 0.0 samples = 6 value = [6, 0] 36779->36795 36781 x14_9 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 36780->36781 36794 gini = 0.0 samples = 1 value = [0, 1] 36780->36794 36782 x1_WI <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 36781->36782 36793 gini = 0.444 samples = 3 value = [1, 2] 36781->36793 36783 x1_MI <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 36782->36783 36792 gini = 0.0 samples = 1 value = [0, 1] 36782->36792 36784 gini = 0.0 samples = 1 value = [0, 1] 36783->36784 36785 x14_2 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 36783->36785 36786 log_spend <= 7.319 gini = 0.408 samples = 7 value = [5, 2] 36785->36786 36789 log_spend <= 7.034 gini = 0.32 samples = 5 value = [4, 1] 36785->36789 36787 gini = 0.0 samples = 5 value = [5, 0] 36786->36787 36788 gini = 0.0 samples = 2 value = [0, 2] 36786->36788 36790 gini = 0.0 samples = 3 value = [3, 0] 36789->36790 36791 gini = 0.5 samples = 2 value = [1, 1] 36789->36791 36800 x1_CO <= 0.5 gini = 0.383 samples = 31 value = [8, 23] 36799->36800 36819 gini = 0.444 samples = 3 value = [2, 1] 36799->36819 36801 x1_TX <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 36800->36801 36818 gini = 0.0 samples = 5 value = [0, 5] 36800->36818 36802 log_spend <= 4.779 gini = 0.386 samples = 23 value = [6, 17] 36801->36802 36817 gini = 0.444 samples = 3 value = [2, 1] 36801->36817 36803 gini = 0.0 samples = 4 value = [4, 0] 36802->36803 36804 x1_TN <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 36802->36804 36805 x14_8 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 36804->36805 36816 gini = 0.0 samples = 1 value = [0, 1] 36804->36816 36806 x1_UT <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 36805->36806 36815 gini = 0.0 samples = 4 value = [0, 4] 36805->36815 36807 log_spend <= 8.016 gini = 0.278 samples = 12 value = [2, 10] 36806->36807 36814 gini = 0.0 samples = 2 value = [0, 2] 36806->36814 36808 gini = 0.0 samples = 5 value = [0, 5] 36807->36808 36809 x14_10 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 36807->36809 36810 x14_4 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 36809->36810 36813 gini = 0.0 samples = 1 value = [0, 1] 36809->36813 36811 gini = 0.444 samples = 3 value = [1, 2] 36810->36811 36812 gini = 0.444 samples = 3 value = [1, 2] 36810->36812 36823 x1_TN <= 0.5 gini = 0.49 samples = 35 value = [20, 15] 36822->36823 36846 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36822->36846 36824 log_spend <= 6.103 gini = 0.493 samples = 34 value = [19, 15] 36823->36824 36845 gini = 0.0 samples = 1 value = [1, 0] 36823->36845 36825 x4_Cash or cash equivalent <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 36824->36825 36832 x14_5 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 36824->36832 36826 gini = 0.0 samples = 10 value = [10, 0] 36825->36826 36827 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 36825->36827 36828 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 36827->36828 36831 gini = 0.0 samples = 1 value = [1, 0] 36827->36831 36829 gini = 0.444 samples = 3 value = [2, 1] 36828->36829 36830 gini = 0.0 samples = 3 value = [3, 0] 36828->36830 36833 x14_6 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 36832->36833 36844 gini = 0.375 samples = 4 value = [1, 3] 36832->36844 36834 x1_MI <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 36833->36834 36843 gini = 0.5 samples = 2 value = [1, 1] 36833->36843 36835 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 36834->36835 36842 gini = 0.0 samples = 2 value = [0, 2] 36834->36842 36836 x1_CO <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 36835->36836 36841 gini = 0.0 samples = 1 value = [0, 1] 36835->36841 36837 log_spend <= 6.736 gini = 0.278 samples = 6 value = [1, 5] 36836->36837 36840 gini = 0.0 samples = 2 value = [0, 2] 36836->36840 36838 gini = 0.0 samples = 1 value = [1, 0] 36837->36838 36839 gini = 0.0 samples = 5 value = [0, 5] 36837->36839 36847 gini = 0.0 samples = 5 value = [0, 5] 36846->36847 36848 gini = 0.0 samples = 1 value = [1, 0] 36846->36848 36850 gini = 0.0 samples = 8 value = [8, 0] 36849->36850 36851 gini = 0.375 samples = 4 value = [3, 1] 36849->36851 36854 log_spend <= 6.43 gini = 0.427 samples = 240 value = [166, 74] 36853->36854 37003 gini = 0.0 samples = 1 value = [0, 1] 36853->37003 36855 x7_NV <= 0.5 gini = 0.162 samples = 169 value = [154, 15] 36854->36855 36940 x7_PA <= 0.5 gini = 0.281 samples = 71 value = [12, 59] 36854->36940 36856 x14_6 <= 0.5 gini = 0.164 samples = 167 value = [152, 15] 36855->36856 36939 gini = 0.0 samples = 2 value = [2, 0] 36855->36939 36857 x7_MO <= 0.5 gini = 0.173 samples = 146 value = [132, 14] 36856->36857 36932 x7_OH <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 36856->36932 36858 x4_Cash or cash equivalent <= 0.5 gini = 0.177 samples = 143 value = [129, 14] 36857->36858 36931 gini = 0.0 samples = 3 value = [3, 0] 36857->36931 36859 x7_NY <= 0.5 gini = 0.11 samples = 120 value = [113, 7] 36858->36859 36914 x14_9 <= 0.5 gini = 0.423 samples = 23 value = [16, 7] 36858->36914 36860 x7_AZ <= 0.5 gini = 0.12 samples = 109 value = [102, 7] 36859->36860 36913 gini = 0.0 samples = 11 value = [11, 0] 36859->36913 36861 x7_IL <= 0.5 gini = 0.124 samples = 105 value = [98, 7] 36860->36861 36912 gini = 0.0 samples = 4 value = [4, 0] 36860->36912 36862 x14_10 <= 0.5 gini = 0.112 samples = 101 value = [95, 6] 36861->36862 36911 gini = 0.375 samples = 4 value = [3, 1] 36861->36911 36863 x7_AL <= 0.5 gini = 0.134 samples = 83 value = [77, 6] 36862->36863 36910 gini = 0.0 samples = 18 value = [18, 0] 36862->36910 36864 log_spend <= 3.929 gini = 0.136 samples = 82 value = [76, 6] 36863->36864 36909 gini = 0.0 samples = 1 value = [1, 0] 36863->36909 36865 x14_8 <= 0.5 gini = 0.36 samples = 17 value = [13, 4] 36864->36865 36880 x7_PA <= 0.5 gini = 0.06 samples = 65 value = [63, 2] 36864->36880 36866 x7_CT <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 36865->36866 36879 gini = 0.5 samples = 2 value = [1, 1] 36865->36879 36867 x14_3 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 36866->36867 36878 gini = 0.0 samples = 1 value = [1, 0] 36866->36878 36868 x14_5 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 36867->36868 36877 gini = 0.0 samples = 2 value = [2, 0] 36867->36877 36869 x14_11 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 36868->36869 36876 gini = 0.0 samples = 1 value = [1, 0] 36868->36876 36870 x7_DE <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 36869->36870 36875 gini = 0.0 samples = 2 value = [2, 0] 36869->36875 36871 log_spend <= 3.695 gini = 0.469 samples = 8 value = [5, 3] 36870->36871 36874 gini = 0.0 samples = 1 value = [1, 0] 36870->36874 36872 gini = 0.0 samples = 5 value = [5, 0] 36871->36872 36873 gini = 0.0 samples = 3 value = [0, 3] 36871->36873 36881 x7_AR <= 0.5 gini = 0.062 samples = 62 value = [60, 2] 36880->36881 36908 gini = 0.0 samples = 3 value = [3, 0] 36880->36908 36882 x7_CO <= 0.5 gini = 0.064 samples = 60 value = [58, 2] 36881->36882 36907 gini = 0.0 samples = 2 value = [2, 0] 36881->36907 36883 x14_8 <= 0.5 gini = 0.065 samples = 59 value = [57, 2] 36882->36883 36906 gini = 0.0 samples = 1 value = [1, 0] 36882->36906 36884 x7_ND <= 0.5 gini = 0.073 samples = 53 value = [51, 2] 36883->36884 36905 gini = 0.0 samples = 6 value = [6, 0] 36883->36905 36885 x14_9 <= 0.5 gini = 0.074 samples = 52 value = [50, 2] 36884->36885 36904 gini = 0.0 samples = 1 value = [1, 0] 36884->36904 36886 x7_KS <= 0.5 gini = 0.087 samples = 44 value = [42, 2] 36885->36886 36903 gini = 0.0 samples = 8 value = [8, 0] 36885->36903 36887 x14_5 <= 0.5 gini = 0.089 samples = 43 value = [41, 2] 36886->36887 36902 gini = 0.0 samples = 1 value = [1, 0] 36886->36902 36888 x7_MA <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 36887->36888 36901 gini = 0.0 samples = 6 value = [6, 0] 36887->36901 36889 x7_OH <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 36888->36889 36900 gini = 0.0 samples = 2 value = [2, 0] 36888->36900 36890 x7_TX <= 0.5 gini = 0.114 samples = 33 value = [31, 2] 36889->36890 36899 gini = 0.0 samples = 2 value = [2, 0] 36889->36899 36891 log_spend <= 5.169 gini = 0.069 samples = 28 value = [27, 1] 36890->36891 36896 log_spend <= 5.642 gini = 0.32 samples = 5 value = [4, 1] 36890->36896 36892 gini = 0.0 samples = 23 value = [23, 0] 36891->36892 36893 x7_NC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 36891->36893 36894 gini = 0.444 samples = 3 value = [2, 1] 36893->36894 36895 gini = 0.0 samples = 2 value = [2, 0] 36893->36895 36897 gini = 0.0 samples = 4 value = [4, 0] 36896->36897 36898 gini = 0.0 samples = 1 value = [0, 1] 36896->36898 36915 x7_IA <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 36914->36915 36930 gini = 0.0 samples = 2 value = [2, 0] 36914->36930 36916 x14_11 <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 36915->36916 36929 gini = 0.0 samples = 1 value = [1, 0] 36915->36929 36917 x7_VA <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 36916->36917 36928 gini = 0.0 samples = 3 value = [3, 0] 36916->36928 36918 log_spend <= 5.468 gini = 0.492 samples = 16 value = [9, 7] 36917->36918 36927 gini = 0.0 samples = 1 value = [1, 0] 36917->36927 36919 gini = 0.0 samples = 7 value = [7, 0] 36918->36919 36920 x7_MA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 36918->36920 36921 x7_NC <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 36920->36921 36926 gini = 0.0 samples = 1 value = [0, 1] 36920->36926 36922 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 36921->36922 36925 gini = 0.0 samples = 1 value = [1, 0] 36921->36925 36923 gini = 0.375 samples = 4 value = [1, 3] 36922->36923 36924 gini = 0.0 samples = 3 value = [0, 3] 36922->36924 36933 x7_KY <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 36932->36933 36938 gini = 0.0 samples = 1 value = [1, 0] 36932->36938 36934 log_spend <= 5.438 gini = 0.105 samples = 18 value = [17, 1] 36933->36934 36937 gini = 0.0 samples = 2 value = [2, 0] 36933->36937 36935 gini = 0.0 samples = 16 value = [16, 0] 36934->36935 36936 gini = 0.5 samples = 2 value = [1, 1] 36934->36936 36941 x7_CO <= 0.5 gini = 0.291 samples = 68 value = [12, 56] 36940->36941 37002 gini = 0.0 samples = 3 value = [0, 3] 36940->37002 36942 x7_IA <= 0.5 gini = 0.298 samples = 66 value = [12, 54] 36941->36942 37001 gini = 0.0 samples = 2 value = [0, 2] 36941->37001 36943 x14_5 <= 0.5 gini = 0.301 samples = 65 value = [12, 53] 36942->36943 37000 gini = 0.0 samples = 1 value = [0, 1] 36942->37000 36944 x7_OH <= 0.5 gini = 0.307 samples = 58 value = [11, 47] 36943->36944 36995 x7_NC <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 36943->36995 36945 x7_TX <= 0.5 gini = 0.278 samples = 54 value = [9, 45] 36944->36945 36994 gini = 0.5 samples = 4 value = [2, 2] 36944->36994 36946 x7_IL <= 0.5 gini = 0.286 samples = 52 value = [9, 43] 36945->36946 36993 gini = 0.0 samples = 2 value = [0, 2] 36945->36993 36947 x7_NY <= 0.5 gini = 0.273 samples = 49 value = [8, 41] 36946->36947 36992 gini = 0.444 samples = 3 value = [1, 2] 36946->36992 36948 x7_NV <= 0.5 gini = 0.249 samples = 48 value = [7, 41] 36947->36948 36991 gini = 0.0 samples = 1 value = [1, 0] 36947->36991 36949 x14_3 <= 0.5 gini = 0.258 samples = 46 value = [7, 39] 36948->36949 36990 gini = 0.0 samples = 2 value = [0, 2] 36948->36990 36950 x7_NC <= 0.5 gini = 0.21 samples = 42 value = [5, 37] 36949->36950 36989 gini = 0.5 samples = 4 value = [2, 2] 36949->36989 36951 x7_MI <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 36950->36951 36986 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36950->36986 36952 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 36951->36952 36985 gini = 0.0 samples = 1 value = [0, 1] 36951->36985 36953 x7_CA <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 36952->36953 36980 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36952->36980 36954 x14_8 <= 0.5 gini = 0.191 samples = 28 value = [3, 25] 36953->36954 36979 gini = 0.0 samples = 2 value = [0, 2] 36953->36979 36955 x7_FL <= 0.5 gini = 0.211 samples = 25 value = [3, 22] 36954->36955 36978 gini = 0.0 samples = 3 value = [0, 3] 36954->36978 36956 x7_GA <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 36955->36956 36977 gini = 0.0 samples = 4 value = [0, 4] 36955->36977 36957 x7_AR <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 36956->36957 36976 gini = 0.5 samples = 2 value = [1, 1] 36956->36976 36958 x7_AZ <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 36957->36958 36975 gini = 0.0 samples = 1 value = [0, 1] 36957->36975 36959 x14_4 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 36958->36959 36974 gini = 0.0 samples = 1 value = [0, 1] 36958->36974 36960 x7_CT <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 36959->36960 36973 gini = 0.0 samples = 2 value = [0, 2] 36959->36973 36961 x14_6 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 36960->36961 36972 gini = 0.0 samples = 2 value = [0, 2] 36960->36972 36962 x14_11 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 36961->36962 36971 gini = 0.444 samples = 3 value = [1, 2] 36961->36971 36963 x7_NE <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 36962->36963 36970 gini = 0.0 samples = 2 value = [0, 2] 36962->36970 36964 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 36963->36964 36969 gini = 0.0 samples = 1 value = [0, 1] 36963->36969 36965 log_spend <= 8.271 gini = 0.278 samples = 6 value = [1, 5] 36964->36965 36968 gini = 0.0 samples = 1 value = [0, 1] 36964->36968 36966 gini = 0.5 samples = 2 value = [1, 1] 36965->36966 36967 gini = 0.0 samples = 4 value = [0, 4] 36965->36967 36981 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 36980->36981 36984 gini = 0.0 samples = 1 value = [0, 1] 36980->36984 36982 gini = 0.444 samples = 3 value = [1, 2] 36981->36982 36983 gini = 0.0 samples = 2 value = [0, 2] 36981->36983 36987 gini = 0.0 samples = 3 value = [0, 3] 36986->36987 36988 gini = 0.5 samples = 2 value = [1, 1] 36986->36988 36996 x7_VA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 36995->36996 36999 gini = 0.0 samples = 1 value = [0, 1] 36995->36999 36997 gini = 0.0 samples = 5 value = [0, 5] 36996->36997 36998 gini = 0.0 samples = 1 value = [1, 0] 36996->36998 37005 x1_MA <= 0.5 gini = 0.486 samples = 24 value = [14, 10] 37004->37005 37024 gini = 0.5 samples = 2 value = [1, 1] 37004->37024 37006 x14_9 <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 37005->37006 37021 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 37005->37021 37007 x1_NY <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 37006->37007 37018 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37006->37018 37008 x1_CT <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 37007->37008 37017 gini = 0.0 samples = 1 value = [1, 0] 37007->37017 37009 x1_TN <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 37008->37009 37016 gini = 0.0 samples = 1 value = [1, 0] 37008->37016 37010 x4_Cash or cash equivalent <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37009->37010 37015 gini = 0.444 samples = 3 value = [2, 1] 37009->37015 37011 gini = 0.0 samples = 1 value = [1, 0] 37010->37011 37012 x1_MN <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 37010->37012 37013 gini = 0.444 samples = 3 value = [2, 1] 37012->37013 37014 gini = 0.5 samples = 4 value = [2, 2] 37012->37014 37019 gini = 0.0 samples = 2 value = [2, 0] 37018->37019 37020 gini = 0.0 samples = 4 value = [0, 4] 37018->37020 37022 gini = 0.5 samples = 4 value = [2, 2] 37021->37022 37023 gini = 0.0 samples = 1 value = [1, 0] 37021->37023 37026 x7_MN <= 0.5 gini = 0.482 samples = 116 value = [47, 69] 37025->37026 37105 gini = 0.0 samples = 1 value = [0, 1] 37025->37105 37027 x1_OH <= 0.5 gini = 0.488 samples = 109 value = [46, 63] 37026->37027 37102 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 37026->37102 37028 x7_PA <= 0.5 gini = 0.489 samples = 108 value = [46, 62] 37027->37028 37101 gini = 0.0 samples = 1 value = [0, 1] 37027->37101 37029 x4_Cash or cash equivalent <= 0.5 gini = 0.495 samples = 100 value = [45, 55] 37028->37029 37098 x1_MN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 37028->37098 37030 x1_MN <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 37029->37030 37047 x1_NC <= 0.5 gini = 0.389 samples = 72 value = [19, 53] 37029->37047 37031 x7_TX <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 37030->37031 37040 x7_MI <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 37030->37040 37032 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 37031->37032 37039 gini = 0.0 samples = 2 value = [2, 0] 37031->37039 37033 x1_CO <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 37032->37033 37038 gini = 0.0 samples = 3 value = [3, 0] 37032->37038 37034 x7_OH <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 37033->37034 37037 gini = 0.0 samples = 1 value = [1, 0] 37033->37037 37035 gini = 0.0 samples = 4 value = [4, 0] 37034->37035 37036 gini = 0.5 samples = 2 value = [1, 1] 37034->37036 37041 x7_WA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 37040->37041 37046 gini = 0.0 samples = 2 value = [2, 0] 37040->37046 37042 log_spend <= 5.222 gini = 0.142 samples = 13 value = [12, 1] 37041->37042 37045 gini = 0.0 samples = 1 value = [1, 0] 37041->37045 37043 gini = 0.0 samples = 11 value = [11, 0] 37042->37043 37044 gini = 0.5 samples = 2 value = [1, 1] 37042->37044 37048 x7_FL <= 0.5 gini = 0.378 samples = 71 value = [18, 53] 37047->37048 37097 gini = 0.0 samples = 1 value = [1, 0] 37047->37097 37049 x7_MO <= 0.5 gini = 0.359 samples = 64 value = [15, 49] 37048->37049 37092 log_spend <= 6.401 gini = 0.49 samples = 7 value = [3, 4] 37048->37092 37050 x7_MI <= 0.5 gini = 0.371 samples = 61 value = [15, 46] 37049->37050 37091 gini = 0.0 samples = 3 value = [0, 3] 37049->37091 37051 x3_Yes <= 0.5 gini = 0.366 samples = 58 value = [14, 44] 37050->37051 37090 gini = 0.444 samples = 3 value = [1, 2] 37050->37090 37052 x7_OH <= 0.5 gini = 0.371 samples = 57 value = [14, 43] 37051->37052 37089 gini = 0.0 samples = 1 value = [0, 1] 37051->37089 37053 x1_NY <= 0.5 gini = 0.39 samples = 49 value = [13, 36] 37052->37053 37086 log_spend <= 5.232 gini = 0.219 samples = 8 value = [1, 7] 37052->37086 37054 x7_CO <= 0.5 gini = 0.375 samples = 48 value = [12, 36] 37053->37054 37085 gini = 0.0 samples = 1 value = [1, 0] 37053->37085 37055 x7_TX <= 0.5 gini = 0.364 samples = 46 value = [11, 35] 37054->37055 37084 gini = 0.5 samples = 2 value = [1, 1] 37054->37084 37056 log_spend <= 4.956 gini = 0.375 samples = 36 value = [9, 27] 37055->37056 37079 log_spend <= 7.569 gini = 0.32 samples = 10 value = [2, 8] 37055->37079 37057 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37056->37057 37060 x7_IA <= 0.5 gini = 0.271 samples = 31 value = [5, 26] 37056->37060 37058 gini = 0.0 samples = 3 value = [3, 0] 37057->37058 37059 gini = 0.5 samples = 2 value = [1, 1] 37057->37059 37061 x1_WI <= 0.5 gini = 0.278 samples = 30 value = [5, 25] 37060->37061 37078 gini = 0.0 samples = 1 value = [0, 1] 37060->37078 37062 x1_MA <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 37061->37062 37077 gini = 0.0 samples = 1 value = [0, 1] 37061->37077 37063 x1_RI <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 37062->37063 37076 gini = 0.0 samples = 3 value = [0, 3] 37062->37076 37064 x7_CA <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 37063->37064 37075 gini = 0.0 samples = 1 value = [0, 1] 37063->37075 37065 x7_WI <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 37064->37065 37074 gini = 0.0 samples = 6 value = [0, 6] 37064->37074 37066 x7_MD <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 37065->37066 37073 gini = 0.375 samples = 4 value = [1, 3] 37065->37073 37067 x1_MN <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 37066->37067 37072 gini = 0.0 samples = 2 value = [0, 2] 37066->37072 37068 gini = 0.375 samples = 4 value = [3, 1] 37067->37068 37069 log_spend <= 7.928 gini = 0.198 samples = 9 value = [1, 8] 37067->37069 37070 gini = 0.0 samples = 5 value = [0, 5] 37069->37070 37071 gini = 0.375 samples = 4 value = [1, 3] 37069->37071 37080 x1_MN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37079->37080 37083 gini = 0.0 samples = 4 value = [0, 4] 37079->37083 37081 gini = 0.5 samples = 4 value = [2, 2] 37080->37081 37082 gini = 0.0 samples = 2 value = [0, 2] 37080->37082 37087 gini = 0.0 samples = 1 value = [1, 0] 37086->37087 37088 gini = 0.0 samples = 7 value = [0, 7] 37086->37088 37093 gini = 0.0 samples = 2 value = [2, 0] 37092->37093 37094 x1_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37092->37094 37095 gini = 0.444 samples = 3 value = [1, 2] 37094->37095 37096 gini = 0.0 samples = 2 value = [0, 2] 37094->37096 37099 gini = 0.375 samples = 4 value = [1, 3] 37098->37099 37100 gini = 0.0 samples = 4 value = [0, 4] 37098->37100 37103 gini = 0.0 samples = 6 value = [0, 6] 37102->37103 37104 gini = 0.0 samples = 1 value = [1, 0] 37102->37104 37107 x1_NJ <= 0.5 gini = 0.48 samples = 50 value = [30, 20] 37106->37107 37124 gini = 0.5 samples = 4 value = [2, 2] 37106->37124 37108 x1_TX <= 0.5 gini = 0.473 samples = 47 value = [29, 18] 37107->37108 37123 gini = 0.444 samples = 3 value = [1, 2] 37107->37123 37109 log_spend <= 5.531 gini = 0.483 samples = 44 value = [26, 18] 37108->37109 37122 gini = 0.0 samples = 3 value = [3, 0] 37108->37122 37110 gini = 0.0 samples = 21 value = [21, 0] 37109->37110 37111 x1_TN <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 37109->37111 37112 x14_4 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 37111->37112 37121 gini = 0.0 samples = 1 value = [1, 0] 37111->37121 37113 x14_10 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 37112->37113 37120 gini = 0.0 samples = 1 value = [0, 1] 37112->37120 37114 x1_MI <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 37113->37114 37119 gini = 0.375 samples = 4 value = [1, 3] 37113->37119 37115 gini = 0.0 samples = 11 value = [0, 11] 37114->37115 37116 x14_8 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37114->37116 37117 gini = 0.444 samples = 3 value = [1, 2] 37116->37117 37118 gini = 0.444 samples = 3 value = [2, 1] 37116->37118 37126 log_spend <= 5.929 gini = 0.366 samples = 29 value = [7, 22] 37125->37126 37149 gini = 0.0 samples = 2 value = [2, 0] 37125->37149 37127 x14_4 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 37126->37127 37138 x1_MN <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 37126->37138 37128 x1_MI <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 37127->37128 37137 gini = 0.0 samples = 1 value = [1, 0] 37127->37137 37129 x14_5 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 37128->37129 37136 gini = 0.0 samples = 1 value = [1, 0] 37128->37136 37130 x4_Cash or cash equivalent <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 37129->37130 37135 gini = 0.0 samples = 1 value = [1, 0] 37129->37135 37131 gini = 0.0 samples = 1 value = [1, 0] 37130->37131 37132 log_spend <= 4.438 gini = 0.278 samples = 6 value = [1, 5] 37130->37132 37133 gini = 0.0 samples = 3 value = [0, 3] 37132->37133 37134 gini = 0.444 samples = 3 value = [1, 2] 37132->37134 37139 x14_4 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 37138->37139 37148 gini = 0.0 samples = 9 value = [0, 9] 37138->37148 37140 x1_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 37139->37140 37147 gini = 0.0 samples = 3 value = [0, 3] 37139->37147 37141 x1_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37140->37141 37146 gini = 0.0 samples = 1 value = [0, 1] 37140->37146 37142 x1_NC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37141->37142 37145 gini = 0.0 samples = 1 value = [1, 0] 37141->37145 37143 gini = 0.0 samples = 4 value = [0, 4] 37142->37143 37144 gini = 0.0 samples = 1 value = [1, 0] 37142->37144 37151 x7_CT <= 0.5 gini = 0.15 samples = 49 value = [45, 4] 37150->37151 37192 log_spend <= 4.748 gini = 0.272 samples = 117 value = [19, 98] 37150->37192 37152 x7_HI <= 0.5 gini = 0.153 samples = 48 value = [44, 4] 37151->37152 37191 gini = 0.0 samples = 1 value = [1, 0] 37151->37191 37153 x1_TN <= 0.5 gini = 0.156 samples = 47 value = [43, 4] 37152->37153 37190 gini = 0.0 samples = 1 value = [1, 0] 37152->37190 37154 x7_NY <= 0.5 gini = 0.162 samples = 45 value = [41, 4] 37153->37154 37189 gini = 0.0 samples = 2 value = [2, 0] 37153->37189 37155 x7_MO <= 0.5 gini = 0.165 samples = 44 value = [40, 4] 37154->37155 37188 gini = 0.0 samples = 1 value = [1, 0] 37154->37188 37156 x15_Other <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 37155->37156 37187 gini = 0.0 samples = 4 value = [4, 0] 37155->37187 37157 gini = 0.0 samples = 3 value = [3, 0] 37156->37157 37158 x7_IL <= 0.5 gini = 0.193 samples = 37 value = [33, 4] 37156->37158 37159 x7_WA <= 0.5 gini = 0.198 samples = 36 value = [32, 4] 37158->37159 37186 gini = 0.0 samples = 1 value = [1, 0] 37158->37186 37160 x7_WV <= 0.5 gini = 0.202 samples = 35 value = [31, 4] 37159->37160 37185 gini = 0.0 samples = 1 value = [1, 0] 37159->37185 37161 x7_PR <= 0.5 gini = 0.208 samples = 34 value = [30, 4] 37160->37161 37184 gini = 0.0 samples = 1 value = [1, 0] 37160->37184 37162 x7_FL <= 0.5 gini = 0.213 samples = 33 value = [29, 4] 37161->37162 37183 gini = 0.0 samples = 1 value = [1, 0] 37161->37183 37163 x7_TX <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 37162->37163 37180 x1_MN <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 37162->37180 37164 x1_MA <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 37163->37164 37179 gini = 0.0 samples = 1 value = [1, 0] 37163->37179 37165 x7_OH <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 37164->37165 37178 gini = 0.0 samples = 8 value = [8, 0] 37164->37178 37166 x1_NY <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 37165->37166 37177 gini = 0.0 samples = 5 value = [5, 0] 37165->37177 37167 x7_LA <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 37166->37167 37176 gini = 0.0 samples = 3 value = [3, 0] 37166->37176 37168 x1_OH <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37167->37168 37175 gini = 0.0 samples = 1 value = [1, 0] 37167->37175 37169 x7_PA <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 37168->37169 37174 gini = 0.0 samples = 1 value = [1, 0] 37168->37174 37170 x7_CA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37169->37170 37173 gini = 0.0 samples = 1 value = [1, 0] 37169->37173 37171 gini = 0.444 samples = 3 value = [1, 2] 37170->37171 37172 gini = 0.444 samples = 3 value = [2, 1] 37170->37172 37181 gini = 0.0 samples = 4 value = [4, 0] 37180->37181 37182 gini = 0.444 samples = 3 value = [2, 1] 37180->37182 37193 x1_MN <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 37192->37193 37198 x7_KY <= 0.5 gini = 0.158 samples = 104 value = [9, 95] 37192->37198 37194 gini = 0.0 samples = 8 value = [8, 0] 37193->37194 37195 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37193->37195 37196 gini = 0.5 samples = 4 value = [2, 2] 37195->37196 37197 gini = 0.0 samples = 1 value = [0, 1] 37195->37197 37199 log_spend <= 5.828 gini = 0.149 samples = 99 value = [8, 91] 37198->37199 37244 x1_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37198->37244 37200 gini = 0.0 samples = 15 value = [0, 15] 37199->37200 37201 x7_AZ <= 0.5 gini = 0.172 samples = 84 value = [8, 76] 37199->37201 37202 x7_GA <= 0.5 gini = 0.18 samples = 80 value = [8, 72] 37201->37202 37243 gini = 0.0 samples = 4 value = [0, 4] 37201->37243 37203 x1_NJ <= 0.5 gini = 0.165 samples = 77 value = [7, 70] 37202->37203 37242 gini = 0.444 samples = 3 value = [1, 2] 37202->37242 37204 x7_CT <= 0.5 gini = 0.169 samples = 75 value = [7, 68] 37203->37204 37241 gini = 0.0 samples = 2 value = [0, 2] 37203->37241 37205 x1_WA <= 0.5 gini = 0.176 samples = 72 value = [7, 65] 37204->37205 37240 gini = 0.0 samples = 3 value = [0, 3] 37204->37240 37206 x7_MA <= 0.5 gini = 0.18 samples = 70 value = [7, 63] 37205->37206 37239 gini = 0.0 samples = 2 value = [0, 2] 37205->37239 37207 x1_MN <= 0.5 gini = 0.187 samples = 67 value = [7, 60] 37206->37207 37238 gini = 0.0 samples = 3 value = [0, 3] 37206->37238 37208 x7_OH <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 37207->37208 37237 gini = 0.0 samples = 39 value = [0, 39] 37207->37237 37209 x7_OR <= 0.5 gini = 0.384 samples = 27 value = [7, 20] 37208->37209 37236 gini = 0.0 samples = 1 value = [0, 1] 37208->37236 37210 x7_MN <= 0.5 gini = 0.393 samples = 26 value = [7, 19] 37209->37210 37235 gini = 0.0 samples = 1 value = [0, 1] 37209->37235 37211 x1_TN <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 37210->37211 37232 log_spend <= 8.261 gini = 0.32 samples = 5 value = [1, 4] 37210->37232 37212 x7_NC <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 37211->37212 37231 gini = 0.0 samples = 7 value = [0, 7] 37211->37231 37213 x1_RI <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 37212->37213 37230 gini = 0.0 samples = 1 value = [0, 1] 37212->37230 37214 x1_CO <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 37213->37214 37229 gini = 0.0 samples = 1 value = [1, 0] 37213->37229 37215 x7_CA <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 37214->37215 37228 gini = 0.0 samples = 2 value = [0, 2] 37214->37228 37216 x7_MI <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 37215->37216 37227 gini = 0.0 samples = 1 value = [1, 0] 37215->37227 37217 x7_PA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 37216->37217 37226 gini = 0.0 samples = 1 value = [1, 0] 37216->37226 37218 x7_MD <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 37217->37218 37225 gini = 0.0 samples = 1 value = [1, 0] 37217->37225 37219 x7_IN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37218->37219 37224 gini = 0.0 samples = 1 value = [0, 1] 37218->37224 37220 x7_WA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37219->37220 37223 gini = 0.0 samples = 1 value = [0, 1] 37219->37223 37221 gini = 0.375 samples = 4 value = [1, 3] 37220->37221 37222 gini = 0.0 samples = 1 value = [1, 0] 37220->37222 37233 gini = 0.0 samples = 3 value = [0, 3] 37232->37233 37234 gini = 0.5 samples = 2 value = [1, 1] 37232->37234 37245 gini = 0.444 samples = 3 value = [1, 2] 37244->37245 37246 gini = 0.0 samples = 2 value = [0, 2] 37244->37246 37248 x7_VA <= 0.5 gini = 0.492 samples = 244 value = [137, 107] 37247->37248 37345 x14_2 <= 0.5 gini = 0.498 samples = 17 value = [8, 9] 37247->37345 37249 x4_Cash or cash equivalent <= 0.5 gini = 0.493 samples = 236 value = [132, 104] 37248->37249 37338 x14_5 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37248->37338 37250 x7_TX <= 0.5 gini = 0.021 samples = 96 value = [95, 1] 37249->37250 37263 x7_NE <= 0.5 gini = 0.389 samples = 140 value = [37, 103] 37249->37263 37251 x7_CA <= 0.5 gini = 0.021 samples = 93 value = [92, 1] 37250->37251 37262 gini = 0.0 samples = 3 value = [3, 0] 37250->37262 37252 gini = 0.0 samples = 82 value = [82, 0] 37251->37252 37253 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 37251->37253 37254 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 37253->37254 37261 gini = 0.0 samples = 2 value = [2, 0] 37253->37261 37255 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 37254->37255 37260 gini = 0.0 samples = 1 value = [1, 0] 37254->37260 37256 log_spend <= 5.907 gini = 0.278 samples = 6 value = [5, 1] 37255->37256 37259 gini = 0.0 samples = 2 value = [2, 0] 37255->37259 37257 gini = 0.0 samples = 5 value = [5, 0] 37256->37257 37258 gini = 0.0 samples = 1 value = [0, 1] 37256->37258 37264 x7_WA <= 0.5 gini = 0.391 samples = 139 value = [37, 102] 37263->37264 37337 gini = 0.0 samples = 1 value = [0, 1] 37263->37337 37265 x14_12 <= 0.5 gini = 0.4 samples = 130 value = [36, 94] 37264->37265 37332 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 37264->37332 37266 log_spend <= 4.919 gini = 0.424 samples = 108 value = [33, 75] 37265->37266 37315 x7_NY <= 0.5 gini = 0.236 samples = 22 value = [3, 19] 37265->37315 37267 x7_CA <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 37266->37267 37278 x14_9 <= 0.5 gini = 0.27 samples = 87 value = [14, 73] 37266->37278 37268 x7_IN <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 37267->37268 37277 gini = 0.444 samples = 3 value = [2, 1] 37267->37277 37269 x7_LA <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 37268->37269 37276 gini = 0.0 samples = 1 value = [1, 0] 37268->37276 37270 x14_11 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 37269->37270 37275 gini = 0.0 samples = 1 value = [1, 0] 37269->37275 37271 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 37270->37271 37274 gini = 0.0 samples = 3 value = [3, 0] 37270->37274 37272 gini = 0.0 samples = 9 value = [9, 0] 37271->37272 37273 gini = 0.375 samples = 4 value = [3, 1] 37271->37273 37279 x14_11 <= 0.5 gini = 0.281 samples = 77 value = [13, 64] 37278->37279 37312 x7_FL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 37278->37312 37280 log_spend <= 7.982 gini = 0.275 samples = 73 value = [12, 61] 37279->37280 37311 gini = 0.375 samples = 4 value = [1, 3] 37279->37311 37281 log_spend <= 6.194 gini = 0.091 samples = 42 value = [2, 40] 37280->37281 37288 x14_10 <= 0.5 gini = 0.437 samples = 31 value = [10, 21] 37280->37288 37282 x14_8 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 37281->37282 37287 gini = 0.0 samples = 31 value = [0, 31] 37281->37287 37283 log_spend <= 5.909 gini = 0.346 samples = 9 value = [2, 7] 37282->37283 37286 gini = 0.0 samples = 2 value = [0, 2] 37282->37286 37284 gini = 0.0 samples = 6 value = [0, 6] 37283->37284 37285 gini = 0.444 samples = 3 value = [2, 1] 37283->37285 37289 x14_2 <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 37288->37289 37308 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37288->37308 37290 x14_4 <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 37289->37290 37307 gini = 0.444 samples = 3 value = [2, 1] 37289->37307 37291 x7_PA <= 0.5 gini = 0.432 samples = 19 value = [6, 13] 37290->37291 37306 gini = 0.375 samples = 4 value = [1, 3] 37290->37306 37292 x7_FL <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 37291->37292 37305 gini = 0.0 samples = 1 value = [0, 1] 37291->37305 37293 x14_3 <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 37292->37293 37304 gini = 0.5 samples = 2 value = [1, 1] 37292->37304 37294 x7_NC <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 37293->37294 37303 gini = 0.5 samples = 4 value = [2, 2] 37293->37303 37295 x14_8 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 37294->37295 37302 gini = 0.0 samples = 1 value = [0, 1] 37294->37302 37296 x7_OH <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 37295->37296 37301 gini = 0.0 samples = 1 value = [1, 0] 37295->37301 37297 log_spend <= 9.204 gini = 0.198 samples = 9 value = [1, 8] 37296->37297 37300 gini = 0.0 samples = 1 value = [1, 0] 37296->37300 37298 gini = 0.0 samples = 5 value = [0, 5] 37297->37298 37299 gini = 0.375 samples = 4 value = [1, 3] 37297->37299 37309 gini = 0.375 samples = 4 value = [1, 3] 37308->37309 37310 gini = 0.0 samples = 1 value = [0, 1] 37308->37310 37313 gini = 0.0 samples = 7 value = [0, 7] 37312->37313 37314 gini = 0.444 samples = 3 value = [1, 2] 37312->37314 37316 x7_FL <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 37315->37316 37331 gini = 0.5 samples = 2 value = [1, 1] 37315->37331 37317 x7_IL <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 37316->37317 37330 gini = 0.444 samples = 3 value = [1, 2] 37316->37330 37318 x7_GA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 37317->37318 37329 gini = 0.0 samples = 3 value = [0, 3] 37317->37329 37319 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 37318->37319 37328 gini = 0.0 samples = 4 value = [0, 4] 37318->37328 37320 x7_AL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 37319->37320 37327 gini = 0.0 samples = 3 value = [0, 3] 37319->37327 37321 x7_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 37320->37321 37326 gini = 0.0 samples = 1 value = [0, 1] 37320->37326 37322 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37321->37322 37325 gini = 0.0 samples = 1 value = [0, 1] 37321->37325 37323 gini = 0.375 samples = 4 value = [1, 3] 37322->37323 37324 gini = 0.0 samples = 1 value = [0, 1] 37322->37324 37333 log_spend <= 6.117 gini = 0.219 samples = 8 value = [1, 7] 37332->37333 37336 gini = 0.0 samples = 1 value = [0, 1] 37332->37336 37334 gini = 0.444 samples = 3 value = [1, 2] 37333->37334 37335 gini = 0.0 samples = 5 value = [0, 5] 37333->37335 37339 x14_7 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37338->37339 37344 gini = 0.0 samples = 1 value = [0, 1] 37338->37344 37340 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 37339->37340 37343 gini = 0.0 samples = 1 value = [1, 0] 37339->37343 37341 gini = 0.5 samples = 4 value = [2, 2] 37340->37341 37342 gini = 0.0 samples = 2 value = [2, 0] 37340->37342 37346 x14_12 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 37345->37346 37359 gini = 0.0 samples = 1 value = [1, 0] 37345->37359 37347 x4_In-kind items and services <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 37346->37347 37358 gini = 0.0 samples = 3 value = [0, 3] 37346->37358 37348 x14_8 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 37347->37348 37353 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 37347->37353 37349 log_spend <= 5.813 gini = 0.444 samples = 6 value = [2, 4] 37348->37349 37352 gini = 0.0 samples = 1 value = [0, 1] 37348->37352 37350 gini = 0.0 samples = 2 value = [2, 0] 37349->37350 37351 gini = 0.0 samples = 4 value = [0, 4] 37349->37351 37354 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37353->37354 37357 gini = 0.0 samples = 1 value = [1, 0] 37353->37357 37355 gini = 0.375 samples = 4 value = [3, 1] 37354->37355 37356 gini = 0.0 samples = 1 value = [1, 0] 37354->37356 37361 gini = 0.375 samples = 4 value = [3, 1] 37360->37361 37362 gini = 0.0 samples = 2 value = [2, 0] 37360->37362 37364 x13_4 <= 0.5 gini = 0.175 samples = 31 value = [28, 3] 37363->37364 37377 x7_MO <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 37363->37377 37365 log_spend <= 9.786 gini = 0.083 samples = 23 value = [22, 1] 37364->37365 37368 x7_MD <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 37364->37368 37366 gini = 0.0 samples = 22 value = [22, 0] 37365->37366 37367 gini = 0.0 samples = 1 value = [0, 1] 37365->37367 37369 x7_GA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37368->37369 37376 gini = 0.0 samples = 1 value = [1, 0] 37368->37376 37370 x14_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 37369->37370 37375 gini = 0.0 samples = 1 value = [1, 0] 37369->37375 37371 x14_7 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 37370->37371 37374 gini = 0.0 samples = 1 value = [1, 0] 37370->37374 37372 gini = 0.444 samples = 3 value = [2, 1] 37371->37372 37373 gini = 0.5 samples = 2 value = [1, 1] 37371->37373 37378 x14_3 <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 37377->37378 37393 gini = 0.0 samples = 2 value = [0, 2] 37377->37393 37379 x14_2 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 37378->37379 37392 gini = 0.444 samples = 3 value = [2, 1] 37378->37392 37380 x7_WV <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 37379->37380 37387 x7_NJ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 37379->37387 37381 x7_CA <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 37380->37381 37386 gini = 0.0 samples = 1 value = [1, 0] 37380->37386 37382 log_spend <= 6.277 gini = 0.494 samples = 9 value = [5, 4] 37381->37382 37385 gini = 0.0 samples = 1 value = [0, 1] 37381->37385 37383 gini = 0.0 samples = 5 value = [5, 0] 37382->37383 37384 gini = 0.0 samples = 4 value = [0, 4] 37382->37384 37388 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37387->37388 37391 gini = 0.0 samples = 1 value = [0, 1] 37387->37391 37389 gini = 0.0 samples = 4 value = [0, 4] 37388->37389 37390 gini = 0.0 samples = 1 value = [1, 0] 37388->37390 37395 x14_8 <= 0.5 gini = 0.37 samples = 501 value = [378, 123] 37394->37395 37664 x7_NJ <= 0.5 gini = 0.444 samples = 30 value = [10, 20] 37394->37664 37396 x7_PR <= 0.5 gini = 0.375 samples = 468 value = [351, 117] 37395->37396 37633 x7_CO <= 0.5 gini = 0.298 samples = 33 value = [27, 6] 37395->37633 37397 x7_WA <= 0.5 gini = 0.376 samples = 467 value = [350, 117] 37396->37397 37632 gini = 0.0 samples = 1 value = [1, 0] 37396->37632 37398 x7_NH <= 0.5 gini = 0.37 samples = 453 value = [342, 111] 37397->37398 37627 x13_4 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 37397->37627 37399 x14_7 <= 0.5 gini = 0.371 samples = 452 value = [341, 111] 37398->37399 37626 gini = 0.0 samples = 1 value = [1, 0] 37398->37626 37400 x13_3 <= 0.5 gini = 0.367 samples = 425 value = [322, 103] 37399->37400 37605 x13_3 <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 37399->37605 37401 x7_IL <= 0.5 gini = 0.37 samples = 314 value = [237, 77] 37400->37401 37564 log_spend <= 5.627 gini = 0.359 samples = 111 value = [85, 26] 37400->37564 37402 x7_IA <= 0.5 gini = 0.358 samples = 296 value = [227, 69] 37401->37402 37551 x13_2 <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 37401->37551 37403 x7_NV <= 0.5 gini = 0.357 samples = 292 value = [224, 68] 37402->37403 37550 gini = 0.375 samples = 4 value = [3, 1] 37402->37550 37404 log_spend <= 6.583 gini = 0.358 samples = 291 value = [223, 68] 37403->37404 37549 gini = 0.0 samples = 1 value = [1, 0] 37403->37549 37405 x7_PA <= 0.5 gini = 0.053 samples = 182 value = [177, 5] 37404->37405 37456 x7_NJ <= 0.5 gini = 0.488 samples = 109 value = [46, 63] 37404->37456 37406 x7_CO <= 0.5 gini = 0.046 samples = 168 value = [164, 4] 37405->37406 37453 x13_4 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 37405->37453 37407 x14_3 <= 0.5 gini = 0.047 samples = 167 value = [163, 4] 37406->37407 37452 gini = 0.0 samples = 1 value = [1, 0] 37406->37452 37408 x14_2 <= 0.5 gini = 0.028 samples = 140 value = [138, 2] 37407->37408 37435 x16_other <= 0.5 gini = 0.137 samples = 27 value = [25, 2] 37407->37435 37409 x14_11 <= 0.5 gini = 0.016 samples = 127 value = [126, 1] 37408->37409 37422 x16_resp <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 37408->37422 37410 x4_Cash or cash equivalent <= 0.5 gini = 0.018 samples = 111 value = [110, 1] 37409->37410 37421 gini = 0.0 samples = 16 value = [16, 0] 37409->37421 37411 gini = 0.0 samples = 73 value = [73, 0] 37410->37411 37412 x7_MS <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 37410->37412 37413 x7_NY <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 37412->37413 37420 gini = 0.0 samples = 1 value = [1, 0] 37412->37420 37414 x7_AR <= 0.5 gini = 0.056 samples = 35 value = [34, 1] 37413->37414 37419 gini = 0.0 samples = 2 value = [2, 0] 37413->37419 37415 x7_IN <= 0.5 gini = 0.057 samples = 34 value = [33, 1] 37414->37415 37418 gini = 0.0 samples = 1 value = [1, 0] 37414->37418 37416 gini = 0.0 samples = 33 value = [33, 0] 37415->37416 37417 gini = 0.0 samples = 1 value = [0, 1] 37415->37417 37423 x13_0 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 37422->37423 37434 gini = 0.0 samples = 1 value = [1, 0] 37422->37434 37424 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 37423->37424 37433 gini = 0.0 samples = 1 value = [1, 0] 37423->37433 37425 x7_OK <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 37424->37425 37432 gini = 0.0 samples = 1 value = [1, 0] 37424->37432 37426 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 37425->37426 37431 gini = 0.0 samples = 2 value = [2, 0] 37425->37431 37427 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 37426->37427 37430 gini = 0.0 samples = 1 value = [1, 0] 37426->37430 37428 gini = 0.0 samples = 5 value = [5, 0] 37427->37428 37429 gini = 0.5 samples = 2 value = [1, 1] 37427->37429 37436 gini = 0.0 samples = 2 value = [2, 0] 37435->37436 37437 x7_TX <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 37435->37437 37438 x13_1 <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 37437->37438 37451 gini = 0.0 samples = 2 value = [2, 0] 37437->37451 37439 gini = 0.0 samples = 11 value = [11, 0] 37438->37439 37440 x7_OK <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 37438->37440 37441 x7_MO <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 37440->37441 37450 gini = 0.0 samples = 1 value = [1, 0] 37440->37450 37442 x7_VA <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 37441->37442 37449 gini = 0.0 samples = 2 value = [2, 0] 37441->37449 37443 x7_OH <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 37442->37443 37448 gini = 0.0 samples = 1 value = [1, 0] 37442->37448 37444 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 37443->37444 37447 gini = 0.0 samples = 1 value = [0, 1] 37443->37447 37445 gini = 0.375 samples = 4 value = [3, 1] 37444->37445 37446 gini = 0.0 samples = 3 value = [3, 0] 37444->37446 37454 gini = 0.0 samples = 11 value = [11, 0] 37453->37454 37455 gini = 0.444 samples = 3 value = [2, 1] 37453->37455 37457 x14_6 <= 0.5 gini = 0.49 samples = 107 value = [46, 61] 37456->37457 37548 gini = 0.0 samples = 2 value = [0, 2] 37456->37548 37458 x7_AL <= 0.5 gini = 0.494 samples = 94 value = [42, 52] 37457->37458 37537 x7_CA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 37457->37537 37459 x14_11 <= 0.5 gini = 0.496 samples = 92 value = [42, 50] 37458->37459 37536 gini = 0.0 samples = 2 value = [0, 2] 37458->37536 37460 x7_DE <= 0.5 gini = 0.498 samples = 86 value = [40, 46] 37459->37460 37531 x7_GA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37459->37531 37461 x7_MN <= 0.5 gini = 0.497 samples = 85 value = [39, 46] 37460->37461 37530 gini = 0.0 samples = 1 value = [1, 0] 37460->37530 37462 x16_oncol <= 0.5 gini = 0.498 samples = 83 value = [39, 44] 37461->37462 37529 gini = 0.0 samples = 2 value = [0, 2] 37461->37529 37463 x7_IN <= 0.5 gini = 0.497 samples = 82 value = [38, 44] 37462->37463 37528 gini = 0.0 samples = 1 value = [1, 0] 37462->37528 37464 x7_UT <= 0.5 gini = 0.497 samples = 80 value = [37, 43] 37463->37464 37527 gini = 0.5 samples = 2 value = [1, 1] 37463->37527 37465 x14_12 <= 0.5 gini = 0.499 samples = 77 value = [37, 40] 37464->37465 37526 gini = 0.0 samples = 3 value = [0, 3] 37464->37526 37466 x16_resp <= 0.5 gini = 0.5 samples = 68 value = [33, 35] 37465->37466 37521 x4_Cash or cash equivalent <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 37465->37521 37467 x7_MA <= 0.5 gini = 0.499 samples = 67 value = [32, 35] 37466->37467 37520 gini = 0.0 samples = 1 value = [1, 0] 37466->37520 37468 x7_NC <= 0.5 gini = 0.494 samples = 63 value = [28, 35] 37467->37468 37519 gini = 0.0 samples = 4 value = [4, 0] 37467->37519 37469 x13_0 <= 0.5 gini = 0.49 samples = 58 value = [25, 33] 37468->37469 37516 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 37468->37516 37470 x7_VA <= 0.5 gini = 0.482 samples = 47 value = [19, 28] 37469->37470 37507 x7_KY <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 37469->37507 37471 x7_TX <= 0.5 gini = 0.485 samples = 46 value = [19, 27] 37470->37471 37506 gini = 0.0 samples = 1 value = [0, 1] 37470->37506 37472 x14_2 <= 0.5 gini = 0.495 samples = 42 value = [19, 23] 37471->37472 37505 gini = 0.0 samples = 4 value = [0, 4] 37471->37505 37473 x13_2 <= 0.5 gini = 0.5 samples = 35 value = [17, 18] 37472->37473 37500 log_spend <= 7.942 gini = 0.408 samples = 7 value = [2, 5] 37472->37500 37474 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 22 value = [11, 11] 37473->37474 37487 x4_In-kind items and services <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 37473->37487 37475 log_spend <= 8.455 gini = 0.495 samples = 20 value = [11, 9] 37474->37475 37486 gini = 0.0 samples = 2 value = [0, 2] 37474->37486 37476 x14_3 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 37475->37476 37485 gini = 0.0 samples = 6 value = [0, 6] 37475->37485 37477 x7_CT <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 37476->37477 37484 gini = 0.375 samples = 4 value = [3, 1] 37476->37484 37478 x14_5 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 37477->37478 37483 gini = 0.0 samples = 1 value = [1, 0] 37477->37483 37479 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37478->37479 37482 gini = 0.375 samples = 4 value = [3, 1] 37478->37482 37480 gini = 0.0 samples = 4 value = [4, 0] 37479->37480 37481 gini = 0.0 samples = 1 value = [0, 1] 37479->37481 37488 x7_FL <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 37487->37488 37499 gini = 0.0 samples = 1 value = [0, 1] 37487->37499 37489 log_spend <= 7.157 gini = 0.496 samples = 11 value = [6, 5] 37488->37489 37498 gini = 0.0 samples = 1 value = [0, 1] 37488->37498 37490 gini = 0.0 samples = 2 value = [0, 2] 37489->37490 37491 x7_MO <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 37489->37491 37492 x14_5 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37491->37492 37497 gini = 0.5 samples = 2 value = [1, 1] 37491->37497 37493 log_spend <= 7.66 gini = 0.32 samples = 5 value = [4, 1] 37492->37493 37496 gini = 0.5 samples = 2 value = [1, 1] 37492->37496 37494 gini = 0.0 samples = 2 value = [2, 0] 37493->37494 37495 gini = 0.444 samples = 3 value = [2, 1] 37493->37495 37501 gini = 0.0 samples = 2 value = [0, 2] 37500->37501 37502 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37500->37502 37503 gini = 0.375 samples = 4 value = [1, 3] 37502->37503 37504 gini = 0.0 samples = 1 value = [1, 0] 37502->37504 37508 x7_PA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37507->37508 37515 gini = 0.444 samples = 3 value = [1, 2] 37507->37515 37509 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 37508->37509 37514 gini = 0.0 samples = 2 value = [0, 2] 37508->37514 37510 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37509->37510 37513 gini = 0.0 samples = 1 value = [1, 0] 37509->37513 37511 gini = 0.375 samples = 4 value = [3, 1] 37510->37511 37512 gini = 0.0 samples = 1 value = [1, 0] 37510->37512 37517 gini = 0.5 samples = 2 value = [1, 1] 37516->37517 37518 gini = 0.444 samples = 3 value = [2, 1] 37516->37518 37522 gini = 0.0 samples = 1 value = [1, 0] 37521->37522 37523 log_spend <= 8.757 gini = 0.469 samples = 8 value = [3, 5] 37521->37523 37524 gini = 0.375 samples = 4 value = [3, 1] 37523->37524 37525 gini = 0.0 samples = 4 value = [0, 4] 37523->37525 37532 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37531->37532 37535 gini = 0.0 samples = 1 value = [0, 1] 37531->37535 37533 gini = 0.444 samples = 3 value = [2, 1] 37532->37533 37534 gini = 0.0 samples = 2 value = [0, 2] 37532->37534 37538 x7_NC <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 37537->37538 37547 gini = 0.0 samples = 1 value = [1, 0] 37537->37547 37539 log_spend <= 8.558 gini = 0.397 samples = 11 value = [3, 8] 37538->37539 37546 gini = 0.0 samples = 1 value = [0, 1] 37538->37546 37540 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37539->37540 37543 x13_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 37539->37543 37541 gini = 0.375 samples = 4 value = [1, 3] 37540->37541 37542 gini = 0.0 samples = 1 value = [1, 0] 37540->37542 37544 gini = 0.375 samples = 4 value = [1, 3] 37543->37544 37545 gini = 0.0 samples = 2 value = [0, 2] 37543->37545 37552 x14_6 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 37551->37552 37559 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 37551->37559 37553 log_spend <= 5.516 gini = 0.5 samples = 10 value = [5, 5] 37552->37553 37558 gini = 0.0 samples = 2 value = [0, 2] 37552->37558 37554 gini = 0.0 samples = 4 value = [4, 0] 37553->37554 37555 x14_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 37553->37555 37556 gini = 0.0 samples = 4 value = [0, 4] 37555->37556 37557 gini = 0.5 samples = 2 value = [1, 1] 37555->37557 37560 log_spend <= 5.768 gini = 0.32 samples = 5 value = [4, 1] 37559->37560 37563 gini = 0.0 samples = 1 value = [1, 0] 37559->37563 37561 gini = 0.0 samples = 3 value = [3, 0] 37560->37561 37562 gini = 0.5 samples = 2 value = [1, 1] 37560->37562 37565 gini = 0.0 samples = 68 value = [68, 0] 37564->37565 37566 x7_KS <= 0.5 gini = 0.478 samples = 43 value = [17, 26] 37564->37566 37567 x14_2 <= 0.5 gini = 0.464 samples = 41 value = [15, 26] 37566->37567 37604 gini = 0.0 samples = 2 value = [2, 0] 37566->37604 37568 x7_TX <= 0.5 gini = 0.469 samples = 40 value = [15, 25] 37567->37568 37603 gini = 0.0 samples = 1 value = [0, 1] 37567->37603 37569 x4_Cash or cash equivalent <= 0.5 gini = 0.46 samples = 39 value = [14, 25] 37568->37569 37602 gini = 0.0 samples = 1 value = [1, 0] 37568->37602 37570 x7_AL <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37569->37570 37575 x7_NY <= 0.5 gini = 0.412 samples = 31 value = [9, 22] 37569->37575 37571 log_spend <= 6.346 gini = 0.408 samples = 7 value = [5, 2] 37570->37571 37574 gini = 0.0 samples = 1 value = [0, 1] 37570->37574 37572 gini = 0.0 samples = 4 value = [4, 0] 37571->37572 37573 gini = 0.444 samples = 3 value = [1, 2] 37571->37573 37576 x7_GA <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 37575->37576 37601 gini = 0.444 samples = 3 value = [2, 1] 37575->37601 37577 x14_5 <= 0.5 gini = 0.346 samples = 27 value = [6, 21] 37576->37577 37600 gini = 0.0 samples = 1 value = [1, 0] 37576->37600 37578 log_spend <= 7.91 gini = 0.365 samples = 25 value = [6, 19] 37577->37578 37599 gini = 0.0 samples = 2 value = [0, 2] 37577->37599 37579 x14_4 <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 37578->37579 37598 gini = 0.0 samples = 7 value = [0, 7] 37578->37598 37580 x7_MA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 37579->37580 37595 x7_UT <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37579->37595 37581 x14_6 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 37580->37581 37594 gini = 0.0 samples = 1 value = [1, 0] 37580->37594 37582 x7_MS <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 37581->37582 37593 gini = 0.0 samples = 1 value = [0, 1] 37581->37593 37583 x7_AZ <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 37582->37583 37592 gini = 0.0 samples = 1 value = [0, 1] 37582->37592 37584 x7_TN <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 37583->37584 37591 gini = 0.0 samples = 1 value = [1, 0] 37583->37591 37585 x7_PA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 37584->37585 37590 gini = 0.0 samples = 1 value = [0, 1] 37584->37590 37586 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 37585->37586 37589 gini = 0.0 samples = 1 value = [0, 1] 37585->37589 37587 gini = 0.5 samples = 4 value = [2, 2] 37586->37587 37588 gini = 0.0 samples = 3 value = [0, 3] 37586->37588 37596 gini = 0.5 samples = 4 value = [2, 2] 37595->37596 37597 gini = 0.0 samples = 1 value = [0, 1] 37595->37597 37606 x16_other <= 0.5 gini = 0.463 samples = 22 value = [14, 8] 37605->37606 37625 gini = 0.0 samples = 5 value = [5, 0] 37605->37625 37607 gini = 0.0 samples = 3 value = [3, 0] 37606->37607 37608 x7_CT <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 37606->37608 37609 x7_TX <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 37608->37609 37624 gini = 0.0 samples = 1 value = [1, 0] 37608->37624 37610 x13_1 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 37609->37610 37623 gini = 0.0 samples = 3 value = [3, 0] 37609->37623 37611 x7_MD <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 37610->37611 37622 gini = 0.444 samples = 3 value = [1, 2] 37610->37622 37612 x13_4 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 37611->37612 37621 gini = 0.0 samples = 1 value = [1, 0] 37611->37621 37613 x4_In-kind items and services <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 37612->37613 37620 gini = 0.0 samples = 2 value = [0, 2] 37612->37620 37614 log_spend <= 4.747 gini = 0.49 samples = 7 value = [3, 4] 37613->37614 37619 gini = 0.0 samples = 2 value = [2, 0] 37613->37619 37615 gini = 0.0 samples = 1 value = [1, 0] 37614->37615 37616 x7_IL <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 37614->37616 37617 gini = 0.375 samples = 4 value = [1, 3] 37616->37617 37618 gini = 0.5 samples = 2 value = [1, 1] 37616->37618 37628 log_spend <= 7.691 gini = 0.32 samples = 10 value = [8, 2] 37627->37628 37631 gini = 0.0 samples = 4 value = [0, 4] 37627->37631 37629 gini = 0.0 samples = 7 value = [7, 0] 37628->37629 37630 gini = 0.444 samples = 3 value = [1, 2] 37628->37630 37634 x7_CA <= 0.5 gini = 0.305 samples = 32 value = [26, 6] 37633->37634 37663 gini = 0.0 samples = 1 value = [1, 0] 37633->37663 37635 x7_TX <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 37634->37635 37662 gini = 0.375 samples = 4 value = [3, 1] 37634->37662 37636 x7_IN <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 37635->37636 37661 gini = 0.0 samples = 2 value = [0, 2] 37635->37661 37637 x7_OK <= 0.5 gini = 0.147 samples = 25 value = [23, 2] 37636->37637 37660 gini = 0.0 samples = 1 value = [0, 1] 37636->37660 37638 x16_other <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 37637->37638 37659 gini = 0.0 samples = 1 value = [1, 0] 37637->37659 37639 gini = 0.0 samples = 1 value = [1, 0] 37638->37639 37640 x7_MI <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 37638->37640 37641 x7_KY <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 37640->37641 37658 gini = 0.0 samples = 1 value = [1, 0] 37640->37658 37642 x7_UT <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 37641->37642 37657 gini = 0.0 samples = 1 value = [1, 0] 37641->37657 37643 x13_2 <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 37642->37643 37656 gini = 0.0 samples = 1 value = [1, 0] 37642->37656 37644 x13_3 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 37643->37644 37655 gini = 0.0 samples = 5 value = [5, 0] 37643->37655 37645 x7_AR <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 37644->37645 37654 gini = 0.0 samples = 2 value = [2, 0] 37644->37654 37646 x7_NY <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 37645->37646 37653 gini = 0.0 samples = 1 value = [1, 0] 37645->37653 37647 x13_4 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 37646->37647 37652 gini = 0.0 samples = 2 value = [2, 0] 37646->37652 37648 x7_ID <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 37647->37648 37651 gini = 0.0 samples = 5 value = [5, 0] 37647->37651 37649 gini = 0.5 samples = 4 value = [2, 2] 37648->37649 37650 gini = 0.0 samples = 1 value = [1, 0] 37648->37650 37665 x7_MO <= 0.5 gini = 0.428 samples = 29 value = [9, 20] 37664->37665 37682 gini = 0.0 samples = 1 value = [1, 0] 37664->37682 37666 x7_GA <= 0.5 gini = 0.417 samples = 27 value = [8, 19] 37665->37666 37681 gini = 0.5 samples = 2 value = [1, 1] 37665->37681 37667 x14_5 <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 37666->37667 37680 gini = 0.5 samples = 2 value = [1, 1] 37666->37680 37668 x14_2 <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 37667->37668 37679 gini = 0.0 samples = 1 value = [1, 0] 37667->37679 37669 x7_NY <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 37668->37669 37678 gini = 0.0 samples = 3 value = [3, 0] 37668->37678 37670 x7_MA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 37669->37670 37677 gini = 0.5 samples = 2 value = [1, 1] 37669->37677 37671 x14_8 <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 37670->37671 37676 gini = 0.0 samples = 1 value = [0, 1] 37670->37676 37672 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 37671->37672 37675 gini = 0.0 samples = 1 value = [1, 0] 37671->37675 37673 gini = 0.0 samples = 14 value = [0, 14] 37672->37673 37674 gini = 0.444 samples = 3 value = [1, 2] 37672->37674 37684 x7_KS <= 0.5 gini = 0.291 samples = 266 value = [219, 47] 37683->37684 37799 x7_CT <= 0.5 gini = 0.428 samples = 87 value = [60, 27] 37683->37799 37685 x13_4 <= 0.5 gini = 0.294 samples = 263 value = [216, 47] 37684->37685 37798 gini = 0.0 samples = 3 value = [3, 0] 37684->37798 37686 x14_5 <= 0.5 gini = 0.299 samples = 208 value = [170, 38] 37685->37686 37755 x7_FL <= 0.5 gini = 0.274 samples = 55 value = [46, 9] 37685->37755 37687 x7_OR <= 0.5 gini = 0.289 samples = 183 value = [151, 32] 37686->37687 37742 x13_2 <= 0.5 gini = 0.365 samples = 25 value = [19, 6] 37686->37742 37688 x7_FL <= 0.5 gini = 0.283 samples = 182 value = [151, 31] 37687->37688 37741 gini = 0.0 samples = 1 value = [0, 1] 37687->37741 37689 x14_7 <= 0.5 gini = 0.248 samples = 172 value = [147, 25] 37688->37689 37734 x14_11 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 37688->37734 37690 x14_8 <= 0.5 gini = 0.24 samples = 158 value = [136, 22] 37689->37690 37727 x4_In-kind items and services <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 37689->37727 37691 x7_MI <= 0.5 gini = 0.225 samples = 139 value = [121, 18] 37690->37691 37724 log_spend <= 6.751 gini = 0.332 samples = 19 value = [15, 4] 37690->37724 37692 x7_SD <= 0.5 gini = 0.231 samples = 135 value = [117, 18] 37691->37692 37723 gini = 0.0 samples = 4 value = [4, 0] 37691->37723 37693 x7_MA <= 0.5 gini = 0.222 samples = 134 value = [117, 17] 37692->37693 37722 gini = 0.0 samples = 1 value = [0, 1] 37692->37722 37694 log_spend <= 6.076 gini = 0.23 samples = 128 value = [111, 17] 37693->37694 37721 gini = 0.0 samples = 6 value = [6, 0] 37693->37721 37695 gini = 0.0 samples = 96 value = [96, 0] 37694->37695 37696 x14_3 <= 0.5 gini = 0.498 samples = 32 value = [15, 17] 37694->37696 37697 x4_Cash or cash equivalent <= 0.5 gini = 0.498 samples = 30 value = [14, 16] 37696->37697 37720 gini = 0.5 samples = 2 value = [1, 1] 37696->37720 37698 log_spend <= 6.559 gini = 0.397 samples = 11 value = [3, 8] 37697->37698 37703 x14_11 <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 37697->37703 37699 gini = 0.0 samples = 4 value = [0, 4] 37698->37699 37700 log_spend <= 7.157 gini = 0.49 samples = 7 value = [3, 4] 37698->37700 37701 gini = 0.0 samples = 3 value = [3, 0] 37700->37701 37702 gini = 0.0 samples = 4 value = [0, 4] 37700->37702 37704 x7_NC <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 37703->37704 37713 x7_GA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37703->37713 37705 x14_4 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 37704->37705 37712 gini = 0.0 samples = 1 value = [1, 0] 37704->37712 37706 x14_9 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 37705->37706 37711 gini = 0.5 samples = 2 value = [1, 1] 37705->37711 37707 x13_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 37706->37707 37710 gini = 0.0 samples = 3 value = [0, 3] 37706->37710 37708 gini = 0.444 samples = 3 value = [2, 1] 37707->37708 37709 gini = 0.444 samples = 3 value = [2, 1] 37707->37709 37714 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 37713->37714 37719 gini = 0.0 samples = 1 value = [1, 0] 37713->37719 37715 x7_NV <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 37714->37715 37718 gini = 0.0 samples = 1 value = [1, 0] 37714->37718 37716 gini = 0.5 samples = 4 value = [2, 2] 37715->37716 37717 gini = 0.0 samples = 1 value = [1, 0] 37715->37717 37725 gini = 0.0 samples = 15 value = [15, 0] 37724->37725 37726 gini = 0.0 samples = 4 value = [0, 4] 37724->37726 37728 gini = 0.0 samples = 7 value = [7, 0] 37727->37728 37729 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 37727->37729 37730 x7_TN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37729->37730 37733 gini = 0.0 samples = 2 value = [2, 0] 37729->37733 37731 gini = 0.375 samples = 4 value = [1, 3] 37730->37731 37732 gini = 0.0 samples = 1 value = [1, 0] 37730->37732 37735 x14_10 <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 37734->37735 37740 gini = 0.0 samples = 2 value = [0, 2] 37734->37740 37736 x14_12 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37735->37736 37739 gini = 0.5 samples = 2 value = [1, 1] 37735->37739 37737 gini = 0.5 samples = 4 value = [2, 2] 37736->37737 37738 gini = 0.5 samples = 2 value = [1, 1] 37736->37738 37743 log_spend <= 5.474 gini = 0.444 samples = 12 value = [8, 4] 37742->37743 37748 x7_MN <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 37742->37748 37744 gini = 0.0 samples = 7 value = [7, 0] 37743->37744 37745 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 37743->37745 37746 gini = 0.5 samples = 2 value = [1, 1] 37745->37746 37747 gini = 0.0 samples = 3 value = [0, 3] 37745->37747 37749 x4_Cash or cash equivalent <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 37748->37749 37754 gini = 0.0 samples = 1 value = [0, 1] 37748->37754 37750 gini = 0.0 samples = 3 value = [3, 0] 37749->37750 37751 log_spend <= 7.517 gini = 0.198 samples = 9 value = [8, 1] 37749->37751 37752 gini = 0.0 samples = 8 value = [8, 0] 37751->37752 37753 gini = 0.0 samples = 1 value = [0, 1] 37751->37753 37756 x7_MN <= 0.5 gini = 0.291 samples = 51 value = [42, 9] 37755->37756 37797 gini = 0.0 samples = 4 value = [4, 0] 37755->37797 37757 x7_CO <= 0.5 gini = 0.295 samples = 50 value = [41, 9] 37756->37757 37796 gini = 0.0 samples = 1 value = [1, 0] 37756->37796 37758 x7_TN <= 0.5 gini = 0.315 samples = 46 value = [37, 9] 37757->37758 37795 gini = 0.0 samples = 4 value = [4, 0] 37757->37795 37759 x7_TX <= 0.5 gini = 0.32 samples = 45 value = [36, 9] 37758->37759 37794 gini = 0.0 samples = 1 value = [1, 0] 37758->37794 37760 x7_PA <= 0.5 gini = 0.337 samples = 42 value = [33, 9] 37759->37760 37793 gini = 0.0 samples = 3 value = [3, 0] 37759->37793 37761 x7_ND <= 0.5 gini = 0.361 samples = 38 value = [29, 9] 37760->37761 37792 gini = 0.0 samples = 4 value = [4, 0] 37760->37792 37762 x4_Cash or cash equivalent <= 0.5 gini = 0.339 samples = 37 value = [29, 8] 37761->37762 37791 gini = 0.0 samples = 1 value = [0, 1] 37761->37791 37763 x14_10 <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 37762->37763 37778 x7_NJ <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 37762->37778 37764 x14_12 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 37763->37764 37777 gini = 0.0 samples = 3 value = [3, 0] 37763->37777 37765 x14_4 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 37764->37765 37776 gini = 0.0 samples = 1 value = [0, 1] 37764->37776 37766 x14_11 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 37765->37766 37775 gini = 0.0 samples = 4 value = [4, 0] 37765->37775 37767 x7_AL <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 37766->37767 37774 gini = 0.0 samples = 4 value = [4, 0] 37766->37774 37768 x7_WY <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 37767->37768 37773 gini = 0.0 samples = 1 value = [1, 0] 37767->37773 37769 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 37768->37769 37772 gini = 0.0 samples = 1 value = [1, 0] 37768->37772 37770 gini = 0.0 samples = 6 value = [6, 0] 37769->37770 37771 gini = 0.0 samples = 1 value = [0, 1] 37769->37771 37779 x7_CA <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 37778->37779 37790 gini = 0.0 samples = 2 value = [2, 0] 37778->37790 37780 x14_7 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 37779->37780 37789 gini = 0.0 samples = 3 value = [3, 0] 37779->37789 37781 x14_12 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 37780->37781 37788 gini = 0.5 samples = 2 value = [1, 1] 37780->37788 37782 x14_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 37781->37782 37787 gini = 0.0 samples = 2 value = [0, 2] 37781->37787 37783 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 37782->37783 37786 gini = 0.0 samples = 2 value = [2, 0] 37782->37786 37784 gini = 0.0 samples = 2 value = [0, 2] 37783->37784 37785 gini = 0.444 samples = 3 value = [2, 1] 37783->37785 37800 x7_GA <= 0.5 gini = 0.415 samples = 85 value = [60, 25] 37799->37800 37885 gini = 0.0 samples = 2 value = [0, 2] 37799->37885 37801 x7_MD <= 0.5 gini = 0.421 samples = 83 value = [58, 25] 37800->37801 37884 gini = 0.0 samples = 2 value = [2, 0] 37800->37884 37802 x15_neurology <= 0.5 gini = 0.407 samples = 81 value = [58, 23] 37801->37802 37883 gini = 0.0 samples = 2 value = [0, 2] 37801->37883 37803 x7_TN <= 0.5 gini = 0.41 samples = 80 value = [57, 23] 37802->37803 37882 gini = 0.0 samples = 1 value = [1, 0] 37802->37882 37804 x14_10 <= 0.5 gini = 0.413 samples = 79 value = [56, 23] 37803->37804 37881 gini = 0.0 samples = 1 value = [1, 0] 37803->37881 37805 x14_3 <= 0.5 gini = 0.423 samples = 69 value = [48, 21] 37804->37805 37868 x7_OH <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 37804->37868 37806 x7_ID <= 0.5 gini = 0.408 samples = 63 value = [45, 18] 37805->37806 37865 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37805->37865 37807 x7_TX <= 0.5 gini = 0.412 samples = 62 value = [44, 18] 37806->37807 37864 gini = 0.0 samples = 1 value = [1, 0] 37806->37864 37808 x7_RI <= 0.5 gini = 0.44 samples = 55 value = [37, 18] 37807->37808 37863 gini = 0.0 samples = 7 value = [7, 0] 37807->37863 37809 x7_WV <= 0.5 gini = 0.444 samples = 54 value = [36, 18] 37808->37809 37862 gini = 0.0 samples = 1 value = [1, 0] 37808->37862 37810 x7_NY <= 0.5 gini = 0.449 samples = 53 value = [35, 18] 37809->37810 37861 gini = 0.0 samples = 1 value = [1, 0] 37809->37861 37811 x7_AZ <= 0.5 gini = 0.435 samples = 47 value = [32, 15] 37810->37811 37858 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37810->37858 37812 x7_IA <= 0.5 gini = 0.423 samples = 46 value = [32, 14] 37811->37812 37857 gini = 0.0 samples = 1 value = [0, 1] 37811->37857 37813 x7_WI <= 0.5 gini = 0.429 samples = 45 value = [31, 14] 37812->37813 37856 gini = 0.0 samples = 1 value = [1, 0] 37812->37856 37814 x14_7 <= 0.5 gini = 0.434 samples = 44 value = [30, 14] 37813->37814 37855 gini = 0.0 samples = 1 value = [1, 0] 37813->37855 37815 x7_OH <= 0.5 gini = 0.414 samples = 41 value = [29, 12] 37814->37815 37854 gini = 0.444 samples = 3 value = [1, 2] 37814->37854 37816 x7_MA <= 0.5 gini = 0.397 samples = 33 value = [24, 9] 37815->37816 37847 x15_Other <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 37815->37847 37817 x7_CO <= 0.5 gini = 0.383 samples = 31 value = [23, 8] 37816->37817 37846 gini = 0.5 samples = 2 value = [1, 1] 37816->37846 37818 x7_NE <= 0.5 gini = 0.358 samples = 30 value = [23, 7] 37817->37818 37845 gini = 0.0 samples = 1 value = [0, 1] 37817->37845 37819 x14_4 <= 0.5 gini = 0.366 samples = 29 value = [22, 7] 37818->37819 37844 gini = 0.0 samples = 1 value = [1, 0] 37818->37844 37820 x7_CA <= 0.5 gini = 0.375 samples = 24 value = [18, 6] 37819->37820 37841 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37819->37841 37821 x15_ophthalmology <= 0.5 gini = 0.386 samples = 23 value = [17, 6] 37820->37821 37840 gini = 0.0 samples = 1 value = [1, 0] 37820->37840 37822 x7_VA <= 0.5 gini = 0.408 samples = 21 value = [15, 6] 37821->37822 37839 gini = 0.0 samples = 2 value = [2, 0] 37821->37839 37823 x7_IN <= 0.5 gini = 0.375 samples = 20 value = [15, 5] 37822->37823 37838 gini = 0.0 samples = 1 value = [0, 1] 37822->37838 37824 x14_9 <= 0.5 gini = 0.388 samples = 19 value = [14, 5] 37823->37824 37837 gini = 0.0 samples = 1 value = [1, 0] 37823->37837 37825 x7_FL <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 37824->37825 37834 log_spend <= 5.647 gini = 0.444 samples = 6 value = [4, 2] 37824->37834 37826 x14_11 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 37825->37826 37833 gini = 0.0 samples = 3 value = [3, 0] 37825->37833 37827 x14_8 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 37826->37827 37832 gini = 0.5 samples = 2 value = [1, 1] 37826->37832 37828 x7_NV <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37827->37828 37831 gini = 0.444 samples = 3 value = [2, 1] 37827->37831 37829 gini = 0.375 samples = 4 value = [3, 1] 37828->37829 37830 gini = 0.0 samples = 1 value = [1, 0] 37828->37830 37835 gini = 0.0 samples = 3 value = [3, 0] 37834->37835 37836 gini = 0.444 samples = 3 value = [1, 2] 37834->37836 37842 gini = 0.444 samples = 3 value = [2, 1] 37841->37842 37843 gini = 0.0 samples = 2 value = [2, 0] 37841->37843 37848 gini = 0.0 samples = 1 value = [1, 0] 37847->37848 37849 x14_6 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 37847->37849 37850 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37849->37850 37853 gini = 0.0 samples = 1 value = [1, 0] 37849->37853 37851 gini = 0.5 samples = 2 value = [1, 1] 37850->37851 37852 gini = 0.5 samples = 4 value = [2, 2] 37850->37852 37859 gini = 0.444 samples = 3 value = [1, 2] 37858->37859 37860 gini = 0.444 samples = 3 value = [2, 1] 37858->37860 37866 gini = 0.444 samples = 3 value = [1, 2] 37865->37866 37867 gini = 0.444 samples = 3 value = [2, 1] 37865->37867 37869 x7_FL <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 37868->37869 37880 gini = 0.0 samples = 1 value = [1, 0] 37868->37880 37870 x7_ID <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 37869->37870 37879 gini = 0.0 samples = 1 value = [1, 0] 37869->37879 37871 x7_IL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37870->37871 37878 gini = 0.0 samples = 1 value = [1, 0] 37870->37878 37872 x7_AL <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 37871->37872 37877 gini = 0.0 samples = 1 value = [1, 0] 37871->37877 37873 x7_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37872->37873 37876 gini = 0.0 samples = 1 value = [0, 1] 37872->37876 37874 gini = 0.375 samples = 4 value = [3, 1] 37873->37874 37875 gini = 0.0 samples = 1 value = [1, 0] 37873->37875 37887 x7_LA <= 0.5 gini = 0.492 samples = 2469 value = [1394, 1075] 37886->37887 39514 x13_1 <= 0.5 gini = 0.453 samples = 225 value = [147, 78] 37886->39514 37888 x14_12 <= 0.5 gini = 0.491 samples = 2428 value = [1381, 1047] 37887->37888 39487 x14_2 <= 0.5 gini = 0.433 samples = 41 value = [13, 28] 37887->39487 37889 x7_OR <= 0.5 gini = 0.485 samples = 2133 value = [1250, 883] 37888->37889 39244 x4_Cash or cash equivalent <= 0.5 gini = 0.494 samples = 295 value = [131, 164] 37888->39244 37890 x7_AL <= 0.5 gini = 0.485 samples = 2108 value = [1234, 874] 37889->37890 39229 x14_2 <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 37889->39229 37891 x7_PA <= 0.5 gini = 0.484 samples = 2059 value = [1213, 846] 37890->37891 39198 x13_2 <= 0.5 gini = 0.49 samples = 49 value = [21, 28] 37890->39198 37892 x7_TN <= 0.5 gini = 0.483 samples = 1966 value = [1166, 800] 37891->37892 39133 x14_6 <= 0.5 gini = 0.5 samples = 93 value = [47, 46] 37891->39133 37893 x13_6 <= 0.5 gini = 0.48 samples = 1909 value = [1143, 766] 37892->37893 39104 x14_11 <= 0.5 gini = 0.481 samples = 57 value = [23, 34] 37892->39104 37894 x13_2 <= 0.5 gini = 0.484 samples = 1860 value = [1098, 762] 37893->37894 39083 x14_9 <= 0.5 gini = 0.15 samples = 49 value = [45, 4] 37893->39083 37895 x7_WI <= 0.5 gini = 0.48 samples = 1376 value = [825, 551] 37894->37895 38720 x16_diab <= 0.5 gini = 0.492 samples = 484 value = [273, 211] 37894->38720 37896 x7_CO <= 0.5 gini = 0.48 samples = 1347 value = [809, 538] 37895->37896 38697 x14_9 <= 0.5 gini = 0.495 samples = 29 value = [16, 13] 37895->38697 37897 x7_NC <= 0.5 gini = 0.482 samples = 1308 value = [779, 529] 37896->37897 38672 x14_3 <= 0.5 gini = 0.355 samples = 39 value = [30, 9] 37896->38672 37898 x7_TX <= 0.5 gini = 0.482 samples = 1252 value = [744, 508] 37897->37898 38643 x15_endocrinology <= 0.5 gini = 0.469 samples = 56 value = [35, 21] 37897->38643 37899 log_spend <= 5.944 gini = 0.485 samples = 1097 value = [644, 453] 37898->37899 38540 x14_5 <= 0.5 gini = 0.458 samples = 155 value = [100, 55] 37898->38540 37900 x16_cardio <= 0.5 gini = 0.214 samples = 617 value = [542, 75] 37899->37900 38229 x7_CA <= 0.5 gini = 0.335 samples = 480 value = [102, 378] 37899->38229 37901 x13_1 <= 0.5 gini = 0.208 samples = 577 value = [509, 68] 37900->37901 38218 x14_7 <= 0.5 gini = 0.289 samples = 40 value = [33, 7] 37900->38218 37902 x14_2 <= 0.5 gini = 0.221 samples = 379 value = [331, 48] 37901->37902 38121 x7_KY <= 0.5 gini = 0.182 samples = 198 value = [178, 20] 37901->38121 37903 x7_AR <= 0.5 gini = 0.219 samples = 343 value = [300, 43] 37902->37903 38100 x7_NV <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 37902->38100 37904 x7_MS <= 0.5 gini = 0.222 samples = 338 value = [295, 43] 37903->37904 38099 gini = 0.0 samples = 5 value = [5, 0] 37903->38099 37905 x16_resp <= 0.5 gini = 0.22 samples = 333 value = [291, 42] 37904->37905 38096 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37904->38096 37906 x14_10 <= 0.5 gini = 0.222 samples = 331 value = [289, 42] 37905->37906 38095 gini = 0.0 samples = 2 value = [2, 0] 37905->38095 37907 x14_11 <= 0.5 gini = 0.186 samples = 289 value = [259, 30] 37906->37907 38076 x13_0 <= 0.5 gini = 0.408 samples = 42 value = [30, 12] 37906->38076 37908 x7_KS <= 0.5 gini = 0.199 samples = 259 value = [230, 29] 37907->37908 38061 x7_KY <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 37907->38061 37909 x7_CT <= 0.5 gini = 0.197 samples = 253 value = [225, 28] 37908->37909 38058 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 37908->38058 37910 x7_IL <= 0.5 gini = 0.198 samples = 251 value = [223, 28] 37909->37910 38057 gini = 0.0 samples = 2 value = [2, 0] 37909->38057 37911 x7_NV <= 0.5 gini = 0.199 samples = 232 value = [206, 26] 37910->37911 38044 x13_3 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 37910->38044 37912 x14_7 <= 0.5 gini = 0.201 samples = 230 value = [204, 26] 37911->37912 38043 gini = 0.0 samples = 2 value = [2, 0] 37911->38043 37913 x14_6 <= 0.5 gini = 0.2 samples = 204 value = [181, 23] 37912->37913 38020 x7_WA <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 37912->38020 37914 x7_NE <= 0.5 gini = 0.192 samples = 167 value = [149, 18] 37913->37914 37999 x7_WA <= 0.5 gini = 0.234 samples = 37 value = [32, 5] 37913->37999 37915 x14_3 <= 0.5 gini = 0.194 samples = 165 value = [147, 18] 37914->37915 37998 gini = 0.0 samples = 2 value = [2, 0] 37914->37998 37916 x7_NJ <= 0.5 gini = 0.234 samples = 133 value = [115, 18] 37915->37916 37997 gini = 0.0 samples = 32 value = [32, 0] 37915->37997 37917 x15_Other <= 0.5 gini = 0.23 samples = 128 value = [111, 17] 37916->37917 37994 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 37916->37994 37918 gini = 0.0 samples = 1 value = [1, 0] 37917->37918 37919 x7_KY <= 0.5 gini = 0.232 samples = 127 value = [110, 17] 37917->37919 37920 x7_ID <= 0.5 gini = 0.223 samples = 125 value = [109, 16] 37919->37920 37993 gini = 0.5 samples = 2 value = [1, 1] 37919->37993 37921 x4_In-kind items and services <= 0.5 gini = 0.225 samples = 124 value = [108, 16] 37920->37921 37992 gini = 0.0 samples = 1 value = [1, 0] 37920->37992 37922 x7_MA <= 0.5 gini = 0.335 samples = 47 value = [37, 10] 37921->37922 37961 x14_4 <= 0.5 gini = 0.144 samples = 77 value = [71, 6] 37921->37961 37923 x7_OK <= 0.5 gini = 0.34 samples = 46 value = [36, 10] 37922->37923 37960 gini = 0.0 samples = 1 value = [1, 0] 37922->37960 37924 x7_MO <= 0.5 gini = 0.357 samples = 43 value = [33, 10] 37923->37924 37959 gini = 0.0 samples = 3 value = [3, 0] 37923->37959 37925 x7_MT <= 0.5 gini = 0.381 samples = 39 value = [29, 10] 37924->37925 37958 gini = 0.0 samples = 4 value = [4, 0] 37924->37958 37926 x7_WV <= 0.5 gini = 0.388 samples = 38 value = [28, 10] 37925->37926 37957 gini = 0.0 samples = 1 value = [1, 0] 37925->37957 37927 x7_DC <= 0.5 gini = 0.394 samples = 37 value = [27, 10] 37926->37927 37956 gini = 0.0 samples = 1 value = [1, 0] 37926->37956 37928 x7_HI <= 0.5 gini = 0.401 samples = 36 value = [26, 10] 37927->37928 37955 gini = 0.0 samples = 1 value = [1, 0] 37927->37955 37929 x14_4 <= 0.5 gini = 0.408 samples = 35 value = [25, 10] 37928->37929 37954 gini = 0.0 samples = 1 value = [1, 0] 37928->37954 37930 x7_AZ <= 0.5 gini = 0.393 samples = 26 value = [19, 7] 37929->37930 37947 x7_CA <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 37929->37947 37931 x7_MI <= 0.5 gini = 0.397 samples = 22 value = [16, 6] 37930->37931 37946 gini = 0.375 samples = 4 value = [3, 1] 37930->37946 37932 x13_4 <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 37931->37932 37945 gini = 0.0 samples = 1 value = [0, 1] 37931->37945 37933 log_spend <= 4.594 gini = 0.375 samples = 12 value = [9, 3] 37932->37933 37938 x14_8 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 37932->37938 37934 gini = 0.0 samples = 6 value = [6, 0] 37933->37934 37935 x14_9 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37933->37935 37936 gini = 0.5 samples = 4 value = [2, 2] 37935->37936 37937 gini = 0.5 samples = 2 value = [1, 1] 37935->37937 37939 x7_NY <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 37938->37939 37944 gini = 0.0 samples = 2 value = [2, 0] 37938->37944 37940 log_spend <= 5.384 gini = 0.32 samples = 5 value = [4, 1] 37939->37940 37943 gini = 0.5 samples = 2 value = [1, 1] 37939->37943 37941 gini = 0.0 samples = 4 value = [4, 0] 37940->37941 37942 gini = 0.0 samples = 1 value = [0, 1] 37940->37942 37948 x13_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 37947->37948 37953 gini = 0.0 samples = 3 value = [3, 0] 37947->37953 37949 log_spend <= 5.406 gini = 0.48 samples = 5 value = [3, 2] 37948->37949 37952 gini = 0.0 samples = 1 value = [0, 1] 37948->37952 37950 gini = 0.0 samples = 3 value = [3, 0] 37949->37950 37951 gini = 0.0 samples = 2 value = [0, 2] 37949->37951 37962 x7_MA <= 0.5 gini = 0.177 samples = 51 value = [46, 5] 37961->37962 37989 log_spend <= 5.526 gini = 0.074 samples = 26 value = [25, 1] 37961->37989 37963 x7_IN <= 0.5 gini = 0.19 samples = 47 value = [42, 5] 37962->37963 37988 gini = 0.0 samples = 4 value = [4, 0] 37962->37988 37964 x7_RI <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 37963->37964 37987 gini = 0.0 samples = 1 value = [1, 0] 37963->37987 37965 x7_CA <= 0.5 gini = 0.201 samples = 44 value = [39, 5] 37964->37965 37986 gini = 0.0 samples = 2 value = [2, 0] 37964->37986 37966 x14_5 <= 0.5 gini = 0.108 samples = 35 value = [33, 2] 37965->37966 37977 x14_5 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 37965->37977 37967 x13_0 <= 0.5 gini = 0.153 samples = 24 value = [22, 2] 37966->37967 37976 gini = 0.0 samples = 11 value = [11, 0] 37966->37976 37968 x7_MT <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 37967->37968 37975 gini = 0.375 samples = 4 value = [3, 1] 37967->37975 37969 x7_GA <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 37968->37969 37974 gini = 0.0 samples = 1 value = [1, 0] 37968->37974 37970 log_spend <= 3.826 gini = 0.111 samples = 17 value = [16, 1] 37969->37970 37973 gini = 0.0 samples = 2 value = [2, 0] 37969->37973 37971 gini = 0.5 samples = 2 value = [1, 1] 37970->37971 37972 gini = 0.0 samples = 15 value = [15, 0] 37970->37972 37978 log_spend <= 3.775 gini = 0.469 samples = 8 value = [5, 3] 37977->37978 37985 gini = 0.0 samples = 1 value = [1, 0] 37977->37985 37979 gini = 0.0 samples = 1 value = [0, 1] 37978->37979 37980 log_spend <= 3.951 gini = 0.408 samples = 7 value = [5, 2] 37978->37980 37981 gini = 0.0 samples = 2 value = [2, 0] 37980->37981 37982 log_spend <= 4.03 gini = 0.48 samples = 5 value = [3, 2] 37980->37982 37983 gini = 0.0 samples = 1 value = [0, 1] 37982->37983 37984 gini = 0.375 samples = 4 value = [3, 1] 37982->37984 37990 gini = 0.0 samples = 24 value = [24, 0] 37989->37990 37991 gini = 0.5 samples = 2 value = [1, 1] 37989->37991 37995 gini = 0.375 samples = 4 value = [3, 1] 37994->37995 37996 gini = 0.0 samples = 1 value = [1, 0] 37994->37996 38000 x13_3 <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 37999->38000 38019 gini = 0.0 samples = 1 value = [1, 0] 37999->38019 38001 x7_CA <= 0.5 gini = 0.298 samples = 22 value = [18, 4] 38000->38001 38016 x4_In-kind items and services <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 38000->38016 38002 x13_0 <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 38001->38002 38013 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 38001->38013 38003 x7_AZ <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 38002->38003 38012 gini = 0.0 samples = 6 value = [6, 0] 38002->38012 38004 x7_NY <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 38003->38004 38011 gini = 0.0 samples = 1 value = [1, 0] 38003->38011 38005 x7_MI <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 38004->38005 38010 gini = 0.0 samples = 1 value = [1, 0] 38004->38010 38006 x7_DC <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38005->38006 38009 gini = 0.5 samples = 2 value = [1, 1] 38005->38009 38007 gini = 0.375 samples = 4 value = [3, 1] 38006->38007 38008 gini = 0.0 samples = 1 value = [1, 0] 38006->38008 38014 gini = 0.444 samples = 3 value = [2, 1] 38013->38014 38015 gini = 0.375 samples = 4 value = [3, 1] 38013->38015 38017 gini = 0.375 samples = 4 value = [3, 1] 38016->38017 38018 gini = 0.0 samples = 10 value = [10, 0] 38016->38018 38021 x4_In-kind items and services <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 38020->38021 38042 gini = 0.0 samples = 2 value = [2, 0] 38020->38042 38022 x7_NY <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 38021->38022 38027 x7_IN <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 38021->38027 38023 x7_GA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 38022->38023 38026 gini = 0.5 samples = 2 value = [1, 1] 38022->38026 38024 gini = 0.0 samples = 4 value = [4, 0] 38023->38024 38025 gini = 0.5 samples = 2 value = [1, 1] 38023->38025 38028 x7_DC <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 38027->38028 38041 gini = 0.0 samples = 1 value = [1, 0] 38027->38041 38029 x13_0 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 38028->38029 38040 gini = 0.0 samples = 2 value = [2, 0] 38028->38040 38030 x7_KY <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 38029->38030 38039 gini = 0.0 samples = 2 value = [2, 0] 38029->38039 38031 x7_MN <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 38030->38031 38038 gini = 0.0 samples = 1 value = [1, 0] 38030->38038 38032 x13_3 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 38031->38032 38037 gini = 0.0 samples = 1 value = [1, 0] 38031->38037 38033 gini = 0.0 samples = 3 value = [3, 0] 38032->38033 38034 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 38032->38034 38035 gini = 0.0 samples = 2 value = [2, 0] 38034->38035 38036 gini = 0.375 samples = 4 value = [3, 1] 38034->38036 38045 x14_9 <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 38044->38045 38054 log_spend <= 4.996 gini = 0.245 samples = 7 value = [6, 1] 38044->38054 38046 x14_5 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 38045->38046 38053 gini = 0.0 samples = 2 value = [2, 0] 38045->38053 38047 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 38046->38047 38052 gini = 0.0 samples = 2 value = [2, 0] 38046->38052 38048 gini = 0.0 samples = 1 value = [1, 0] 38047->38048 38049 log_spend <= 5.454 gini = 0.245 samples = 7 value = [6, 1] 38047->38049 38050 gini = 0.0 samples = 5 value = [5, 0] 38049->38050 38051 gini = 0.5 samples = 2 value = [1, 1] 38049->38051 38055 gini = 0.0 samples = 5 value = [5, 0] 38054->38055 38056 gini = 0.5 samples = 2 value = [1, 1] 38054->38056 38059 gini = 0.0 samples = 4 value = [4, 0] 38058->38059 38060 gini = 0.5 samples = 2 value = [1, 1] 38058->38060 38062 x13_4 <= 0.5 gini = 0.067 samples = 29 value = [28, 1] 38061->38062 38075 gini = 0.0 samples = 1 value = [1, 0] 38061->38075 38063 x13_3 <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 38062->38063 38074 gini = 0.0 samples = 11 value = [11, 0] 38062->38074 38064 gini = 0.0 samples = 5 value = [5, 0] 38063->38064 38065 x7_MA <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 38063->38065 38066 x7_NY <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 38065->38066 38073 gini = 0.0 samples = 1 value = [1, 0] 38065->38073 38067 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 38066->38067 38072 gini = 0.0 samples = 3 value = [3, 0] 38066->38072 38068 log_spend <= 5.248 gini = 0.278 samples = 6 value = [5, 1] 38067->38068 38071 gini = 0.0 samples = 3 value = [3, 0] 38067->38071 38069 gini = 0.0 samples = 5 value = [5, 0] 38068->38069 38070 gini = 0.0 samples = 1 value = [0, 1] 38068->38070 38077 x7_MI <= 0.5 gini = 0.469 samples = 32 value = [20, 12] 38076->38077 38094 gini = 0.0 samples = 10 value = [10, 0] 38076->38094 38078 x7_OK <= 0.5 gini = 0.475 samples = 31 value = [19, 12] 38077->38078 38093 gini = 0.0 samples = 1 value = [1, 0] 38077->38093 38079 x7_HI <= 0.5 gini = 0.464 samples = 30 value = [19, 11] 38078->38079 38092 gini = 0.0 samples = 1 value = [0, 1] 38078->38092 38080 x4_Cash or cash equivalent <= 0.5 gini = 0.471 samples = 29 value = [18, 11] 38079->38080 38091 gini = 0.0 samples = 1 value = [1, 0] 38079->38091 38081 gini = 0.0 samples = 13 value = [13, 0] 38080->38081 38082 x7_CA <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 38080->38082 38083 x7_WY <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 38082->38083 38088 log_spend <= 5.288 gini = 0.48 samples = 5 value = [2, 3] 38082->38088 38084 x13_4 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 38083->38084 38087 gini = 0.0 samples = 1 value = [0, 1] 38083->38087 38085 gini = 0.375 samples = 4 value = [3, 1] 38084->38085 38086 gini = 0.0 samples = 6 value = [0, 6] 38084->38086 38089 gini = 0.444 samples = 3 value = [2, 1] 38088->38089 38090 gini = 0.0 samples = 2 value = [0, 2] 38088->38090 38097 gini = 0.0 samples = 4 value = [4, 0] 38096->38097 38098 gini = 0.0 samples = 1 value = [0, 1] 38096->38098 38101 x7_KY <= 0.5 gini = 0.251 samples = 34 value = [29, 5] 38100->38101 38120 gini = 0.0 samples = 2 value = [2, 0] 38100->38120 38102 x7_MI <= 0.5 gini = 0.213 samples = 33 value = [29, 4] 38101->38102 38119 gini = 0.0 samples = 1 value = [0, 1] 38101->38119 38103 log_spend <= 4.268 gini = 0.18 samples = 30 value = [27, 3] 38102->38103 38118 gini = 0.444 samples = 3 value = [2, 1] 38102->38118 38104 gini = 0.0 samples = 10 value = [10, 0] 38103->38104 38105 x7_CT <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 38103->38105 38106 log_spend <= 4.441 gini = 0.266 samples = 19 value = [16, 3] 38105->38106 38117 gini = 0.0 samples = 1 value = [1, 0] 38105->38117 38107 gini = 0.0 samples = 2 value = [0, 2] 38106->38107 38108 x13_0 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 38106->38108 38109 x7_MD <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 38108->38109 38116 gini = 0.0 samples = 3 value = [3, 0] 38108->38116 38110 x4_In-kind items and services <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 38109->38110 38115 gini = 0.0 samples = 1 value = [1, 0] 38109->38115 38111 gini = 0.0 samples = 3 value = [3, 0] 38110->38111 38112 x7_WA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 38110->38112 38113 gini = 0.0 samples = 9 value = [9, 0] 38112->38113 38114 gini = 0.0 samples = 1 value = [0, 1] 38112->38114 38122 x7_GA <= 0.5 gini = 0.17 samples = 192 value = [174, 18] 38121->38122 38213 x14_7 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38121->38213 38123 x7_NJ <= 0.5 gini = 0.169 samples = 182 value = [165, 17] 38122->38123 38208 x14_9 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 38122->38208 38124 x7_NY <= 0.5 gini = 0.177 samples = 173 value = [156, 17] 38123->38124 38207 gini = 0.0 samples = 9 value = [9, 0] 38123->38207 38125 x7_SD <= 0.5 gini = 0.2 samples = 151 value = [134, 17] 38124->38125 38206 gini = 0.0 samples = 22 value = [22, 0] 38124->38206 38126 x7_WA <= 0.5 gini = 0.201 samples = 150 value = [133, 17] 38125->38126 38205 gini = 0.0 samples = 1 value = [1, 0] 38125->38205 38127 x7_IL <= 0.5 gini = 0.199 samples = 143 value = [127, 16] 38126->38127 38200 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 38126->38200 38128 x14_6 <= 0.5 gini = 0.176 samples = 133 value = [120, 13] 38127->38128 38191 x14_9 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 38127->38191 38129 x7_IA <= 0.5 gini = 0.184 samples = 127 value = [114, 13] 38128->38129 38190 gini = 0.0 samples = 6 value = [6, 0] 38128->38190 38130 x14_9 <= 0.5 gini = 0.188 samples = 124 value = [111, 13] 38129->38130 38189 gini = 0.0 samples = 3 value = [3, 0] 38129->38189 38131 x7_DC <= 0.5 gini = 0.149 samples = 111 value = [102, 9] 38130->38131 38184 x4_Cash or cash equivalent <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 38130->38184 38132 x7_MT <= 0.5 gini = 0.15 samples = 110 value = [101, 9] 38131->38132 38183 gini = 0.0 samples = 1 value = [1, 0] 38131->38183 38133 x14_8 <= 0.5 gini = 0.152 samples = 109 value = [100, 9] 38132->38133 38182 gini = 0.0 samples = 1 value = [1, 0] 38132->38182 38134 x7_MA <= 0.5 gini = 0.175 samples = 93 value = [84, 9] 38133->38134 38181 gini = 0.0 samples = 16 value = [16, 0] 38133->38181 38135 x4_In-kind items and services <= 0.5 gini = 0.18 samples = 90 value = [81, 9] 38134->38135 38180 gini = 0.0 samples = 3 value = [3, 0] 38134->38180 38136 x14_4 <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 38135->38136 38149 x7_MD <= 0.5 gini = 0.104 samples = 73 value = [69, 4] 38135->38149 38137 x7_CA <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 38136->38137 38144 x7_MS <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 38136->38144 38138 x7_CT <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38137->38138 38143 gini = 0.0 samples = 4 value = [4, 0] 38137->38143 38139 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38138->38139 38142 gini = 0.0 samples = 1 value = [1, 0] 38138->38142 38140 gini = 0.5 samples = 4 value = [2, 2] 38139->38140 38141 gini = 0.0 samples = 1 value = [1, 0] 38139->38141 38145 x7_MI <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 38144->38145 38148 gini = 0.0 samples = 1 value = [1, 0] 38144->38148 38146 gini = 0.375 samples = 4 value = [3, 1] 38145->38146 38147 gini = 0.0 samples = 2 value = [0, 2] 38145->38147 38150 x7_ID <= 0.5 gini = 0.109 samples = 69 value = [65, 4] 38149->38150 38179 gini = 0.0 samples = 4 value = [4, 0] 38149->38179 38151 x7_MO <= 0.5 gini = 0.111 samples = 68 value = [64, 4] 38150->38151 38178 gini = 0.0 samples = 1 value = [1, 0] 38150->38178 38152 x7_CA <= 0.5 gini = 0.063 samples = 61 value = [59, 2] 38151->38152 38173 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 38151->38173 38153 x7_AR <= 0.5 gini = 0.095 samples = 40 value = [38, 2] 38152->38153 38172 gini = 0.0 samples = 21 value = [21, 0] 38152->38172 38154 x14_11 <= 0.5 gini = 0.102 samples = 37 value = [35, 2] 38153->38154 38171 gini = 0.0 samples = 3 value = [3, 0] 38153->38171 38155 x14_5 <= 0.5 gini = 0.128 samples = 29 value = [27, 2] 38154->38155 38170 gini = 0.0 samples = 8 value = [8, 0] 38154->38170 38156 x7_MS <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 38155->38156 38167 log_spend <= 5.127 gini = 0.278 samples = 6 value = [5, 1] 38155->38167 38157 x7_IN <= 0.5 gini = 0.087 samples = 22 value = [21, 1] 38156->38157 38166 gini = 0.0 samples = 1 value = [1, 0] 38156->38166 38158 x7_MI <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 38157->38158 38165 gini = 0.0 samples = 3 value = [3, 0] 38157->38165 38159 x14_10 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 38158->38159 38164 gini = 0.0 samples = 4 value = [4, 0] 38158->38164 38160 log_spend <= 4.348 gini = 0.153 samples = 12 value = [11, 1] 38159->38160 38163 gini = 0.0 samples = 3 value = [3, 0] 38159->38163 38161 gini = 0.5 samples = 2 value = [1, 1] 38160->38161 38162 gini = 0.0 samples = 10 value = [10, 0] 38160->38162 38168 gini = 0.0 samples = 5 value = [5, 0] 38167->38168 38169 gini = 0.0 samples = 1 value = [0, 1] 38167->38169 38174 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38173->38174 38177 gini = 0.0 samples = 1 value = [1, 0] 38173->38177 38175 gini = 0.0 samples = 4 value = [4, 0] 38174->38175 38176 gini = 0.0 samples = 2 value = [0, 2] 38174->38176 38185 gini = 0.0 samples = 7 value = [7, 0] 38184->38185 38186 log_spend <= 5.271 gini = 0.444 samples = 6 value = [2, 4] 38184->38186 38187 gini = 0.444 samples = 3 value = [2, 1] 38186->38187 38188 gini = 0.0 samples = 3 value = [0, 3] 38186->38188 38192 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 38191->38192 38199 gini = 0.0 samples = 1 value = [1, 0] 38191->38199 38193 x14_5 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 38192->38193 38198 gini = 0.0 samples = 1 value = [1, 0] 38192->38198 38194 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38193->38194 38197 gini = 0.0 samples = 3 value = [3, 0] 38193->38197 38195 gini = 0.375 samples = 4 value = [1, 3] 38194->38195 38196 gini = 0.0 samples = 1 value = [1, 0] 38194->38196 38201 log_spend <= 5.246 gini = 0.32 samples = 5 value = [4, 1] 38200->38201 38204 gini = 0.0 samples = 2 value = [2, 0] 38200->38204 38202 gini = 0.0 samples = 4 value = [4, 0] 38201->38202 38203 gini = 0.0 samples = 1 value = [0, 1] 38201->38203 38209 x14_11 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 38208->38209 38212 gini = 0.0 samples = 2 value = [2, 0] 38208->38212 38210 gini = 0.0 samples = 6 value = [6, 0] 38209->38210 38211 gini = 0.5 samples = 2 value = [1, 1] 38209->38211 38214 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38213->38214 38217 gini = 0.0 samples = 1 value = [1, 0] 38213->38217 38215 gini = 0.444 samples = 3 value = [1, 2] 38214->38215 38216 gini = 0.0 samples = 2 value = [2, 0] 38214->38216 38219 x15_Other <= 0.5 gini = 0.239 samples = 36 value = [31, 5] 38218->38219 38228 gini = 0.5 samples = 4 value = [2, 2] 38218->38228 38220 x14_4 <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 38219->38220 38227 gini = 0.0 samples = 13 value = [13, 0] 38219->38227 38221 x7_OH <= 0.5 gini = 0.363 samples = 21 value = [16, 5] 38220->38221 38226 gini = 0.0 samples = 2 value = [2, 0] 38220->38226 38222 x4_In-kind items and services <= 0.5 gini = 0.346 samples = 18 value = [14, 4] 38221->38222 38225 gini = 0.444 samples = 3 value = [2, 1] 38221->38225 38223 gini = 0.0 samples = 4 value = [0, 4] 38222->38223 38224 gini = 0.0 samples = 14 value = [14, 0] 38222->38224 38230 x15_endocrinology <= 0.5 gini = 0.31 samples = 391 value = [75, 316] 38229->38230 38465 x13_0 <= 0.5 gini = 0.423 samples = 89 value = [27, 62] 38229->38465 38231 x16_other <= 0.5 gini = 0.311 samples = 389 value = [75, 314] 38230->38231 38464 gini = 0.0 samples = 2 value = [0, 2] 38230->38464 38232 x7_OH <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 38231->38232 38251 x7_OK <= 0.5 gini = 0.322 samples = 362 value = [73, 289] 38231->38251 38233 x15_cardiology/vascular diseases <= 0.5 gini = 0.142 samples = 26 value = [2, 24] 38232->38233 38250 gini = 0.0 samples = 1 value = [0, 1] 38232->38250 38234 gini = 0.5 samples = 2 value = [1, 1] 38233->38234 38235 x14_7 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 38233->38235 38236 x13_4 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 38235->38236 38249 gini = 0.0 samples = 9 value = [0, 9] 38235->38249 38237 x7_MO <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 38236->38237 38248 gini = 0.0 samples = 3 value = [0, 3] 38236->38248 38238 x14_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 38237->38238 38247 gini = 0.0 samples = 1 value = [0, 1] 38237->38247 38239 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 38238->38239 38246 gini = 0.0 samples = 1 value = [0, 1] 38238->38246 38240 gini = 0.0 samples = 4 value = [0, 4] 38239->38240 38241 x7_AZ <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38239->38241 38242 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38241->38242 38245 gini = 0.0 samples = 1 value = [0, 1] 38241->38245 38243 gini = 0.375 samples = 4 value = [1, 3] 38242->38243 38244 gini = 0.0 samples = 1 value = [0, 1] 38242->38244 38252 x7_NJ <= 0.5 gini = 0.315 samples = 357 value = [70, 287] 38251->38252 38461 x14_6 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38251->38461 38253 x4_Cash or cash equivalent <= 0.5 gini = 0.309 samples = 345 value = [66, 279] 38252->38253 38452 x14_10 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 38252->38452 38254 x7_VA <= 0.5 gini = 0.487 samples = 62 value = [36, 26] 38253->38254 38301 x7_NV <= 0.5 gini = 0.19 samples = 283 value = [30, 253] 38253->38301 38255 x14_11 <= 0.5 gini = 0.491 samples = 60 value = [34, 26] 38254->38255 38300 gini = 0.0 samples = 2 value = [2, 0] 38254->38300 38256 x14_9 <= 0.5 gini = 0.497 samples = 54 value = [29, 25] 38255->38256 38295 x7_NY <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 38255->38295 38257 x13_1 <= 0.5 gini = 0.497 samples = 50 value = [27, 23] 38256->38257 38294 gini = 0.5 samples = 4 value = [2, 2] 38256->38294 38258 x13_3 <= 0.5 gini = 0.484 samples = 39 value = [23, 16] 38257->38258 38285 x7_AZ <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 38257->38285 38259 x7_CT <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 38258->38259 38270 x7_MI <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 38258->38270 38260 x13_0 <= 0.5 gini = 0.465 samples = 19 value = [12, 7] 38259->38260 38269 gini = 0.0 samples = 1 value = [1, 0] 38259->38269 38261 log_spend <= 6.996 gini = 0.408 samples = 14 value = [10, 4] 38260->38261 38266 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38260->38266 38262 x7_MI <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 38261->38262 38265 gini = 0.375 samples = 4 value = [1, 3] 38261->38265 38263 gini = 0.0 samples = 8 value = [8, 0] 38262->38263 38264 gini = 0.5 samples = 2 value = [1, 1] 38262->38264 38267 gini = 0.5 samples = 4 value = [2, 2] 38266->38267 38268 gini = 0.0 samples = 1 value = [0, 1] 38266->38268 38271 x7_NY <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 38270->38271 38284 gini = 0.0 samples = 1 value = [1, 0] 38270->38284 38272 x7_AZ <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 38271->38272 38283 gini = 0.0 samples = 2 value = [2, 0] 38271->38283 38273 x14_6 <= 0.5 gini = 0.48 samples = 15 value = [6, 9] 38272->38273 38282 gini = 0.0 samples = 1 value = [1, 0] 38272->38282 38274 x7_MO <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 38273->38274 38281 gini = 0.0 samples = 1 value = [1, 0] 38273->38281 38275 x7_IN <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 38274->38275 38280 gini = 0.5 samples = 2 value = [1, 1] 38274->38280 38276 log_spend <= 7.167 gini = 0.463 samples = 11 value = [4, 7] 38275->38276 38279 gini = 0.0 samples = 1 value = [0, 1] 38275->38279 38277 gini = 0.0 samples = 4 value = [4, 0] 38276->38277 38278 gini = 0.0 samples = 7 value = [0, 7] 38276->38278 38286 x14_8 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 38285->38286 38293 gini = 0.0 samples = 1 value = [0, 1] 38285->38293 38287 x14_3 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 38286->38287 38292 gini = 0.0 samples = 1 value = [1, 0] 38286->38292 38288 x7_WA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 38287->38288 38291 gini = 0.0 samples = 3 value = [0, 3] 38287->38291 38289 gini = 0.375 samples = 4 value = [3, 1] 38288->38289 38290 gini = 0.0 samples = 2 value = [0, 2] 38288->38290 38296 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38295->38296 38299 gini = 0.0 samples = 1 value = [1, 0] 38295->38299 38297 gini = 0.0 samples = 4 value = [4, 0] 38296->38297 38298 gini = 0.0 samples = 1 value = [0, 1] 38296->38298 38302 x7_MA <= 0.5 gini = 0.179 samples = 281 value = [28, 253] 38301->38302 38451 gini = 0.0 samples = 2 value = [2, 0] 38301->38451 38303 x15_neurology <= 0.5 gini = 0.174 samples = 270 value = [26, 244] 38302->38303 38442 x14_9 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38302->38442 38304 x7_AZ <= 0.5 gini = 0.169 samples = 269 value = [25, 244] 38303->38304 38441 gini = 0.0 samples = 1 value = [1, 0] 38303->38441 38305 x13_4 <= 0.5 gini = 0.164 samples = 255 value = [23, 232] 38304->38305 38430 x14_6 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 38304->38430 38306 x7_KS <= 0.5 gini = 0.178 samples = 182 value = [18, 164] 38305->38306 38393 x7_MS <= 0.5 gini = 0.128 samples = 73 value = [5, 68] 38305->38393 38307 x13_0 <= 0.5 gini = 0.181 samples = 179 value = [18, 161] 38306->38307 38392 gini = 0.0 samples = 3 value = [0, 3] 38306->38392 38308 x14_11 <= 0.5 gini = 0.213 samples = 132 value = [16, 116] 38307->38308 38379 x7_WA <= 0.5 gini = 0.081 samples = 47 value = [2, 45] 38307->38379 38309 x7_WA <= 0.5 gini = 0.177 samples = 112 value = [11, 101] 38308->38309 38366 x7_NY <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 38308->38366 38310 x6_United States <= 0.5 gini = 0.191 samples = 103 value = [11, 92] 38309->38310 38365 gini = 0.0 samples = 9 value = [0, 9] 38309->38365 38311 gini = 0.0 samples = 1 value = [0, 1] 38310->38311 38312 x7_NE <= 0.5 gini = 0.192 samples = 102 value = [11, 91] 38310->38312 38313 log_spend <= 8.656 gini = 0.178 samples = 101 value = [10, 91] 38312->38313 38364 gini = 0.0 samples = 1 value = [1, 0] 38312->38364 38314 x14_10 <= 0.5 gini = 0.234 samples = 74 value = [10, 64] 38313->38314 38363 gini = 0.0 samples = 27 value = [0, 27] 38313->38363 38315 x7_WV <= 0.5 gini = 0.23 samples = 68 value = [9, 59] 38314->38315 38358 x7_MI <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38314->38358 38316 x14_9 <= 0.5 gini = 0.233 samples = 67 value = [9, 58] 38315->38316 38357 gini = 0.0 samples = 1 value = [0, 1] 38315->38357 38317 x14_6 <= 0.5 gini = 0.231 samples = 60 value = [8, 52] 38316->38317 38350 x13_1 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 38316->38350 38318 x7_GA <= 0.5 gini = 0.265 samples = 51 value = [8, 43] 38317->38318 38349 gini = 0.0 samples = 9 value = [0, 9] 38317->38349 38319 x14_8 <= 0.5 gini = 0.268 samples = 44 value = [7, 37] 38318->38319 38346 x14_5 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 38318->38346 38320 log_spend <= 8.494 gini = 0.278 samples = 36 value = [6, 30] 38319->38320 38339 x7_VA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 38319->38339 38321 x14_4 <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 38320->38321 38338 gini = 0.0 samples = 2 value = [2, 0] 38320->38338 38322 log_spend <= 7.143 gini = 0.219 samples = 24 value = [3, 21] 38321->38322 38335 x13_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 38321->38335 38323 x7_NY <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 38322->38323 38332 x14_3 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 38322->38332 38324 x14_2 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 38323->38324 38331 gini = 0.0 samples = 1 value = [0, 1] 38323->38331 38325 x14_5 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 38324->38325 38330 gini = 0.0 samples = 3 value = [0, 3] 38324->38330 38326 log_spend <= 6.391 gini = 0.198 samples = 9 value = [1, 8] 38325->38326 38329 gini = 0.0 samples = 4 value = [0, 4] 38325->38329 38327 gini = 0.444 samples = 3 value = [1, 2] 38326->38327 38328 gini = 0.0 samples = 6 value = [0, 6] 38326->38328 38333 gini = 0.375 samples = 4 value = [1, 3] 38332->38333 38334 gini = 0.444 samples = 3 value = [1, 2] 38332->38334 38336 gini = 0.0 samples = 6 value = [0, 6] 38335->38336 38337 gini = 0.375 samples = 4 value = [1, 3] 38335->38337 38340 x7_IL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 38339->38340 38345 gini = 0.0 samples = 1 value = [0, 1] 38339->38345 38341 x7_IN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38340->38341 38344 gini = 0.0 samples = 2 value = [0, 2] 38340->38344 38342 gini = 0.0 samples = 4 value = [0, 4] 38341->38342 38343 gini = 0.0 samples = 1 value = [1, 0] 38341->38343 38347 gini = 0.375 samples = 4 value = [1, 3] 38346->38347 38348 gini = 0.0 samples = 3 value = [0, 3] 38346->38348 38351 gini = 0.0 samples = 1 value = [0, 1] 38350->38351 38352 x7_MD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38350->38352 38353 log_spend <= 7.719 gini = 0.32 samples = 5 value = [1, 4] 38352->38353 38356 gini = 0.0 samples = 1 value = [0, 1] 38352->38356 38354 gini = 0.5 samples = 2 value = [1, 1] 38353->38354 38355 gini = 0.0 samples = 3 value = [0, 3] 38353->38355 38359 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38358->38359 38362 gini = 0.0 samples = 1 value = [0, 1] 38358->38362 38360 gini = 0.5 samples = 2 value = [1, 1] 38359->38360 38361 gini = 0.0 samples = 3 value = [0, 3] 38359->38361 38367 x7_WA <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 38366->38367 38378 gini = 0.375 samples = 4 value = [1, 3] 38366->38378 38368 x7_VA <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 38367->38368 38377 gini = 0.5 samples = 2 value = [1, 1] 38367->38377 38369 x13_3 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 38368->38369 38376 gini = 0.0 samples = 1 value = [1, 0] 38368->38376 38370 gini = 0.0 samples = 6 value = [0, 6] 38369->38370 38371 log_spend <= 7.372 gini = 0.408 samples = 7 value = [2, 5] 38369->38371 38372 gini = 0.0 samples = 2 value = [0, 2] 38371->38372 38373 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38371->38373 38374 gini = 0.444 samples = 3 value = [1, 2] 38373->38374 38375 gini = 0.5 samples = 2 value = [1, 1] 38373->38375 38380 x14_11 <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 38379->38380 38391 gini = 0.0 samples = 4 value = [0, 4] 38379->38391 38381 x7_IL <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 38380->38381 38388 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38380->38388 38382 log_spend <= 8.366 gini = 0.069 samples = 28 value = [1, 27] 38381->38382 38387 gini = 0.0 samples = 10 value = [0, 10] 38381->38387 38383 log_spend <= 8.082 gini = 0.133 samples = 14 value = [1, 13] 38382->38383 38386 gini = 0.0 samples = 14 value = [0, 14] 38382->38386 38384 gini = 0.0 samples = 13 value = [0, 13] 38383->38384 38385 gini = 0.0 samples = 1 value = [1, 0] 38383->38385 38389 gini = 0.375 samples = 4 value = [1, 3] 38388->38389 38390 gini = 0.0 samples = 1 value = [0, 1] 38388->38390 38394 x7_IN <= 0.5 gini = 0.131 samples = 71 value = [5, 66] 38393->38394 38429 gini = 0.0 samples = 2 value = [0, 2] 38393->38429 38395 x7_MD <= 0.5 gini = 0.109 samples = 69 value = [4, 65] 38394->38395 38428 gini = 0.5 samples = 2 value = [1, 1] 38394->38428 38396 x7_HI <= 0.5 gini = 0.121 samples = 62 value = [4, 58] 38395->38396 38427 gini = 0.0 samples = 7 value = [0, 7] 38395->38427 38397 log_spend <= 11.156 gini = 0.123 samples = 61 value = [4, 57] 38396->38397 38426 gini = 0.0 samples = 1 value = [0, 1] 38396->38426 38398 x14_5 <= 0.5 gini = 0.098 samples = 58 value = [3, 55] 38397->38398 38425 gini = 0.444 samples = 3 value = [1, 2] 38397->38425 38399 x7_OH <= 0.5 gini = 0.105 samples = 54 value = [3, 51] 38398->38399 38424 gini = 0.0 samples = 4 value = [0, 4] 38398->38424 38400 x7_ID <= 0.5 gini = 0.117 samples = 48 value = [3, 45] 38399->38400 38423 gini = 0.0 samples = 6 value = [0, 6] 38399->38423 38401 x7_NY <= 0.5 gini = 0.12 samples = 47 value = [3, 44] 38400->38401 38422 gini = 0.0 samples = 1 value = [0, 1] 38400->38422 38402 log_spend <= 9.23 gini = 0.149 samples = 37 value = [3, 34] 38401->38402 38421 gini = 0.0 samples = 10 value = [0, 10] 38401->38421 38403 x14_6 <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 38402->38403 38420 gini = 0.0 samples = 14 value = [0, 14] 38402->38420 38404 x7_MO <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 38403->38404 38415 x7_UT <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38403->38415 38405 x14_10 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 38404->38405 38414 gini = 0.0 samples = 1 value = [0, 1] 38404->38414 38406 x7_IL <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 38405->38406 38413 gini = 0.0 samples = 7 value = [0, 7] 38405->38413 38407 gini = 0.0 samples = 2 value = [0, 2] 38406->38407 38408 x14_11 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 38406->38408 38409 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38408->38409 38412 gini = 0.0 samples = 1 value = [0, 1] 38408->38412 38410 gini = 0.0 samples = 5 value = [0, 5] 38409->38410 38411 gini = 0.0 samples = 1 value = [1, 0] 38409->38411 38416 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38415->38416 38419 gini = 0.0 samples = 1 value = [1, 0] 38415->38419 38417 gini = 0.375 samples = 4 value = [1, 3] 38416->38417 38418 gini = 0.0 samples = 1 value = [0, 1] 38416->38418 38431 x14_9 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38430->38431 38440 gini = 0.0 samples = 3 value = [0, 3] 38430->38440 38432 x13_3 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 38431->38432 38439 gini = 0.0 samples = 1 value = [0, 1] 38431->38439 38433 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38432->38433 38436 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38432->38436 38434 gini = 0.375 samples = 4 value = [1, 3] 38433->38434 38435 gini = 0.0 samples = 1 value = [0, 1] 38433->38435 38437 gini = 0.375 samples = 4 value = [1, 3] 38436->38437 38438 gini = 0.0 samples = 1 value = [0, 1] 38436->38438 38443 x13_1 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 38442->38443 38450 gini = 0.0 samples = 1 value = [0, 1] 38442->38450 38444 x14_7 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38443->38444 38449 gini = 0.0 samples = 4 value = [0, 4] 38443->38449 38445 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38444->38445 38448 gini = 0.0 samples = 1 value = [0, 1] 38444->38448 38446 gini = 0.375 samples = 4 value = [1, 3] 38445->38446 38447 gini = 0.0 samples = 1 value = [1, 0] 38445->38447 38453 x13_0 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 38452->38453 38460 gini = 0.444 samples = 3 value = [2, 1] 38452->38460 38454 x14_5 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38453->38454 38459 gini = 0.0 samples = 3 value = [0, 3] 38453->38459 38455 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38454->38455 38458 gini = 0.0 samples = 1 value = [0, 1] 38454->38458 38456 gini = 0.5 samples = 4 value = [2, 2] 38455->38456 38457 gini = 0.0 samples = 1 value = [0, 1] 38455->38457 38462 gini = 0.5 samples = 4 value = [2, 2] 38461->38462 38463 gini = 0.0 samples = 1 value = [1, 0] 38461->38463 38466 x14_11 <= 0.5 gini = 0.388 samples = 76 value = [20, 56] 38465->38466 38529 x14_11 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 38465->38529 38467 x15_cardiology/vascular diseases <= 0.5 gini = 0.379 samples = 67 value = [17, 50] 38466->38467 38524 x16_other <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 38466->38524 38468 x13_3 <= 0.5 gini = 0.382 samples = 66 value = [17, 49] 38467->38468 38523 gini = 0.0 samples = 1 value = [0, 1] 38467->38523 38469 x13_1 <= 0.5 gini = 0.351 samples = 44 value = [10, 34] 38468->38469 38506 x14_6 <= 0.5 gini = 0.434 samples = 22 value = [7, 15] 38468->38506 38470 x14_10 <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 38469->38470 38489 x14_3 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 38469->38489 38471 x4_In-kind items and services <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 38470->38471 38484 x16_other <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38470->38484 38472 x14_3 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 38471->38472 38483 gini = 0.0 samples = 3 value = [0, 3] 38471->38483 38473 x14_9 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 38472->38473 38482 gini = 0.0 samples = 1 value = [1, 0] 38472->38482 38474 x14_7 <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 38473->38474 38481 gini = 0.0 samples = 3 value = [0, 3] 38473->38481 38475 x14_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 38474->38475 38480 gini = 0.5 samples = 2 value = [1, 1] 38474->38480 38476 x14_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38475->38476 38479 gini = 0.0 samples = 3 value = [0, 3] 38475->38479 38477 gini = 0.5 samples = 2 value = [1, 1] 38476->38477 38478 gini = 0.444 samples = 3 value = [1, 2] 38476->38478 38485 gini = 0.0 samples = 1 value = [1, 0] 38484->38485 38486 log_spend <= 6.652 gini = 0.32 samples = 5 value = [1, 4] 38484->38486 38487 gini = 0.0 samples = 1 value = [1, 0] 38486->38487 38488 gini = 0.0 samples = 4 value = [0, 4] 38486->38488 38490 x14_10 <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 38489->38490 38505 gini = 0.444 samples = 3 value = [1, 2] 38489->38505 38491 x14_7 <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 38490->38491 38504 gini = 0.0 samples = 1 value = [0, 1] 38490->38504 38492 x4_Cash or cash equivalent <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 38491->38492 38503 gini = 0.0 samples = 1 value = [0, 1] 38491->38503 38493 gini = 0.0 samples = 4 value = [0, 4] 38492->38493 38494 x14_2 <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 38492->38494 38495 x14_5 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 38494->38495 38502 gini = 0.0 samples = 1 value = [0, 1] 38494->38502 38496 x14_9 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 38495->38496 38501 gini = 0.0 samples = 2 value = [0, 2] 38495->38501 38497 x14_6 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 38496->38497 38500 gini = 0.0 samples = 2 value = [0, 2] 38496->38500 38498 gini = 0.375 samples = 4 value = [1, 3] 38497->38498 38499 gini = 0.444 samples = 3 value = [2, 1] 38497->38499 38507 x4_Cash or cash equivalent <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 38506->38507 38522 gini = 0.444 samples = 3 value = [2, 1] 38506->38522 38508 gini = 0.0 samples = 2 value = [0, 2] 38507->38508 38509 x14_3 <= 0.5 gini = 0.415 samples = 17 value = [5, 12] 38507->38509 38510 x14_5 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 38509->38510 38521 gini = 0.0 samples = 1 value = [1, 0] 38509->38521 38511 x14_7 <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 38510->38511 38520 gini = 0.0 samples = 1 value = [1, 0] 38510->38520 38512 log_spend <= 7.992 gini = 0.375 samples = 12 value = [3, 9] 38511->38512 38519 gini = 0.0 samples = 3 value = [0, 3] 38511->38519 38513 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38512->38513 38516 log_spend <= 9.822 gini = 0.245 samples = 7 value = [1, 6] 38512->38516 38514 gini = 0.444 samples = 3 value = [1, 2] 38513->38514 38515 gini = 0.5 samples = 2 value = [1, 1] 38513->38515 38517 gini = 0.0 samples = 4 value = [0, 4] 38516->38517 38518 gini = 0.444 samples = 3 value = [1, 2] 38516->38518 38525 gini = 0.0 samples = 1 value = [0, 1] 38524->38525 38526 log_spend <= 8.792 gini = 0.469 samples = 8 value = [3, 5] 38524->38526 38527 gini = 0.375 samples = 4 value = [3, 1] 38526->38527 38528 gini = 0.0 samples = 4 value = [0, 4] 38526->38528 38530 x14_4 <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 38529->38530 38539 gini = 0.0 samples = 1 value = [1, 0] 38529->38539 38531 log_spend <= 8.261 gini = 0.496 samples = 11 value = [6, 5] 38530->38531 38538 gini = 0.0 samples = 1 value = [0, 1] 38530->38538 38532 log_spend <= 6.428 gini = 0.408 samples = 7 value = [2, 5] 38531->38532 38537 gini = 0.0 samples = 4 value = [4, 0] 38531->38537 38533 gini = 0.5 samples = 2 value = [1, 1] 38532->38533 38534 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38532->38534 38535 gini = 0.375 samples = 4 value = [1, 3] 38534->38535 38536 gini = 0.0 samples = 1 value = [0, 1] 38534->38536 38541 x13_4 <= 0.5 gini = 0.451 samples = 137 value = [90, 47] 38540->38541 38630 x13_4 <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 38540->38630 38542 x14_11 <= 0.5 gini = 0.438 samples = 99 value = [67, 32] 38541->38542 38603 x14_2 <= 0.5 gini = 0.478 samples = 38 value = [23, 15] 38541->38603 38543 x15_endocrinology <= 0.5 gini = 0.456 samples = 91 value = [59, 32] 38542->38543 38602 gini = 0.0 samples = 8 value = [8, 0] 38542->38602 38544 x16_other <= 0.5 gini = 0.458 samples = 90 value = [58, 32] 38543->38544 38601 gini = 0.0 samples = 1 value = [1, 0] 38543->38601 38545 gini = 0.0 samples = 3 value = [3, 0] 38544->38545 38546 x13_3 <= 0.5 gini = 0.465 samples = 87 value = [55, 32] 38544->38546 38547 log_spend <= 5.343 gini = 0.46 samples = 53 value = [34, 19] 38546->38547 38580 x14_3 <= 0.5 gini = 0.472 samples = 34 value = [21, 13] 38546->38580 38548 x14_10 <= 0.5 gini = 0.069 samples = 28 value = [27, 1] 38547->38548 38561 x14_6 <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 38547->38561 38549 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 38548->38549 38560 gini = 0.0 samples = 8 value = [8, 0] 38548->38560 38550 x14_7 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 38549->38550 38559 gini = 0.0 samples = 3 value = [3, 0] 38549->38559 38551 x14_9 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 38550->38551 38558 gini = 0.0 samples = 3 value = [3, 0] 38550->38558 38552 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 38551->38552 38557 gini = 0.0 samples = 1 value = [1, 0] 38551->38557 38553 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 38552->38553 38556 gini = 0.0 samples = 2 value = [2, 0] 38552->38556 38554 gini = 0.0 samples = 8 value = [8, 0] 38553->38554 38555 gini = 0.444 samples = 3 value = [2, 1] 38553->38555 38562 x14_4 <= 0.5 gini = 0.434 samples = 22 value = [7, 15] 38561->38562 38579 gini = 0.0 samples = 3 value = [0, 3] 38561->38579 38563 log_spend <= 8.046 gini = 0.401 samples = 18 value = [5, 13] 38562->38563 38578 gini = 0.5 samples = 4 value = [2, 2] 38562->38578 38564 x13_1 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 38563->38564 38577 gini = 0.0 samples = 4 value = [0, 4] 38563->38577 38565 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 38564->38565 38570 x14_8 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 38564->38570 38566 x14_7 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38565->38566 38569 gini = 0.0 samples = 1 value = [1, 0] 38565->38569 38567 gini = 0.444 samples = 3 value = [1, 2] 38566->38567 38568 gini = 0.0 samples = 3 value = [0, 3] 38566->38568 38571 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38570->38571 38576 gini = 0.0 samples = 1 value = [1, 0] 38570->38576 38572 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38571->38572 38575 gini = 0.0 samples = 1 value = [1, 0] 38571->38575 38573 gini = 0.444 samples = 3 value = [1, 2] 38572->38573 38574 gini = 0.0 samples = 2 value = [0, 2] 38572->38574 38581 x4_In-kind items and services <= 0.5 gini = 0.487 samples = 31 value = [18, 13] 38580->38581 38600 gini = 0.0 samples = 3 value = [3, 0] 38580->38600 38582 x14_10 <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 38581->38582 38595 x14_9 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 38581->38595 38583 x14_2 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 38582->38583 38594 gini = 0.0 samples = 2 value = [2, 0] 38582->38594 38584 x14_6 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 38583->38584 38593 gini = 0.5 samples = 2 value = [1, 1] 38583->38593 38585 log_spend <= 5.628 gini = 0.375 samples = 12 value = [3, 9] 38584->38585 38592 gini = 0.0 samples = 2 value = [0, 2] 38584->38592 38586 gini = 0.0 samples = 1 value = [1, 0] 38585->38586 38587 x14_9 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38585->38587 38588 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 38587->38588 38591 gini = 0.5 samples = 2 value = [1, 1] 38587->38591 38589 gini = 0.0 samples = 5 value = [0, 5] 38588->38589 38590 gini = 0.375 samples = 4 value = [1, 3] 38588->38590 38596 log_spend <= 8.982 gini = 0.219 samples = 8 value = [7, 1] 38595->38596 38599 gini = 0.0 samples = 5 value = [5, 0] 38595->38599 38597 gini = 0.0 samples = 7 value = [7, 0] 38596->38597 38598 gini = 0.0 samples = 1 value = [0, 1] 38596->38598 38604 x14_8 <= 0.5 gini = 0.482 samples = 32 value = [19, 13] 38603->38604 38627 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38603->38627 38605 x14_7 <= 0.5 gini = 0.491 samples = 30 value = [17, 13] 38604->38605 38626 gini = 0.0 samples = 2 value = [2, 0] 38604->38626 38606 x14_4 <= 0.5 gini = 0.5 samples = 24 value = [12, 12] 38605->38606 38623 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 38605->38623 38607 x14_9 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 38606->38607 38618 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 38606->38618 38608 x14_6 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 38607->38608 38617 gini = 0.375 samples = 4 value = [1, 3] 38607->38617 38609 x14_10 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 38608->38609 38616 gini = 0.444 samples = 3 value = [2, 1] 38608->38616 38610 x14_3 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 38609->38610 38615 gini = 0.444 samples = 3 value = [1, 2] 38609->38615 38611 gini = 0.444 samples = 3 value = [2, 1] 38610->38611 38612 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38610->38612 38613 gini = 0.0 samples = 1 value = [0, 1] 38612->38613 38614 gini = 0.375 samples = 4 value = [3, 1] 38612->38614 38619 gini = 0.0 samples = 1 value = [0, 1] 38618->38619 38620 log_spend <= 7.445 gini = 0.48 samples = 5 value = [3, 2] 38618->38620 38621 gini = 0.0 samples = 3 value = [3, 0] 38620->38621 38622 gini = 0.0 samples = 2 value = [0, 2] 38620->38622 38624 gini = 0.444 samples = 3 value = [2, 1] 38623->38624 38625 gini = 0.0 samples = 3 value = [3, 0] 38623->38625 38628 gini = 0.0 samples = 3 value = [3, 0] 38627->38628 38629 gini = 0.444 samples = 3 value = [1, 2] 38627->38629 38631 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 38630->38631 38642 gini = 0.5 samples = 4 value = [2, 2] 38630->38642 38632 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38631->38632 38637 x13_0 <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 38631->38637 38633 log_spend <= 5.328 gini = 0.48 samples = 5 value = [2, 3] 38632->38633 38636 gini = 0.0 samples = 1 value = [0, 1] 38632->38636 38634 gini = 0.0 samples = 1 value = [1, 0] 38633->38634 38635 gini = 0.375 samples = 4 value = [1, 3] 38633->38635 38638 log_spend <= 6.317 gini = 0.48 samples = 5 value = [3, 2] 38637->38638 38641 gini = 0.0 samples = 3 value = [3, 0] 38637->38641 38639 gini = 0.0 samples = 3 value = [3, 0] 38638->38639 38640 gini = 0.0 samples = 2 value = [0, 2] 38638->38640 38644 x16_other <= 0.5 gini = 0.472 samples = 55 value = [34, 21] 38643->38644 38671 gini = 0.0 samples = 1 value = [1, 0] 38643->38671 38645 gini = 0.375 samples = 4 value = [3, 1] 38644->38645 38646 x14_6 <= 0.5 gini = 0.477 samples = 51 value = [31, 20] 38644->38646 38647 x14_11 <= 0.5 gini = 0.47 samples = 45 value = [28, 17] 38646->38647 38668 log_spend <= 5.454 gini = 0.5 samples = 6 value = [3, 3] 38646->38668 38648 x4_Cash or cash equivalent <= 0.5 gini = 0.482 samples = 37 value = [22, 15] 38647->38648 38663 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 38647->38663 38649 gini = 0.0 samples = 17 value = [17, 0] 38648->38649 38650 x14_3 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 38648->38650 38651 x14_10 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 38650->38651 38662 gini = 0.444 samples = 3 value = [1, 2] 38650->38662 38652 x14_5 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 38651->38652 38661 gini = 0.444 samples = 3 value = [1, 2] 38651->38661 38653 x13_3 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38652->38653 38660 gini = 0.444 samples = 3 value = [1, 2] 38652->38660 38654 x14_8 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 38653->38654 38659 gini = 0.0 samples = 3 value = [0, 3] 38653->38659 38655 x13_1 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38654->38655 38658 gini = 0.0 samples = 2 value = [0, 2] 38654->38658 38656 gini = 0.375 samples = 4 value = [1, 3] 38655->38656 38657 gini = 0.5 samples = 2 value = [1, 1] 38655->38657 38664 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38663->38664 38667 gini = 0.0 samples = 3 value = [3, 0] 38663->38667 38665 gini = 0.0 samples = 3 value = [3, 0] 38664->38665 38666 gini = 0.0 samples = 2 value = [0, 2] 38664->38666 38669 gini = 0.0 samples = 2 value = [2, 0] 38668->38669 38670 gini = 0.375 samples = 4 value = [1, 3] 38668->38670 38673 x16_cardio <= 0.5 gini = 0.353 samples = 35 value = [27, 8] 38672->38673 38696 gini = 0.375 samples = 4 value = [3, 1] 38672->38696 38674 x14_4 <= 0.5 gini = 0.36 samples = 34 value = [26, 8] 38673->38674 38695 gini = 0.0 samples = 1 value = [1, 0] 38673->38695 38675 x14_10 <= 0.5 gini = 0.367 samples = 33 value = [25, 8] 38674->38675 38694 gini = 0.0 samples = 1 value = [1, 0] 38674->38694 38676 x14_2 <= 0.5 gini = 0.375 samples = 28 value = [21, 7] 38675->38676 38691 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38675->38691 38677 x14_6 <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 38676->38677 38690 gini = 0.0 samples = 2 value = [0, 2] 38676->38690 38678 x13_1 <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 38677->38678 38689 gini = 0.0 samples = 2 value = [2, 0] 38677->38689 38679 log_spend <= 7.454 gini = 0.346 samples = 18 value = [14, 4] 38678->38679 38684 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 38678->38684 38680 gini = 0.0 samples = 13 value = [13, 0] 38679->38680 38681 x14_5 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38679->38681 38682 gini = 0.375 samples = 4 value = [1, 3] 38681->38682 38683 gini = 0.0 samples = 1 value = [0, 1] 38681->38683 38685 log_spend <= 7.433 gini = 0.32 samples = 5 value = [4, 1] 38684->38685 38688 gini = 0.0 samples = 1 value = [1, 0] 38684->38688 38686 gini = 0.0 samples = 3 value = [3, 0] 38685->38686 38687 gini = 0.5 samples = 2 value = [1, 1] 38685->38687 38692 gini = 0.0 samples = 1 value = [0, 1] 38691->38692 38693 gini = 0.0 samples = 4 value = [4, 0] 38691->38693 38698 x14_4 <= 0.5 gini = 0.5 samples = 26 value = [13, 13] 38697->38698 38719 gini = 0.0 samples = 3 value = [3, 0] 38697->38719 38699 x16_other <= 0.5 gini = 0.483 samples = 22 value = [13, 9] 38698->38699 38718 gini = 0.0 samples = 4 value = [0, 4] 38698->38718 38700 gini = 0.0 samples = 1 value = [0, 1] 38699->38700 38701 x14_7 <= 0.5 gini = 0.472 samples = 21 value = [13, 8] 38699->38701 38702 x14_6 <= 0.5 gini = 0.432 samples = 19 value = [13, 6] 38701->38702 38717 gini = 0.0 samples = 2 value = [0, 2] 38701->38717 38703 x14_8 <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 38702->38703 38714 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38702->38714 38704 x13_4 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 38703->38704 38713 gini = 0.0 samples = 2 value = [2, 0] 38703->38713 38705 x13_1 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 38704->38705 38712 gini = 0.444 samples = 3 value = [1, 2] 38704->38712 38706 x13_0 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 38705->38706 38711 gini = 0.0 samples = 2 value = [2, 0] 38705->38711 38707 x14_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38706->38707 38710 gini = 0.0 samples = 1 value = [1, 0] 38706->38710 38708 gini = 0.375 samples = 4 value = [3, 1] 38707->38708 38709 gini = 0.5 samples = 2 value = [1, 1] 38707->38709 38715 gini = 0.5 samples = 2 value = [1, 1] 38714->38715 38716 gini = 0.444 samples = 3 value = [2, 1] 38714->38716 38721 x7_MD <= 0.5 gini = 0.492 samples = 483 value = [272, 211] 38720->38721 39082 gini = 0.0 samples = 1 value = [1, 0] 38720->39082 38722 x15_endocrinology <= 0.5 gini = 0.493 samples = 478 value = [268, 210] 38721->38722 39079 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38721->39079 38723 x15_cardiology/vascular diseases <= 0.5 gini = 0.493 samples = 473 value = [264, 209] 38722->38723 39076 log_spend <= 6.427 gini = 0.32 samples = 5 value = [4, 1] 38722->39076 38724 x7_TX <= 0.5 gini = 0.495 samples = 459 value = [253, 206] 38723->38724 39067 x14_2 <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 38723->39067 38725 x7_AZ <= 0.5 gini = 0.498 samples = 417 value = [222, 195] 38724->38725 39042 x14_11 <= 0.5 gini = 0.387 samples = 42 value = [31, 11] 38724->39042 38726 x4_In-kind items and services <= 0.5 gini = 0.497 samples = 409 value = [219, 190] 38725->38726 39035 x14_7 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 38725->39035 38727 x7_WY <= 0.5 gini = 0.47 samples = 281 value = [106, 175] 38726->38727 38962 x7_MO <= 0.5 gini = 0.207 samples = 128 value = [113, 15] 38726->38962 38728 x7_NH <= 0.5 gini = 0.468 samples = 279 value = [104, 175] 38727->38728 38961 gini = 0.0 samples = 2 value = [2, 0] 38727->38961 38729 x7_NY <= 0.5 gini = 0.47 samples = 275 value = [104, 171] 38728->38729 38960 gini = 0.0 samples = 4 value = [0, 4] 38728->38960 38730 x7_CT <= 0.5 gini = 0.463 samples = 255 value = [93, 162] 38729->38730 38943 x14_7 <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 38729->38943 38731 x7_MO <= 0.5 gini = 0.463 samples = 250 value = [91, 159] 38730->38731 38940 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38730->38940 38732 x7_AR <= 0.5 gini = 0.468 samples = 238 value = [89, 149] 38731->38732 38929 x14_11 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 38731->38929 38733 x7_MN <= 0.5 gini = 0.467 samples = 237 value = [88, 149] 38732->38733 38928 gini = 0.0 samples = 1 value = [1, 0] 38732->38928 38734 x7_OK <= 0.5 gini = 0.473 samples = 224 value = [86, 138] 38733->38734 38919 x14_10 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 38733->38919 38735 x7_NJ <= 0.5 gini = 0.468 samples = 219 value = [82, 137] 38734->38735 38916 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38734->38916 38736 x7_WI <= 0.5 gini = 0.469 samples = 210 value = [79, 131] 38735->38736 38907 x14_7 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 38735->38907 38737 x7_NC <= 0.5 gini = 0.468 samples = 204 value = [76, 128] 38736->38737 38902 x14_5 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 38736->38902 38738 x15_ophthalmology <= 0.5 gini = 0.476 samples = 192 value = [75, 117] 38737->38738 38897 x14_5 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 38737->38897 38739 x7_IL <= 0.5 gini = 0.477 samples = 191 value = [75, 116] 38738->38739 38896 gini = 0.0 samples = 1 value = [0, 1] 38738->38896 38740 x7_MS <= 0.5 gini = 0.486 samples = 166 value = [69, 97] 38739->38740 38881 x14_11 <= 0.5 gini = 0.365 samples = 25 value = [6, 19] 38739->38881 38741 x7_MT <= 0.5 gini = 0.487 samples = 165 value = [69, 96] 38740->38741 38880 gini = 0.0 samples = 1 value = [0, 1] 38740->38880 38742 x14_7 <= 0.5 gini = 0.484 samples = 163 value = [67, 96] 38741->38742 38879 gini = 0.0 samples = 2 value = [2, 0] 38741->38879 38743 x7_IN <= 0.5 gini = 0.486 samples = 151 value = [63, 88] 38742->38743 38872 log_spend <= 8.091 gini = 0.444 samples = 12 value = [4, 8] 38742->38872 38744 x14_5 <= 0.5 gini = 0.489 samples = 138 value = [59, 79] 38743->38744 38861 x14_3 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 38743->38861 38745 x14_2 <= 0.5 gini = 0.488 samples = 125 value = [53, 72] 38744->38745 38850 x7_OH <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 38744->38850 38746 x14_11 <= 0.5 gini = 0.491 samples = 115 value = [50, 65] 38745->38746 38843 x7_OH <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 38745->38843 38747 x14_4 <= 0.5 gini = 0.494 samples = 94 value = [42, 52] 38746->38747 38830 x7_OH <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 38746->38830 38748 x7_PR <= 0.5 gini = 0.482 samples = 74 value = [30, 44] 38747->38748 38807 x7_CA <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 38747->38807 38749 x14_10 <= 0.5 gini = 0.484 samples = 73 value = [30, 43] 38748->38749 38806 gini = 0.0 samples = 1 value = [0, 1] 38748->38806 38750 x7_MA <= 0.5 gini = 0.488 samples = 57 value = [24, 33] 38749->38750 38793 x7_GA <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 38749->38793 38751 x7_CA <= 0.5 gini = 0.49 samples = 56 value = [24, 32] 38750->38751 38792 gini = 0.0 samples = 1 value = [0, 1] 38750->38792 38752 x7_OH <= 0.5 gini = 0.494 samples = 38 value = [17, 21] 38751->38752 38781 x14_3 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 38751->38781 38753 x7_CO <= 0.5 gini = 0.497 samples = 28 value = [13, 15] 38752->38753 38776 x14_8 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 38752->38776 38754 x7_HI <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 38753->38754 38775 gini = 0.375 samples = 4 value = [3, 1] 38753->38775 38755 x14_3 <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 38754->38755 38774 gini = 0.0 samples = 2 value = [0, 2] 38754->38774 38756 x7_NE <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 38755->38756 38771 x7_KY <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38755->38771 38757 x14_8 <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 38756->38757 38770 gini = 0.0 samples = 1 value = [1, 0] 38756->38770 38758 x7_IA <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 38757->38758 38769 gini = 0.0 samples = 4 value = [0, 4] 38757->38769 38759 x7_MI <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 38758->38759 38768 gini = 0.0 samples = 1 value = [0, 1] 38758->38768 38760 x14_9 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 38759->38760 38767 gini = 0.0 samples = 2 value = [0, 2] 38759->38767 38761 x7_ME <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38760->38761 38766 gini = 0.444 samples = 3 value = [2, 1] 38760->38766 38762 x7_WA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 38761->38762 38765 gini = 0.0 samples = 1 value = [1, 0] 38761->38765 38763 gini = 0.444 samples = 3 value = [1, 2] 38762->38763 38764 gini = 0.0 samples = 2 value = [2, 0] 38762->38764 38772 gini = 0.5 samples = 4 value = [2, 2] 38771->38772 38773 gini = 0.0 samples = 1 value = [1, 0] 38771->38773 38777 x14_6 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 38776->38777 38780 gini = 0.0 samples = 3 value = [0, 3] 38776->38780 38778 gini = 0.5 samples = 4 value = [2, 2] 38777->38778 38779 gini = 0.444 samples = 3 value = [2, 1] 38777->38779 38782 x14_8 <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 38781->38782 38791 gini = 0.5 samples = 2 value = [1, 1] 38781->38791 38783 x14_9 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38782->38783 38786 log_spend <= 7.143 gini = 0.48 samples = 10 value = [4, 6] 38782->38786 38784 gini = 0.444 samples = 3 value = [1, 2] 38783->38784 38785 gini = 0.444 samples = 3 value = [1, 2] 38783->38785 38787 log_spend <= 5.003 gini = 0.444 samples = 6 value = [4, 2] 38786->38787 38790 gini = 0.0 samples = 4 value = [0, 4] 38786->38790 38788 gini = 0.0 samples = 2 value = [2, 0] 38787->38788 38789 gini = 0.5 samples = 4 value = [2, 2] 38787->38789 38794 x7_OH <= 0.5 gini = 0.444 samples = 15 value = [5, 10] 38793->38794 38805 gini = 0.0 samples = 1 value = [1, 0] 38793->38805 38795 x7_CA <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 38794->38795 38804 gini = 0.0 samples = 2 value = [0, 2] 38794->38804 38796 x7_UT <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 38795->38796 38803 gini = 0.444 samples = 3 value = [1, 2] 38795->38803 38797 x7_MA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 38796->38797 38802 gini = 0.5 samples = 2 value = [1, 1] 38796->38802 38798 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38797->38798 38801 gini = 0.444 samples = 3 value = [2, 1] 38797->38801 38799 gini = 0.444 samples = 3 value = [1, 2] 38798->38799 38800 gini = 0.0 samples = 2 value = [0, 2] 38798->38800 38808 x7_GA <= 0.5 gini = 0.492 samples = 16 value = [9, 7] 38807->38808 38829 gini = 0.375 samples = 4 value = [3, 1] 38807->38829 38809 x7_VA <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 38808->38809 38828 gini = 0.0 samples = 1 value = [0, 1] 38808->38828 38810 x7_KS <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 38809->38810 38827 gini = 0.0 samples = 1 value = [0, 1] 38809->38827 38811 x7_KY <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 38810->38811 38826 gini = 0.0 samples = 1 value = [1, 0] 38810->38826 38812 x7_MA <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 38811->38812 38825 gini = 0.0 samples = 2 value = [2, 0] 38811->38825 38813 x7_CO <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 38812->38813 38824 gini = 0.0 samples = 1 value = [1, 0] 38812->38824 38814 log_spend <= 5.154 gini = 0.469 samples = 8 value = [3, 5] 38813->38814 38823 gini = 0.0 samples = 2 value = [2, 0] 38813->38823 38815 gini = 0.0 samples = 1 value = [1, 0] 38814->38815 38816 x7_UT <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 38814->38816 38817 x7_OH <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38816->38817 38822 gini = 0.0 samples = 1 value = [0, 1] 38816->38822 38818 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38817->38818 38821 gini = 0.0 samples = 1 value = [1, 0] 38817->38821 38819 gini = 0.375 samples = 4 value = [1, 3] 38818->38819 38820 gini = 0.0 samples = 1 value = [0, 1] 38818->38820 38831 log_spend <= 5.845 gini = 0.498 samples = 15 value = [7, 8] 38830->38831 38840 log_spend <= 11.477 gini = 0.278 samples = 6 value = [1, 5] 38830->38840 38832 gini = 0.0 samples = 3 value = [3, 0] 38831->38832 38833 log_spend <= 8.081 gini = 0.444 samples = 12 value = [4, 8] 38831->38833 38834 gini = 0.0 samples = 6 value = [0, 6] 38833->38834 38835 x7_IA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38833->38835 38836 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38835->38836 38839 gini = 0.0 samples = 1 value = [0, 1] 38835->38839 38837 gini = 0.0 samples = 2 value = [2, 0] 38836->38837 38838 gini = 0.444 samples = 3 value = [2, 1] 38836->38838 38841 gini = 0.0 samples = 5 value = [0, 5] 38840->38841 38842 gini = 0.0 samples = 1 value = [1, 0] 38840->38842 38844 x7_MA <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 38843->38844 38849 gini = 0.0 samples = 2 value = [0, 2] 38843->38849 38845 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 38844->38845 38848 gini = 0.0 samples = 1 value = [0, 1] 38844->38848 38846 gini = 0.444 samples = 3 value = [1, 2] 38845->38846 38847 gini = 0.5 samples = 4 value = [2, 2] 38845->38847 38851 log_spend <= 4.987 gini = 0.496 samples = 11 value = [6, 5] 38850->38851 38860 gini = 0.0 samples = 2 value = [0, 2] 38850->38860 38852 gini = 0.0 samples = 3 value = [3, 0] 38851->38852 38853 log_spend <= 10.244 gini = 0.469 samples = 8 value = [3, 5] 38851->38853 38854 x7_MI <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 38853->38854 38859 gini = 0.0 samples = 1 value = [1, 0] 38853->38859 38855 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38854->38855 38858 gini = 0.0 samples = 1 value = [0, 1] 38854->38858 38856 gini = 0.444 samples = 3 value = [1, 2] 38855->38856 38857 gini = 0.444 samples = 3 value = [1, 2] 38855->38857 38862 x14_5 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 38861->38862 38871 gini = 0.0 samples = 1 value = [0, 1] 38861->38871 38863 x14_10 <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 38862->38863 38870 gini = 0.0 samples = 1 value = [1, 0] 38862->38870 38864 x14_6 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 38863->38864 38869 gini = 0.5 samples = 2 value = [1, 1] 38863->38869 38865 log_spend <= 7.847 gini = 0.245 samples = 7 value = [1, 6] 38864->38865 38868 gini = 0.5 samples = 2 value = [1, 1] 38864->38868 38866 gini = 0.0 samples = 6 value = [0, 6] 38865->38866 38867 gini = 0.0 samples = 1 value = [1, 0] 38865->38867 38873 gini = 0.0 samples = 6 value = [0, 6] 38872->38873 38874 x7_NE <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38872->38874 38875 x7_VA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 38874->38875 38878 gini = 0.0 samples = 1 value = [0, 1] 38874->38878 38876 gini = 0.375 samples = 4 value = [3, 1] 38875->38876 38877 gini = 0.0 samples = 1 value = [1, 0] 38875->38877 38882 x14_2 <= 0.5 gini = 0.308 samples = 21 value = [4, 17] 38881->38882 38895 gini = 0.5 samples = 4 value = [2, 2] 38881->38895 38883 x14_8 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 38882->38883 38894 gini = 0.5 samples = 2 value = [1, 1] 38882->38894 38884 x14_3 <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 38883->38884 38893 gini = 0.0 samples = 5 value = [0, 5] 38883->38893 38885 x14_10 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38884->38885 38892 gini = 0.444 samples = 3 value = [1, 2] 38884->38892 38886 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 38885->38886 38891 gini = 0.5 samples = 2 value = [1, 1] 38885->38891 38887 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38886->38887 38890 gini = 0.0 samples = 3 value = [0, 3] 38886->38890 38888 gini = 0.5 samples = 2 value = [1, 1] 38887->38888 38889 gini = 0.0 samples = 4 value = [0, 4] 38887->38889 38898 x14_3 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 38897->38898 38901 gini = 0.0 samples = 1 value = [0, 1] 38897->38901 38899 gini = 0.0 samples = 10 value = [0, 10] 38898->38899 38900 gini = 0.0 samples = 1 value = [1, 0] 38898->38900 38903 x14_8 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 38902->38903 38906 gini = 0.0 samples = 1 value = [1, 0] 38902->38906 38904 gini = 0.5 samples = 4 value = [2, 2] 38903->38904 38905 gini = 0.0 samples = 1 value = [0, 1] 38903->38905 38908 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 38907->38908 38915 gini = 0.0 samples = 1 value = [0, 1] 38907->38915 38909 x14_6 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 38908->38909 38914 gini = 0.5 samples = 2 value = [1, 1] 38908->38914 38910 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38909->38910 38913 gini = 0.0 samples = 1 value = [1, 0] 38909->38913 38911 gini = 0.375 samples = 4 value = [1, 3] 38910->38911 38912 gini = 0.0 samples = 1 value = [0, 1] 38910->38912 38917 gini = 0.375 samples = 4 value = [3, 1] 38916->38917 38918 gini = 0.0 samples = 1 value = [1, 0] 38916->38918 38920 log_spend <= 6.45 gini = 0.165 samples = 11 value = [1, 10] 38919->38920 38927 gini = 0.5 samples = 2 value = [1, 1] 38919->38927 38921 gini = 0.0 samples = 5 value = [0, 5] 38920->38921 38922 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38920->38922 38923 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38922->38923 38926 gini = 0.0 samples = 1 value = [0, 1] 38922->38926 38924 gini = 0.375 samples = 4 value = [1, 3] 38923->38924 38925 gini = 0.0 samples = 1 value = [0, 1] 38923->38925 38930 x14_5 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 38929->38930 38939 gini = 0.0 samples = 1 value = [0, 1] 38929->38939 38931 x14_10 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 38930->38931 38938 gini = 0.0 samples = 2 value = [0, 2] 38930->38938 38932 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 38931->38932 38937 gini = 0.5 samples = 2 value = [1, 1] 38931->38937 38933 x14_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 38932->38933 38936 gini = 0.0 samples = 1 value = [0, 1] 38932->38936 38934 gini = 0.444 samples = 3 value = [1, 2] 38933->38934 38935 gini = 0.0 samples = 3 value = [0, 3] 38933->38935 38941 gini = 0.5 samples = 4 value = [2, 2] 38940->38941 38942 gini = 0.0 samples = 1 value = [0, 1] 38940->38942 38944 x14_10 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 38943->38944 38959 gini = 0.0 samples = 2 value = [2, 0] 38943->38959 38945 x14_3 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 38944->38945 38958 gini = 0.444 samples = 3 value = [2, 1] 38944->38958 38946 x14_4 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 38945->38946 38957 gini = 0.0 samples = 1 value = [1, 0] 38945->38957 38947 x14_5 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 38946->38947 38956 gini = 0.0 samples = 1 value = [0, 1] 38946->38956 38948 x14_8 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 38947->38948 38955 gini = 0.0 samples = 3 value = [0, 3] 38947->38955 38949 x14_9 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 38948->38949 38954 gini = 0.0 samples = 1 value = [0, 1] 38948->38954 38950 x14_6 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 38949->38950 38953 gini = 0.444 samples = 3 value = [2, 1] 38949->38953 38951 gini = 0.375 samples = 4 value = [3, 1] 38950->38951 38952 gini = 0.5 samples = 2 value = [1, 1] 38950->38952 38963 x14_5 <= 0.5 gini = 0.163 samples = 123 value = [112, 11] 38962->38963 39032 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 38962->39032 38964 x14_3 <= 0.5 gini = 0.09 samples = 106 value = [101, 5] 38963->38964 39019 x16_other <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 38963->39019 38965 x14_6 <= 0.5 gini = 0.103 samples = 92 value = [87, 5] 38964->38965 39018 gini = 0.0 samples = 14 value = [14, 0] 38964->39018 38966 x14_4 <= 0.5 gini = 0.115 samples = 82 value = [77, 5] 38965->38966 39017 gini = 0.0 samples = 10 value = [10, 0] 38965->39017 38967 x14_9 <= 0.5 gini = 0.104 samples = 73 value = [69, 4] 38966->38967 39008 x7_NV <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 38966->39008 38968 x7_WY <= 0.5 gini = 0.111 samples = 68 value = [64, 4] 38967->38968 39007 gini = 0.0 samples = 5 value = [5, 0] 38967->39007 38969 x7_IL <= 0.5 gini = 0.112 samples = 67 value = [63, 4] 38968->38969 39006 gini = 0.0 samples = 1 value = [1, 0] 38968->39006 38970 x7_VA <= 0.5 gini = 0.116 samples = 65 value = [61, 4] 38969->38970 39005 gini = 0.0 samples = 2 value = [2, 0] 38969->39005 38971 x7_NJ <= 0.5 gini = 0.117 samples = 64 value = [60, 4] 38970->38971 39004 gini = 0.0 samples = 1 value = [1, 0] 38970->39004 38972 x7_WA <= 0.5 gini = 0.124 samples = 60 value = [56, 4] 38971->38972 39003 gini = 0.0 samples = 4 value = [4, 0] 38971->39003 38973 x14_7 <= 0.5 gini = 0.126 samples = 59 value = [55, 4] 38972->38973 39002 gini = 0.0 samples = 1 value = [1, 0] 38972->39002 38974 x14_11 <= 0.5 gini = 0.153 samples = 48 value = [44, 4] 38973->38974 39001 gini = 0.0 samples = 11 value = [11, 0] 38973->39001 38975 x16_other <= 0.5 gini = 0.133 samples = 28 value = [26, 2] 38974->38975 38990 x7_OK <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 38974->38990 38976 gini = 0.0 samples = 1 value = [1, 0] 38975->38976 38977 log_spend <= 8.938 gini = 0.137 samples = 27 value = [25, 2] 38975->38977 38978 x7_CT <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 38977->38978 38989 gini = 0.0 samples = 1 value = [0, 1] 38977->38989 38979 x14_10 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 38978->38979 38988 gini = 0.0 samples = 1 value = [1, 0] 38978->38988 38980 x14_8 <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 38979->38980 38987 gini = 0.0 samples = 8 value = [8, 0] 38979->38987 38981 gini = 0.0 samples = 8 value = [8, 0] 38980->38981 38982 x7_NV <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 38980->38982 38983 log_spend <= 5.195 gini = 0.219 samples = 8 value = [7, 1] 38982->38983 38986 gini = 0.0 samples = 1 value = [1, 0] 38982->38986 38984 gini = 0.0 samples = 5 value = [5, 0] 38983->38984 38985 gini = 0.444 samples = 3 value = [2, 1] 38983->38985 38991 x7_CA <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 38990->38991 39000 gini = 0.0 samples = 1 value = [1, 0] 38990->39000 38992 x7_MN <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 38991->38992 38999 gini = 0.0 samples = 4 value = [4, 0] 38991->38999 38993 x7_MA <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 38992->38993 38998 gini = 0.0 samples = 1 value = [1, 0] 38992->38998 38994 x7_NC <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 38993->38994 38997 gini = 0.0 samples = 1 value = [1, 0] 38993->38997 38995 gini = 0.0 samples = 9 value = [9, 0] 38994->38995 38996 gini = 0.5 samples = 4 value = [2, 2] 38994->38996 39009 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 39008->39009 39016 gini = 0.0 samples = 1 value = [1, 0] 39008->39016 39010 x7_OK <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 39009->39010 39015 gini = 0.0 samples = 1 value = [1, 0] 39009->39015 39011 log_spend <= 6.608 gini = 0.278 samples = 6 value = [5, 1] 39010->39011 39014 gini = 0.0 samples = 1 value = [1, 0] 39010->39014 39012 gini = 0.0 samples = 5 value = [5, 0] 39011->39012 39013 gini = 0.0 samples = 1 value = [0, 1] 39011->39013 39020 gini = 0.0 samples = 1 value = [1, 0] 39019->39020 39021 x7_RI <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 39019->39021 39022 x7_CA <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 39021->39022 39031 gini = 0.0 samples = 1 value = [1, 0] 39021->39031 39023 x7_NY <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39022->39023 39030 gini = 0.0 samples = 5 value = [5, 0] 39022->39030 39024 x7_NC <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 39023->39024 39029 gini = 0.0 samples = 1 value = [1, 0] 39023->39029 39025 gini = 0.444 samples = 3 value = [2, 1] 39024->39025 39026 log_spend <= 4.354 gini = 0.278 samples = 6 value = [1, 5] 39024->39026 39027 gini = 0.0 samples = 1 value = [1, 0] 39026->39027 39028 gini = 0.0 samples = 5 value = [0, 5] 39026->39028 39033 gini = 0.444 samples = 3 value = [1, 2] 39032->39033 39034 gini = 0.0 samples = 2 value = [0, 2] 39032->39034 39036 x14_2 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 39035->39036 39041 gini = 0.0 samples = 2 value = [2, 0] 39035->39041 39037 log_spend <= 5.535 gini = 0.32 samples = 5 value = [1, 4] 39036->39037 39040 gini = 0.0 samples = 1 value = [0, 1] 39036->39040 39038 gini = 0.0 samples = 1 value = [1, 0] 39037->39038 39039 gini = 0.0 samples = 4 value = [0, 4] 39037->39039 39043 x4_In-kind items and services <= 0.5 gini = 0.405 samples = 39 value = [28, 11] 39042->39043 39066 gini = 0.0 samples = 3 value = [3, 0] 39042->39066 39044 x14_8 <= 0.5 gini = 0.499 samples = 23 value = [12, 11] 39043->39044 39065 gini = 0.0 samples = 16 value = [16, 0] 39043->39065 39045 x14_4 <= 0.5 gini = 0.499 samples = 21 value = [10, 11] 39044->39045 39064 gini = 0.0 samples = 2 value = [2, 0] 39044->39064 39046 x14_10 <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 39045->39046 39063 gini = 0.5 samples = 2 value = [1, 1] 39045->39063 39047 x14_7 <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 39046->39047 39062 gini = 0.0 samples = 1 value = [0, 1] 39046->39062 39048 x14_2 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 39047->39048 39061 gini = 0.5 samples = 2 value = [1, 1] 39047->39061 39049 x14_6 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 39048->39049 39060 gini = 0.5 samples = 2 value = [1, 1] 39048->39060 39050 x14_9 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 39049->39050 39059 gini = 0.0 samples = 2 value = [2, 0] 39049->39059 39051 x14_3 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39050->39051 39058 gini = 0.5 samples = 2 value = [1, 1] 39050->39058 39052 log_spend <= 6.249 gini = 0.444 samples = 9 value = [3, 6] 39051->39052 39057 gini = 0.0 samples = 1 value = [1, 0] 39051->39057 39053 gini = 0.0 samples = 1 value = [1, 0] 39052->39053 39054 log_spend <= 7.803 gini = 0.375 samples = 8 value = [2, 6] 39052->39054 39055 gini = 0.0 samples = 4 value = [0, 4] 39054->39055 39056 gini = 0.5 samples = 4 value = [2, 2] 39054->39056 39068 x14_6 <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 39067->39068 39075 gini = 0.0 samples = 1 value = [1, 0] 39067->39075 39069 x7_VA <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 39068->39069 39074 gini = 0.0 samples = 3 value = [3, 0] 39068->39074 39070 log_spend <= 6.222 gini = 0.469 samples = 8 value = [5, 3] 39069->39070 39073 gini = 0.0 samples = 2 value = [2, 0] 39069->39073 39071 gini = 0.0 samples = 4 value = [4, 0] 39070->39071 39072 gini = 0.375 samples = 4 value = [1, 3] 39070->39072 39077 gini = 0.0 samples = 4 value = [4, 0] 39076->39077 39078 gini = 0.0 samples = 1 value = [0, 1] 39076->39078 39080 gini = 0.0 samples = 2 value = [2, 0] 39079->39080 39081 gini = 0.444 samples = 3 value = [2, 1] 39079->39081 39084 x7_GA <= 0.5 gini = 0.172 samples = 42 value = [38, 4] 39083->39084 39103 gini = 0.0 samples = 7 value = [7, 0] 39083->39103 39085 x7_MI <= 0.5 gini = 0.18 samples = 40 value = [36, 4] 39084->39085 39102 gini = 0.0 samples = 2 value = [2, 0] 39084->39102 39086 x7_KY <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 39085->39086 39101 gini = 0.375 samples = 4 value = [3, 1] 39085->39101 39087 x7_IA <= 0.5 gini = 0.157 samples = 35 value = [32, 3] 39086->39087 39100 gini = 0.0 samples = 1 value = [1, 0] 39086->39100 39088 x16_other <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 39087->39088 39099 gini = 0.0 samples = 1 value = [1, 0] 39087->39099 39089 gini = 0.0 samples = 1 value = [1, 0] 39088->39089 39090 x14_8 <= 0.5 gini = 0.165 samples = 33 value = [30, 3] 39088->39090 39091 x15_Other <= 0.5 gini = 0.185 samples = 29 value = [26, 3] 39090->39091 39098 gini = 0.0 samples = 4 value = [4, 0] 39090->39098 39092 gini = 0.0 samples = 2 value = [2, 0] 39091->39092 39093 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 39091->39093 39094 x7_NC <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 39093->39094 39097 gini = 0.0 samples = 19 value = [19, 0] 39093->39097 39095 gini = 0.0 samples = 5 value = [5, 0] 39094->39095 39096 gini = 0.0 samples = 3 value = [0, 3] 39094->39096 39105 x15_endocrinology <= 0.5 gini = 0.48 samples = 55 value = [22, 33] 39104->39105 39132 gini = 0.5 samples = 2 value = [1, 1] 39104->39132 39106 x16_diab <= 0.5 gini = 0.475 samples = 54 value = [21, 33] 39105->39106 39131 gini = 0.0 samples = 1 value = [1, 0] 39105->39131 39107 x15_cardiology/vascular diseases <= 0.5 gini = 0.47 samples = 53 value = [20, 33] 39106->39107 39130 gini = 0.0 samples = 1 value = [1, 0] 39106->39130 39108 x13_0 <= 0.5 gini = 0.473 samples = 52 value = [20, 32] 39107->39108 39129 gini = 0.0 samples = 1 value = [0, 1] 39107->39129 39109 x14_6 <= 0.5 gini = 0.473 samples = 47 value = [18, 29] 39108->39109 39126 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39108->39126 39110 x14_4 <= 0.5 gini = 0.48 samples = 40 value = [16, 24] 39109->39110 39123 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 39109->39123 39111 x14_3 <= 0.5 gini = 0.478 samples = 38 value = [15, 23] 39110->39111 39122 gini = 0.5 samples = 2 value = [1, 1] 39110->39122 39112 log_spend <= 6.018 gini = 0.48 samples = 35 value = [14, 21] 39111->39112 39121 gini = 0.444 samples = 3 value = [1, 2] 39111->39121 39113 x4_Cash or cash equivalent <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 39112->39113 39118 x14_10 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 39112->39118 39114 gini = 0.0 samples = 11 value = [11, 0] 39113->39114 39115 x14_10 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39113->39115 39116 gini = 0.5 samples = 4 value = [2, 2] 39115->39116 39117 gini = 0.0 samples = 1 value = [0, 1] 39115->39117 39119 gini = 0.0 samples = 18 value = [0, 18] 39118->39119 39120 gini = 0.0 samples = 1 value = [1, 0] 39118->39120 39124 gini = 0.0 samples = 4 value = [0, 4] 39123->39124 39125 gini = 0.444 samples = 3 value = [2, 1] 39123->39125 39127 gini = 0.0 samples = 2 value = [2, 0] 39126->39127 39128 gini = 0.0 samples = 3 value = [0, 3] 39126->39128 39134 x15_Other <= 0.5 gini = 0.499 samples = 82 value = [43, 39] 39133->39134 39191 x4_Cash or cash equivalent <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 39133->39191 39135 gini = 0.444 samples = 3 value = [2, 1] 39134->39135 39136 x13_4 <= 0.5 gini = 0.499 samples = 79 value = [41, 38] 39134->39136 39137 x14_10 <= 0.5 gini = 0.497 samples = 69 value = [37, 32] 39136->39137 39184 x14_5 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39136->39184 39138 x14_7 <= 0.5 gini = 0.5 samples = 63 value = [32, 31] 39137->39138 39181 log_spend <= 5.651 gini = 0.278 samples = 6 value = [5, 1] 39137->39181 39139 x14_4 <= 0.5 gini = 0.497 samples = 56 value = [30, 26] 39138->39139 39178 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 39138->39178 39140 x14_11 <= 0.5 gini = 0.49 samples = 49 value = [28, 21] 39139->39140 39175 x4_Cash or cash equivalent <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 39139->39175 39141 x14_8 <= 0.5 gini = 0.476 samples = 41 value = [25, 16] 39140->39141 39172 log_spend <= 5.895 gini = 0.469 samples = 8 value = [3, 5] 39140->39172 39142 x13_1 <= 0.5 gini = 0.444 samples = 30 value = [20, 10] 39141->39142 39165 x16_other <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 39141->39165 39143 x14_5 <= 0.5 gini = 0.434 samples = 22 value = [15, 7] 39142->39143 39160 x14_9 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 39142->39160 39144 x14_3 <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 39143->39144 39159 gini = 0.5 samples = 4 value = [2, 2] 39143->39159 39145 x13_6 <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 39144->39145 39154 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39144->39154 39146 x14_9 <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 39145->39146 39153 gini = 0.0 samples = 1 value = [1, 0] 39145->39153 39147 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 39146->39147 39152 gini = 0.0 samples = 3 value = [3, 0] 39146->39152 39148 x13_2 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39147->39148 39151 gini = 0.0 samples = 3 value = [3, 0] 39147->39151 39149 gini = 0.0 samples = 1 value = [0, 1] 39148->39149 39150 gini = 0.5 samples = 4 value = [2, 2] 39148->39150 39155 gini = 0.0 samples = 1 value = [1, 0] 39154->39155 39156 log_spend <= 6.013 gini = 0.48 samples = 5 value = [3, 2] 39154->39156 39157 gini = 0.0 samples = 2 value = [2, 0] 39156->39157 39158 gini = 0.444 samples = 3 value = [1, 2] 39156->39158 39161 log_spend <= 5.054 gini = 0.49 samples = 7 value = [4, 3] 39160->39161 39164 gini = 0.0 samples = 1 value = [1, 0] 39160->39164 39162 gini = 0.0 samples = 4 value = [4, 0] 39161->39162 39163 gini = 0.0 samples = 3 value = [0, 3] 39161->39163 39166 gini = 0.0 samples = 1 value = [1, 0] 39165->39166 39167 x13_3 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39165->39167 39168 x4_Cash or cash equivalent <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 39167->39168 39171 gini = 0.5 samples = 2 value = [1, 1] 39167->39171 39169 gini = 0.0 samples = 3 value = [3, 0] 39168->39169 39170 gini = 0.0 samples = 5 value = [0, 5] 39168->39170 39173 gini = 0.0 samples = 3 value = [3, 0] 39172->39173 39174 gini = 0.0 samples = 5 value = [0, 5] 39172->39174 39176 gini = 0.0 samples = 2 value = [2, 0] 39175->39176 39177 gini = 0.0 samples = 5 value = [0, 5] 39175->39177 39179 gini = 0.0 samples = 4 value = [0, 4] 39178->39179 39180 gini = 0.444 samples = 3 value = [2, 1] 39178->39180 39182 gini = 0.0 samples = 4 value = [4, 0] 39181->39182 39183 gini = 0.5 samples = 2 value = [1, 1] 39181->39183 39185 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 39184->39185 39190 gini = 0.0 samples = 2 value = [0, 2] 39184->39190 39186 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39185->39186 39189 gini = 0.0 samples = 3 value = [3, 0] 39185->39189 39187 gini = 0.375 samples = 4 value = [1, 3] 39186->39187 39188 gini = 0.0 samples = 1 value = [0, 1] 39186->39188 39192 gini = 0.0 samples = 2 value = [2, 0] 39191->39192 39193 log_spend <= 9.154 gini = 0.346 samples = 9 value = [2, 7] 39191->39193 39194 log_spend <= 7.977 gini = 0.48 samples = 5 value = [2, 3] 39193->39194 39197 gini = 0.0 samples = 4 value = [0, 4] 39193->39197 39195 gini = 0.0 samples = 3 value = [0, 3] 39194->39195 39196 gini = 0.0 samples = 2 value = [2, 0] 39194->39196 39199 x14_7 <= 0.5 gini = 0.494 samples = 38 value = [17, 21] 39198->39199 39220 log_spend <= 8.541 gini = 0.463 samples = 11 value = [4, 7] 39198->39220 39200 x15_cardiology/vascular diseases <= 0.5 gini = 0.489 samples = 33 value = [14, 19] 39199->39200 39217 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39199->39217 39201 x14_8 <= 0.5 gini = 0.476 samples = 23 value = [14, 9] 39200->39201 39216 gini = 0.0 samples = 10 value = [0, 10] 39200->39216 39202 x14_5 <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 39201->39202 39215 gini = 0.0 samples = 3 value = [3, 0] 39201->39215 39203 x13_0 <= 0.5 gini = 0.494 samples = 18 value = [10, 8] 39202->39203 39214 gini = 0.5 samples = 2 value = [1, 1] 39202->39214 39204 x14_4 <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 39203->39204 39213 gini = 0.444 samples = 3 value = [1, 2] 39203->39213 39205 x13_1 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 39204->39205 39212 gini = 0.375 samples = 4 value = [3, 1] 39204->39212 39206 x14_3 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 39205->39206 39211 gini = 0.5 samples = 2 value = [1, 1] 39205->39211 39207 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 39206->39207 39210 gini = 0.0 samples = 1 value = [1, 0] 39206->39210 39208 gini = 0.5 samples = 4 value = [2, 2] 39207->39208 39209 gini = 0.5 samples = 4 value = [2, 2] 39207->39209 39218 gini = 0.375 samples = 4 value = [3, 1] 39217->39218 39219 gini = 0.0 samples = 1 value = [0, 1] 39217->39219 39221 x15_Other <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 39220->39221 39228 gini = 0.0 samples = 3 value = [0, 3] 39220->39228 39222 gini = 0.0 samples = 2 value = [0, 2] 39221->39222 39223 x14_4 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39221->39223 39224 x4_In-kind items and services <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39223->39224 39227 gini = 0.0 samples = 1 value = [1, 0] 39223->39227 39225 gini = 0.444 samples = 3 value = [1, 2] 39224->39225 39226 gini = 0.0 samples = 2 value = [2, 0] 39224->39226 39230 x4_In-kind items and services <= 0.5 gini = 0.397 samples = 22 value = [16, 6] 39229->39230 39243 gini = 0.0 samples = 3 value = [0, 3] 39229->39243 39231 x15_Other <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 39230->39231 39242 gini = 0.0 samples = 7 value = [7, 0] 39230->39242 39232 gini = 0.0 samples = 2 value = [2, 0] 39231->39232 39233 x13_0 <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 39231->39233 39234 log_spend <= 6.249 gini = 0.463 samples = 11 value = [7, 4] 39233->39234 39241 gini = 0.0 samples = 2 value = [0, 2] 39233->39241 39235 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 39234->39235 39240 gini = 0.375 samples = 4 value = [1, 3] 39234->39240 39236 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 39235->39236 39239 gini = 0.0 samples = 2 value = [2, 0] 39235->39239 39237 gini = 0.444 samples = 3 value = [2, 1] 39236->39237 39238 gini = 0.0 samples = 2 value = [2, 0] 39236->39238 39245 x13_2 <= 0.5 gini = 0.5 samples = 170 value = [83, 87] 39244->39245 39378 x15_ophthalmology <= 0.5 gini = 0.473 samples = 125 value = [48, 77] 39244->39378 39246 x13_6 <= 0.5 gini = 0.496 samples = 160 value = [73, 87] 39245->39246 39377 gini = 0.0 samples = 10 value = [10, 0] 39245->39377 39247 x13_1 <= 0.5 gini = 0.299 samples = 60 value = [49, 11] 39246->39247 39306 x7_NY <= 0.5 gini = 0.365 samples = 100 value = [24, 76] 39246->39306 39248 x16_cardio <= 0.5 gini = 0.355 samples = 39 value = [30, 9] 39247->39248 39281 x7_NY <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 39247->39281 39249 x7_CA <= 0.5 gini = 0.361 samples = 38 value = [29, 9] 39248->39249 39280 gini = 0.0 samples = 1 value = [1, 0] 39248->39280 39250 x7_KY <= 0.5 gini = 0.368 samples = 37 value = [28, 9] 39249->39250 39279 gini = 0.0 samples = 1 value = [1, 0] 39249->39279 39251 x7_IN <= 0.5 gini = 0.375 samples = 36 value = [27, 9] 39250->39251 39278 gini = 0.0 samples = 1 value = [1, 0] 39250->39278 39252 x7_MS <= 0.5 gini = 0.375 samples = 32 value = [24, 8] 39251->39252 39277 gini = 0.375 samples = 4 value = [3, 1] 39251->39277 39253 x13_0 <= 0.5 gini = 0.383 samples = 31 value = [23, 8] 39252->39253 39276 gini = 0.0 samples = 1 value = [1, 0] 39252->39276 39254 x13_3 <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 39253->39254 39275 gini = 0.0 samples = 3 value = [3, 0] 39253->39275 39255 x7_MA <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 39254->39255 39268 x7_OH <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 39254->39268 39256 x7_WI <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39255->39256 39267 gini = 0.0 samples = 2 value = [2, 0] 39255->39267 39257 x7_MO <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 39256->39257 39266 gini = 0.0 samples = 1 value = [0, 1] 39256->39266 39258 x7_HI <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 39257->39258 39265 gini = 0.0 samples = 1 value = [0, 1] 39257->39265 39259 x7_IL <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 39258->39259 39264 gini = 0.0 samples = 1 value = [1, 0] 39258->39264 39260 x7_TX <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39259->39260 39263 gini = 0.5 samples = 2 value = [1, 1] 39259->39263 39261 gini = 0.444 samples = 3 value = [1, 2] 39260->39261 39262 gini = 0.5 samples = 2 value = [1, 1] 39260->39262 39269 x7_VA <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 39268->39269 39274 gini = 0.0 samples = 1 value = [1, 0] 39268->39274 39270 x7_NJ <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 39269->39270 39273 gini = 0.0 samples = 2 value = [2, 0] 39269->39273 39271 gini = 0.0 samples = 11 value = [11, 0] 39270->39271 39272 gini = 0.0 samples = 2 value = [0, 2] 39270->39272 39282 x16_cardio <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 39281->39282 39305 gini = 0.0 samples = 1 value = [1, 0] 39281->39305 39283 x7_MO <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 39282->39283 39304 gini = 0.0 samples = 1 value = [1, 0] 39282->39304 39284 x7_WI <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 39283->39284 39303 gini = 0.0 samples = 1 value = [0, 1] 39283->39303 39285 x7_TN <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 39284->39285 39302 gini = 0.0 samples = 1 value = [1, 0] 39284->39302 39286 x7_NH <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 39285->39286 39301 gini = 0.0 samples = 1 value = [1, 0] 39285->39301 39287 x7_MD <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 39286->39287 39300 gini = 0.0 samples = 1 value = [1, 0] 39286->39300 39288 x7_IL <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 39287->39288 39299 gini = 0.0 samples = 1 value = [1, 0] 39287->39299 39289 x7_MI <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 39288->39289 39298 gini = 0.0 samples = 1 value = [1, 0] 39288->39298 39290 log_spend <= 4.025 gini = 0.165 samples = 11 value = [10, 1] 39289->39290 39297 gini = 0.0 samples = 2 value = [2, 0] 39289->39297 39291 gini = 0.0 samples = 5 value = [5, 0] 39290->39291 39292 x7_DC <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 39290->39292 39293 log_spend <= 4.267 gini = 0.32 samples = 5 value = [4, 1] 39292->39293 39296 gini = 0.0 samples = 1 value = [1, 0] 39292->39296 39294 gini = 0.0 samples = 1 value = [0, 1] 39293->39294 39295 gini = 0.0 samples = 4 value = [4, 0] 39293->39295 39307 x7_KS <= 0.5 gini = 0.355 samples = 91 value = [21, 70] 39306->39307 39374 log_spend <= 4.951 gini = 0.444 samples = 9 value = [3, 6] 39306->39374 39308 x7_GA <= 0.5 gini = 0.346 samples = 90 value = [20, 70] 39307->39308 39373 gini = 0.0 samples = 1 value = [1, 0] 39307->39373 39309 x7_MA <= 0.5 gini = 0.336 samples = 89 value = [19, 70] 39308->39309 39372 gini = 0.0 samples = 1 value = [1, 0] 39308->39372 39310 x16_gastro <= 0.5 gini = 0.329 samples = 82 value = [17, 65] 39309->39310 39367 log_spend <= 3.864 gini = 0.408 samples = 7 value = [2, 5] 39309->39367 39311 x7_MI <= 0.5 gini = 0.335 samples = 80 value = [17, 63] 39310->39311 39366 gini = 0.0 samples = 2 value = [0, 2] 39310->39366 39312 x7_VA <= 0.5 gini = 0.326 samples = 78 value = [16, 62] 39311->39312 39365 gini = 0.5 samples = 2 value = [1, 1] 39311->39365 39313 x7_PA <= 0.5 gini = 0.332 samples = 76 value = [16, 60] 39312->39313 39364 gini = 0.0 samples = 2 value = [0, 2] 39312->39364 39314 x7_AZ <= 0.5 gini = 0.36 samples = 68 value = [16, 52] 39313->39314 39363 gini = 0.0 samples = 8 value = [0, 8] 39313->39363 39315 x7_IL <= 0.5 gini = 0.348 samples = 67 value = [15, 52] 39314->39315 39362 gini = 0.0 samples = 1 value = [1, 0] 39314->39362 39316 x7_IA <= 0.5 gini = 0.354 samples = 61 value = [14, 47] 39315->39316 39359 log_spend <= 6.412 gini = 0.278 samples = 6 value = [1, 5] 39315->39359 39317 x7_OH <= 0.5 gini = 0.361 samples = 55 value = [13, 42] 39316->39317 39356 log_spend <= 6.247 gini = 0.278 samples = 6 value = [1, 5] 39316->39356 39318 x7_KY <= 0.5 gini = 0.38 samples = 47 value = [12, 35] 39317->39318 39353 log_spend <= 4.869 gini = 0.219 samples = 8 value = [1, 7] 39317->39353 39319 x7_OK <= 0.5 gini = 0.386 samples = 46 value = [12, 34] 39318->39319 39352 gini = 0.0 samples = 1 value = [0, 1] 39318->39352 39320 x7_MN <= 0.5 gini = 0.414 samples = 41 value = [12, 29] 39319->39320 39351 gini = 0.0 samples = 5 value = [0, 5] 39319->39351 39321 log_spend <= 5.495 gini = 0.42 samples = 40 value = [12, 28] 39320->39321 39350 gini = 0.0 samples = 1 value = [0, 1] 39320->39350 39322 x7_TN <= 0.5 gini = 0.291 samples = 17 value = [3, 14] 39321->39322 39333 x7_WI <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 39321->39333 39323 x7_NC <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 39322->39323 39332 gini = 0.0 samples = 1 value = [0, 1] 39322->39332 39324 x7_WI <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 39323->39324 39331 gini = 0.0 samples = 4 value = [0, 4] 39323->39331 39325 x7_MD <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 39324->39325 39330 gini = 0.0 samples = 1 value = [0, 1] 39324->39330 39326 x7_TX <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 39325->39326 39329 gini = 0.0 samples = 1 value = [0, 1] 39325->39329 39327 gini = 0.375 samples = 4 value = [3, 1] 39326->39327 39328 gini = 0.0 samples = 6 value = [0, 6] 39326->39328 39334 x7_TX <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 39333->39334 39349 gini = 0.0 samples = 1 value = [1, 0] 39333->39349 39335 x7_NC <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 39334->39335 39346 log_spend <= 5.725 gini = 0.219 samples = 8 value = [1, 7] 39334->39346 39336 x7_MD <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39335->39336 39345 gini = 0.375 samples = 4 value = [3, 1] 39335->39345 39337 x7_TN <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 39336->39337 39344 gini = 0.0 samples = 3 value = [0, 3] 39336->39344 39338 log_spend <= 9.301 gini = 0.444 samples = 6 value = [4, 2] 39337->39338 39343 gini = 0.0 samples = 1 value = [0, 1] 39337->39343 39339 log_spend <= 6.611 gini = 0.32 samples = 5 value = [4, 1] 39338->39339 39342 gini = 0.0 samples = 1 value = [0, 1] 39338->39342 39340 gini = 0.0 samples = 2 value = [2, 0] 39339->39340 39341 gini = 0.444 samples = 3 value = [2, 1] 39339->39341 39347 gini = 0.0 samples = 1 value = [1, 0] 39346->39347 39348 gini = 0.0 samples = 7 value = [0, 7] 39346->39348 39354 gini = 0.444 samples = 3 value = [1, 2] 39353->39354 39355 gini = 0.0 samples = 5 value = [0, 5] 39353->39355 39357 gini = 0.0 samples = 3 value = [0, 3] 39356->39357 39358 gini = 0.444 samples = 3 value = [1, 2] 39356->39358 39360 gini = 0.444 samples = 3 value = [1, 2] 39359->39360 39361 gini = 0.0 samples = 3 value = [0, 3] 39359->39361 39368 gini = 0.0 samples = 1 value = [1, 0] 39367->39368 39369 log_spend <= 5.185 gini = 0.278 samples = 6 value = [1, 5] 39367->39369 39370 gini = 0.0 samples = 3 value = [0, 3] 39369->39370 39371 gini = 0.444 samples = 3 value = [1, 2] 39369->39371 39375 gini = 0.0 samples = 5 value = [0, 5] 39374->39375 39376 gini = 0.375 samples = 4 value = [3, 1] 39374->39376 39379 x7_MO <= 0.5 gini = 0.471 samples = 124 value = [47, 77] 39378->39379 39486 gini = 0.0 samples = 1 value = [1, 0] 39378->39486 39380 x7_KY <= 0.5 gini = 0.47 samples = 122 value = [46, 76] 39379->39380 39485 gini = 0.5 samples = 2 value = [1, 1] 39379->39485 39381 x13_2 <= 0.5 gini = 0.471 samples = 121 value = [46, 75] 39380->39381 39484 gini = 0.0 samples = 1 value = [0, 1] 39380->39484 39382 log_spend <= 8.75 gini = 0.449 samples = 100 value = [34, 66] 39381->39382 39459 log_spend <= 9.181 gini = 0.49 samples = 21 value = [12, 9] 39381->39459 39383 x15_cardiovascular <= 0.5 gini = 0.499 samples = 69 value = [33, 36] 39382->39383 39448 x7_TX <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 39382->39448 39384 x7_NV <= 0.5 gini = 0.5 samples = 68 value = [33, 35] 39383->39384 39447 gini = 0.0 samples = 1 value = [0, 1] 39383->39447 39385 x7_OH <= 0.5 gini = 0.499 samples = 67 value = [32, 35] 39384->39385 39446 gini = 0.0 samples = 1 value = [1, 0] 39384->39446 39386 x7_CO <= 0.5 gini = 0.498 samples = 64 value = [30, 34] 39385->39386 39445 gini = 0.444 samples = 3 value = [2, 1] 39385->39445 39387 x7_CT <= 0.5 gini = 0.497 samples = 63 value = [29, 34] 39386->39387 39444 gini = 0.0 samples = 1 value = [1, 0] 39386->39444 39388 log_spend <= 4.309 gini = 0.498 samples = 62 value = [29, 33] 39387->39388 39443 gini = 0.0 samples = 1 value = [0, 1] 39387->39443 39389 x13_3 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 39388->39389 39396 x7_VA <= 0.5 gini = 0.482 samples = 52 value = [21, 31] 39388->39396 39390 x7_MA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 39389->39390 39395 gini = 0.375 samples = 4 value = [3, 1] 39389->39395 39391 log_spend <= 3.999 gini = 0.32 samples = 5 value = [4, 1] 39390->39391 39394 gini = 0.0 samples = 1 value = [1, 0] 39390->39394 39392 gini = 0.5 samples = 2 value = [1, 1] 39391->39392 39393 gini = 0.0 samples = 3 value = [3, 0] 39391->39393 39397 x7_GA <= 0.5 gini = 0.484 samples = 51 value = [21, 30] 39396->39397 39442 gini = 0.0 samples = 1 value = [0, 1] 39396->39442 39398 x7_UT <= 0.5 gini = 0.498 samples = 45 value = [21, 24] 39397->39398 39441 gini = 0.0 samples = 6 value = [0, 6] 39397->39441 39399 x7_MD <= 0.5 gini = 0.496 samples = 44 value = [20, 24] 39398->39399 39440 gini = 0.0 samples = 1 value = [1, 0] 39398->39440 39400 log_spend <= 7.788 gini = 0.497 samples = 41 value = [19, 22] 39399->39400 39439 gini = 0.444 samples = 3 value = [1, 2] 39399->39439 39401 x7_TX <= 0.5 gini = 0.459 samples = 28 value = [10, 18] 39400->39401 39428 log_spend <= 8.626 gini = 0.426 samples = 13 value = [9, 4] 39400->39428 39402 x7_NC <= 0.5 gini = 0.476 samples = 23 value = [9, 14] 39401->39402 39425 log_spend <= 5.047 gini = 0.32 samples = 5 value = [1, 4] 39401->39425 39403 x7_MI <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 39402->39403 39424 gini = 0.5 samples = 2 value = [1, 1] 39402->39424 39404 x7_WA <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 39403->39404 39423 gini = 0.444 samples = 3 value = [1, 2] 39403->39423 39405 x7_NY <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 39404->39405 39422 gini = 0.5 samples = 2 value = [1, 1] 39404->39422 39406 x13_6 <= 0.5 gini = 0.473 samples = 13 value = [5, 8] 39405->39406 39421 gini = 0.444 samples = 3 value = [1, 2] 39405->39421 39407 x7_WI <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 39406->39407 39420 gini = 0.0 samples = 1 value = [0, 1] 39406->39420 39408 x15_endocrinology <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 39407->39408 39419 gini = 0.0 samples = 1 value = [0, 1] 39407->39419 39409 x13_1 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39408->39409 39418 gini = 0.0 samples = 1 value = [1, 0] 39408->39418 39410 x7_TN <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 39409->39410 39417 gini = 0.0 samples = 1 value = [1, 0] 39409->39417 39411 x13_4 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 39410->39411 39416 gini = 0.0 samples = 1 value = [0, 1] 39410->39416 39412 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39411->39412 39415 gini = 0.444 samples = 3 value = [1, 2] 39411->39415 39413 gini = 0.0 samples = 1 value = [1, 0] 39412->39413 39414 gini = 0.375 samples = 4 value = [1, 3] 39412->39414 39426 gini = 0.0 samples = 1 value = [1, 0] 39425->39426 39427 gini = 0.0 samples = 4 value = [0, 4] 39425->39427 39429 x7_TN <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 39428->39429 39438 gini = 0.444 samples = 3 value = [1, 2] 39428->39438 39430 x13_4 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 39429->39430 39437 gini = 0.0 samples = 1 value = [0, 1] 39429->39437 39431 x7_MA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 39430->39431 39436 gini = 0.0 samples = 1 value = [1, 0] 39430->39436 39432 x13_3 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 39431->39432 39435 gini = 0.0 samples = 1 value = [1, 0] 39431->39435 39433 gini = 0.444 samples = 3 value = [2, 1] 39432->39433 39434 gini = 0.0 samples = 4 value = [4, 0] 39432->39434 39449 x7_IL <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 39448->39449 39458 gini = 0.0 samples = 2 value = [0, 2] 39448->39458 39450 x7_OH <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 39449->39450 39457 gini = 0.0 samples = 2 value = [0, 2] 39449->39457 39451 x13_3 <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 39450->39451 39456 gini = 0.0 samples = 1 value = [0, 1] 39450->39456 39452 gini = 0.0 samples = 21 value = [0, 21] 39451->39452 39453 x7_MI <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39451->39453 39454 gini = 0.375 samples = 4 value = [1, 3] 39453->39454 39455 gini = 0.0 samples = 1 value = [0, 1] 39453->39455 39460 x7_WV <= 0.5 gini = 0.415 samples = 17 value = [12, 5] 39459->39460 39483 gini = 0.0 samples = 4 value = [0, 4] 39459->39483 39461 x7_UT <= 0.5 gini = 0.375 samples = 16 value = [12, 4] 39460->39461 39482 gini = 0.0 samples = 1 value = [0, 1] 39460->39482 39462 x7_TX <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 39461->39462 39481 gini = 0.0 samples = 1 value = [1, 0] 39461->39481 39463 x15_Other <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 39462->39463 39480 gini = 0.0 samples = 1 value = [1, 0] 39462->39480 39464 gini = 0.0 samples = 1 value = [1, 0] 39463->39464 39465 x7_DC <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 39463->39465 39466 x7_OK <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 39465->39466 39479 gini = 0.0 samples = 1 value = [1, 0] 39465->39479 39467 x7_IL <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 39466->39467 39478 gini = 0.0 samples = 1 value = [0, 1] 39466->39478 39468 x7_TN <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 39467->39468 39477 gini = 0.0 samples = 2 value = [2, 0] 39467->39477 39469 x7_NV <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 39468->39469 39476 gini = 0.0 samples = 1 value = [0, 1] 39468->39476 39470 x7_WA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 39469->39470 39475 gini = 0.0 samples = 1 value = [1, 0] 39469->39475 39471 log_spend <= 6.776 gini = 0.278 samples = 6 value = [5, 1] 39470->39471 39474 gini = 0.0 samples = 1 value = [0, 1] 39470->39474 39472 gini = 0.444 samples = 3 value = [2, 1] 39471->39472 39473 gini = 0.0 samples = 3 value = [3, 0] 39471->39473 39488 x14_9 <= 0.5 gini = 0.438 samples = 37 value = [12, 25] 39487->39488 39513 gini = 0.375 samples = 4 value = [1, 3] 39487->39513 39489 x13_2 <= 0.5 gini = 0.422 samples = 33 value = [10, 23] 39488->39489 39512 gini = 0.5 samples = 4 value = [2, 2] 39488->39512 39490 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 39489->39490 39509 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39489->39509 39491 x13_4 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 39490->39491 39498 x16_cardio <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 39490->39498 39492 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39491->39492 39497 gini = 0.375 samples = 4 value = [1, 3] 39491->39497 39493 log_spend <= 8.107 gini = 0.48 samples = 5 value = [3, 2] 39492->39493 39496 gini = 0.0 samples = 1 value = [1, 0] 39492->39496 39494 gini = 0.375 samples = 4 value = [3, 1] 39493->39494 39495 gini = 0.0 samples = 1 value = [0, 1] 39493->39495 39499 x14_4 <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 39498->39499 39508 gini = 0.0 samples = 2 value = [0, 2] 39498->39508 39500 x14_12 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 39499->39500 39507 gini = 0.444 samples = 3 value = [1, 2] 39499->39507 39501 x13_3 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 39500->39501 39506 gini = 0.0 samples = 1 value = [0, 1] 39500->39506 39502 gini = 0.0 samples = 7 value = [0, 7] 39501->39502 39503 log_spend <= 4.847 gini = 0.32 samples = 5 value = [1, 4] 39501->39503 39504 gini = 0.0 samples = 2 value = [0, 2] 39503->39504 39505 gini = 0.444 samples = 3 value = [1, 2] 39503->39505 39510 gini = 0.0 samples = 2 value = [2, 0] 39509->39510 39511 gini = 0.444 samples = 3 value = [1, 2] 39509->39511 39515 x14_3 <= 0.5 gini = 0.454 samples = 178 value = [116, 62] 39514->39515 39630 x14_11 <= 0.5 gini = 0.449 samples = 47 value = [31, 16] 39514->39630 39516 x15_cardiology/vascular diseases <= 0.5 gini = 0.468 samples = 153 value = [96, 57] 39515->39516 39617 x13_0 <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 39515->39617 39517 x14_5 <= 0.5 gini = 0.475 samples = 147 value = [90, 57] 39516->39517 39616 gini = 0.0 samples = 6 value = [6, 0] 39516->39616 39518 x16_resp <= 0.5 gini = 0.487 samples = 136 value = [79, 57] 39517->39518 39615 gini = 0.0 samples = 11 value = [11, 0] 39517->39615 39519 x13_4 <= 0.5 gini = 0.488 samples = 135 value = [78, 57] 39518->39519 39614 gini = 0.0 samples = 1 value = [1, 0] 39518->39614 39520 x4_In-kind items and services <= 0.5 gini = 0.476 samples = 100 value = [61, 39] 39519->39520 39587 x14_11 <= 0.5 gini = 0.5 samples = 35 value = [17, 18] 39519->39587 39521 x13_6 <= 0.5 gini = 0.488 samples = 57 value = [24, 33] 39520->39521 39566 x13_6 <= 0.5 gini = 0.24 samples = 43 value = [37, 6] 39520->39566 39522 x16_gastro <= 0.5 gini = 0.492 samples = 55 value = [24, 31] 39521->39522 39565 gini = 0.0 samples = 2 value = [0, 2] 39521->39565 39523 x14_12 <= 0.5 gini = 0.489 samples = 54 value = [23, 31] 39522->39523 39564 gini = 0.0 samples = 1 value = [1, 0] 39522->39564 39524 log_spend <= 4.595 gini = 0.48 samples = 50 value = [20, 30] 39523->39524 39563 gini = 0.375 samples = 4 value = [3, 1] 39523->39563 39525 gini = 0.0 samples = 5 value = [5, 0] 39524->39525 39526 log_spend <= 6.875 gini = 0.444 samples = 45 value = [15, 30] 39524->39526 39527 x14_9 <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 39526->39527 39546 x13_2 <= 0.5 gini = 0.5 samples = 22 value = [11, 11] 39526->39546 39528 x15_cardiovascular <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 39527->39528 39545 gini = 0.0 samples = 4 value = [0, 4] 39527->39545 39529 x13_2 <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 39528->39529 39544 gini = 0.0 samples = 1 value = [0, 1] 39528->39544 39530 x13_0 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 39529->39530 39537 x14_8 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 39529->39537 39531 log_spend <= 4.731 gini = 0.408 samples = 7 value = [2, 5] 39530->39531 39536 gini = 0.5 samples = 2 value = [1, 1] 39530->39536 39532 gini = 0.0 samples = 1 value = [1, 0] 39531->39532 39533 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 39531->39533 39534 gini = 0.0 samples = 2 value = [0, 2] 39533->39534 39535 gini = 0.375 samples = 4 value = [1, 3] 39533->39535 39538 x14_7 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 39537->39538 39543 gini = 0.0 samples = 2 value = [0, 2] 39537->39543 39539 log_spend <= 5.533 gini = 0.278 samples = 6 value = [1, 5] 39538->39539 39542 gini = 0.0 samples = 1 value = [0, 1] 39538->39542 39540 gini = 0.0 samples = 4 value = [0, 4] 39539->39540 39541 gini = 0.5 samples = 2 value = [1, 1] 39539->39541 39547 log_spend <= 8.114 gini = 0.486 samples = 12 value = [5, 7] 39546->39547 39554 x14_7 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 39546->39554 39548 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 39547->39548 39553 gini = 0.0 samples = 6 value = [0, 6] 39547->39553 39549 x14_11 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 39548->39549 39552 gini = 0.0 samples = 1 value = [1, 0] 39548->39552 39550 gini = 0.444 samples = 3 value = [2, 1] 39549->39550 39551 gini = 0.0 samples = 2 value = [2, 0] 39549->39551 39555 x14_2 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 39554->39555 39562 gini = 0.444 samples = 3 value = [1, 2] 39554->39562 39556 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39555->39556 39561 gini = 0.0 samples = 1 value = [1, 0] 39555->39561 39557 log_spend <= 8.083 gini = 0.48 samples = 5 value = [3, 2] 39556->39557 39560 gini = 0.0 samples = 1 value = [1, 0] 39556->39560 39558 gini = 0.444 samples = 3 value = [1, 2] 39557->39558 39559 gini = 0.0 samples = 2 value = [2, 0] 39557->39559 39567 log_spend <= 6.98 gini = 0.193 samples = 37 value = [33, 4] 39566->39567 39582 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39566->39582 39568 x14_9 <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 39567->39568 39581 gini = 0.0 samples = 1 value = [0, 1] 39567->39581 39569 x13_3 <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 39568->39569 39580 gini = 0.0 samples = 4 value = [4, 0] 39568->39580 39570 gini = 0.0 samples = 16 value = [16, 0] 39569->39570 39571 x14_11 <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 39569->39571 39572 x16_cardio <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 39571->39572 39579 gini = 0.0 samples = 3 value = [3, 0] 39571->39579 39573 log_spend <= 5.032 gini = 0.397 samples = 11 value = [8, 3] 39572->39573 39578 gini = 0.0 samples = 2 value = [2, 0] 39572->39578 39574 x14_8 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 39573->39574 39577 gini = 0.444 samples = 3 value = [1, 2] 39573->39577 39575 gini = 0.0 samples = 6 value = [6, 0] 39574->39575 39576 gini = 0.5 samples = 2 value = [1, 1] 39574->39576 39583 log_spend <= 5.69 gini = 0.48 samples = 5 value = [3, 2] 39582->39583 39586 gini = 0.0 samples = 1 value = [1, 0] 39582->39586 39584 gini = 0.0 samples = 2 value = [2, 0] 39583->39584 39585 gini = 0.444 samples = 3 value = [1, 2] 39583->39585 39588 x14_7 <= 0.5 gini = 0.5 samples = 32 value = [16, 16] 39587->39588 39613 gini = 0.444 samples = 3 value = [1, 2] 39587->39613 39589 x14_12 <= 0.5 gini = 0.5 samples = 30 value = [15, 15] 39588->39589 39612 gini = 0.5 samples = 2 value = [1, 1] 39588->39612 39590 x14_10 <= 0.5 gini = 0.499 samples = 23 value = [12, 11] 39589->39590 39607 log_spend <= 4.015 gini = 0.49 samples = 7 value = [3, 4] 39589->39607 39591 x14_4 <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 39590->39591 39600 x16_other <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 39590->39600 39592 x14_8 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 39591->39592 39599 gini = 0.375 samples = 4 value = [1, 3] 39591->39599 39593 x14_2 <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 39592->39593 39598 gini = 0.0 samples = 1 value = [1, 0] 39592->39598 39594 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 39593->39594 39597 gini = 0.375 samples = 4 value = [3, 1] 39593->39597 39595 gini = 0.0 samples = 3 value = [0, 3] 39594->39595 39596 gini = 0.375 samples = 4 value = [3, 1] 39594->39596 39601 gini = 0.0 samples = 1 value = [1, 0] 39600->39601 39602 log_spend <= 4.016 gini = 0.5 samples = 6 value = [3, 3] 39600->39602 39603 gini = 0.0 samples = 1 value = [1, 0] 39602->39603 39604 log_spend <= 5.758 gini = 0.48 samples = 5 value = [2, 3] 39602->39604 39605 gini = 0.0 samples = 2 value = [0, 2] 39604->39605 39606 gini = 0.444 samples = 3 value = [2, 1] 39604->39606 39608 gini = 0.0 samples = 1 value = [1, 0] 39607->39608 39609 log_spend <= 5.637 gini = 0.444 samples = 6 value = [2, 4] 39607->39609 39610 gini = 0.0 samples = 2 value = [0, 2] 39609->39610 39611 gini = 0.5 samples = 4 value = [2, 2] 39609->39611 39618 x13_2 <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 39617->39618 39629 gini = 0.0 samples = 1 value = [1, 0] 39617->39629 39619 x16_cardio <= 0.5 gini = 0.287 samples = 23 value = [19, 4] 39618->39619 39628 gini = 0.0 samples = 1 value = [0, 1] 39618->39628 39620 x13_3 <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 39619->39620 39627 gini = 0.0 samples = 1 value = [0, 1] 39619->39627 39621 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 39620->39621 39624 log_spend <= 4.527 gini = 0.18 samples = 10 value = [9, 1] 39620->39624 39622 gini = 0.0 samples = 8 value = [8, 0] 39621->39622 39623 gini = 0.5 samples = 4 value = [2, 2] 39621->39623 39625 gini = 0.0 samples = 6 value = [6, 0] 39624->39625 39626 gini = 0.375 samples = 4 value = [3, 1] 39624->39626 39631 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 39 value = [26, 13] 39630->39631 39650 log_spend <= 6.831 gini = 0.469 samples = 8 value = [5, 3] 39630->39650 39632 x15_Other <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 39631->39632 39637 x14_6 <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 39631->39637 39633 gini = 0.0 samples = 1 value = [1, 0] 39632->39633 39634 log_spend <= 6.773 gini = 0.1 samples = 19 value = [18, 1] 39632->39634 39635 gini = 0.0 samples = 18 value = [18, 0] 39634->39635 39636 gini = 0.0 samples = 1 value = [0, 1] 39634->39636 39638 x14_8 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 39637->39638 39649 gini = 0.0 samples = 3 value = [0, 3] 39637->39649 39639 x14_4 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 39638->39639 39648 gini = 0.0 samples = 2 value = [0, 2] 39638->39648 39640 x14_3 <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 39639->39640 39647 gini = 0.375 samples = 4 value = [3, 1] 39639->39647 39641 x14_10 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 39640->39641 39646 gini = 0.5 samples = 4 value = [2, 2] 39640->39646 39642 x14_12 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39641->39642 39645 gini = 0.0 samples = 1 value = [0, 1] 39641->39645 39643 gini = 0.444 samples = 3 value = [1, 2] 39642->39643 39644 gini = 0.5 samples = 2 value = [1, 1] 39642->39644 39651 gini = 0.0 samples = 4 value = [4, 0] 39650->39651 39652 gini = 0.375 samples = 4 value = [1, 3] 39650->39652 39654 x15_cardiology/vascular diseases <= 0.5 gini = 0.312 samples = 511 value = [99, 412] 39653->39654 39783 gini = 0.0 samples = 1 value = [1, 0] 39653->39783 39655 x4_Cash or cash equivalent <= 0.5 gini = 0.491 samples = 228 value = [99, 129] 39654->39655 39782 gini = 0.0 samples = 283 value = [0, 283] 39654->39782 39656 x14_5 <= 0.5 gini = 0.314 samples = 82 value = [66, 16] 39655->39656 39689 x1_MN <= 0.5 gini = 0.35 samples = 146 value = [33, 113] 39655->39689 39657 x1_MA <= 0.5 gini = 0.329 samples = 77 value = [61, 16] 39656->39657 39688 gini = 0.0 samples = 5 value = [5, 0] 39656->39688 39658 x1_FL <= 0.5 gini = 0.245 samples = 63 value = [54, 9] 39657->39658 39679 x13_6 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 39657->39679 39659 x1_TX <= 0.5 gini = 0.255 samples = 60 value = [51, 9] 39658->39659 39678 gini = 0.0 samples = 3 value = [3, 0] 39658->39678 39660 x14_3 <= 0.5 gini = 0.27 samples = 56 value = [47, 9] 39659->39660 39677 gini = 0.0 samples = 4 value = [4, 0] 39659->39677 39661 log_spend <= 6.684 gini = 0.3 samples = 49 value = [40, 9] 39660->39661 39676 gini = 0.0 samples = 7 value = [7, 0] 39660->39676 39662 log_spend <= 4.639 gini = 0.091 samples = 42 value = [40, 2] 39661->39662 39675 gini = 0.0 samples = 7 value = [0, 7] 39661->39675 39663 x13_2 <= 0.5 gini = 0.172 samples = 21 value = [19, 2] 39662->39663 39674 gini = 0.0 samples = 21 value = [21, 0] 39662->39674 39664 x1_TN <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 39663->39664 39673 gini = 0.375 samples = 4 value = [3, 1] 39663->39673 39665 x14_6 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 39664->39665 39672 gini = 0.0 samples = 1 value = [1, 0] 39664->39672 39666 x1_IN <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 39665->39666 39671 gini = 0.0 samples = 5 value = [5, 0] 39665->39671 39667 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 39666->39667 39670 gini = 0.0 samples = 1 value = [1, 0] 39666->39670 39668 gini = 0.0 samples = 7 value = [7, 0] 39667->39668 39669 gini = 0.444 samples = 3 value = [2, 1] 39667->39669 39680 x14_6 <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 39679->39680 39687 gini = 0.0 samples = 2 value = [2, 0] 39679->39687 39681 log_spend <= 5.669 gini = 0.469 samples = 8 value = [5, 3] 39680->39681 39686 gini = 0.0 samples = 4 value = [0, 4] 39680->39686 39682 log_spend <= 4.93 gini = 0.48 samples = 5 value = [2, 3] 39681->39682 39685 gini = 0.0 samples = 3 value = [3, 0] 39681->39685 39683 gini = 0.0 samples = 2 value = [2, 0] 39682->39683 39684 gini = 0.0 samples = 3 value = [0, 3] 39682->39684 39690 x1_MA <= 0.5 gini = 0.365 samples = 125 value = [30, 95] 39689->39690 39765 x14_2 <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 39689->39765 39691 x13_6 <= 0.5 gini = 0.408 samples = 91 value = [26, 65] 39690->39691 39748 x14_2 <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 39690->39748 39692 x1_NJ <= 0.5 gini = 0.4 samples = 87 value = [24, 63] 39691->39692 39747 gini = 0.5 samples = 4 value = [2, 2] 39691->39747 39693 x1_TX <= 0.5 gini = 0.41 samples = 80 value = [23, 57] 39692->39693 39744 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 39692->39744 39694 x1_MI <= 0.5 gini = 0.477 samples = 56 value = [22, 34] 39693->39694 39739 x14_2 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 39693->39739 39695 x14_10 <= 0.5 gini = 0.425 samples = 49 value = [15, 34] 39694->39695 39738 gini = 0.0 samples = 7 value = [7, 0] 39694->39738 39696 x13_2 <= 0.5 gini = 0.414 samples = 41 value = [12, 29] 39695->39696 39733 x13_3 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 39695->39733 39697 x14_8 <= 0.5 gini = 0.42 samples = 30 value = [9, 21] 39696->39697 39722 x1_OR <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 39696->39722 39698 x14_11 <= 0.5 gini = 0.417 samples = 27 value = [8, 19] 39697->39698 39721 gini = 0.444 samples = 3 value = [1, 2] 39697->39721 39699 x13_4 <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 39698->39699 39720 gini = 0.5 samples = 4 value = [2, 2] 39698->39720 39700 x1_CA <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 39699->39700 39709 x14_5 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 39699->39709 39701 x1_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39700->39701 39704 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 39700->39704 39702 gini = 0.375 samples = 4 value = [1, 3] 39701->39702 39703 gini = 0.0 samples = 1 value = [1, 0] 39701->39703 39705 gini = 0.0 samples = 3 value = [0, 3] 39704->39705 39706 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39704->39706 39707 gini = 0.375 samples = 4 value = [1, 3] 39706->39707 39708 gini = 0.0 samples = 1 value = [1, 0] 39706->39708 39710 x14_7 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 39709->39710 39719 gini = 0.0 samples = 1 value = [1, 0] 39709->39719 39711 x1_FL <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 39710->39711 39718 gini = 0.0 samples = 2 value = [0, 2] 39710->39718 39712 x1_MD <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 39711->39712 39717 gini = 0.0 samples = 1 value = [0, 1] 39711->39717 39713 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39712->39713 39716 gini = 0.0 samples = 1 value = [0, 1] 39712->39716 39714 gini = 0.0 samples = 3 value = [0, 3] 39713->39714 39715 gini = 0.5 samples = 2 value = [1, 1] 39713->39715 39723 x1_TN <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 39722->39723 39732 gini = 0.0 samples = 1 value = [0, 1] 39722->39732 39724 x1_OH <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 39723->39724 39731 gini = 0.0 samples = 1 value = [1, 0] 39723->39731 39725 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 39724->39725 39730 gini = 0.0 samples = 1 value = [1, 0] 39724->39730 39726 x15_endocrinology <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 39725->39726 39729 gini = 0.0 samples = 1 value = [0, 1] 39725->39729 39727 gini = 0.0 samples = 6 value = [0, 6] 39726->39727 39728 gini = 0.0 samples = 1 value = [1, 0] 39726->39728 39734 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39733->39734 39737 gini = 0.444 samples = 3 value = [1, 2] 39733->39737 39735 gini = 0.444 samples = 3 value = [1, 2] 39734->39735 39736 gini = 0.5 samples = 2 value = [1, 1] 39734->39736 39740 x16_oncol <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 39739->39740 39743 gini = 0.0 samples = 2 value = [0, 2] 39739->39743 39741 gini = 0.0 samples = 21 value = [0, 21] 39740->39741 39742 gini = 0.0 samples = 1 value = [1, 0] 39740->39742 39745 gini = 0.0 samples = 4 value = [0, 4] 39744->39745 39746 gini = 0.444 samples = 3 value = [1, 2] 39744->39746 39749 x14_11 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 39748->39749 39764 gini = 0.375 samples = 4 value = [1, 3] 39748->39764 39750 x15_Other <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 39749->39750 39763 gini = 0.0 samples = 3 value = [0, 3] 39749->39763 39751 gini = 0.0 samples = 2 value = [2, 0] 39750->39751 39752 x14_10 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 39750->39752 39753 x14_6 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 39752->39753 39762 gini = 0.0 samples = 5 value = [0, 5] 39752->39762 39754 x13_1 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 39753->39754 39761 gini = 0.0 samples = 5 value = [0, 5] 39753->39761 39755 x14_4 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 39754->39755 39760 gini = 0.0 samples = 1 value = [0, 1] 39754->39760 39756 log_spend <= 4.692 gini = 0.142 samples = 13 value = [1, 12] 39755->39756 39759 gini = 0.0 samples = 1 value = [0, 1] 39755->39759 39757 gini = 0.0 samples = 1 value = [1, 0] 39756->39757 39758 gini = 0.0 samples = 12 value = [0, 12] 39756->39758 39766 x16_cardio <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 39765->39766 39781 gini = 0.0 samples = 2 value = [0, 2] 39765->39781 39767 x13_2 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 39766->39767 39780 gini = 0.0 samples = 3 value = [0, 3] 39766->39780 39768 x13_4 <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 39767->39768 39779 gini = 0.0 samples = 3 value = [0, 3] 39767->39779 39769 x13_1 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 39768->39769 39778 gini = 0.5 samples = 2 value = [1, 1] 39768->39778 39770 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 39769->39770 39777 gini = 0.444 samples = 3 value = [1, 2] 39769->39777 39771 x13_3 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 39770->39771 39776 gini = 0.0 samples = 2 value = [0, 2] 39770->39776 39772 gini = 0.0 samples = 1 value = [0, 1] 39771->39772 39773 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39771->39773 39774 gini = 0.0 samples = 3 value = [0, 3] 39773->39774 39775 gini = 0.5 samples = 2 value = [1, 1] 39773->39775 39785 x7_OH <= 0.5 gini = 0.425 samples = 134 value = [41, 93] 39784->39785 39882 gini = 0.444 samples = 3 value = [2, 1] 39784->39882 39786 x15_oncology <= 0.5 gini = 0.433 samples = 126 value = [40, 86] 39785->39786 39879 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 39785->39879 39787 x7_SC <= 0.5 gini = 0.437 samples = 124 value = [40, 84] 39786->39787 39878 gini = 0.0 samples = 2 value = [0, 2] 39786->39878 39788 x7_WI <= 0.5 gini = 0.443 samples = 121 value = [40, 81] 39787->39788 39877 gini = 0.0 samples = 3 value = [0, 3] 39787->39877 39789 x14_12 <= 0.5 gini = 0.454 samples = 115 value = [40, 75] 39788->39789 39876 gini = 0.0 samples = 6 value = [0, 6] 39788->39876 39790 x13_0 <= 0.5 gini = 0.468 samples = 102 value = [38, 64] 39789->39790 39869 x13_4 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 39789->39869 39791 x0_Ireland <= 0.5 gini = 0.456 samples = 94 value = [33, 61] 39790->39791 39860 x14_8 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 39790->39860 39792 x4_In-kind items and services <= 0.5 gini = 0.471 samples = 87 value = [33, 54] 39791->39792 39859 gini = 0.0 samples = 7 value = [0, 7] 39791->39859 39793 x0_Great Britain (Uk) <= 0.5 gini = 0.474 samples = 75 value = [29, 46] 39792->39793 39852 x0_Germany <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 39792->39852 39794 x13_1 <= 0.5 gini = 0.5 samples = 55 value = [28, 27] 39793->39794 39841 x7_IL <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 39793->39841 39795 x7_AR <= 0.5 gini = 0.494 samples = 38 value = [21, 17] 39794->39795 39824 x0_Canada <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 39794->39824 39796 x7_UT <= 0.5 gini = 0.497 samples = 37 value = [20, 17] 39795->39796 39823 gini = 0.0 samples = 1 value = [1, 0] 39795->39823 39797 x7_IL <= 0.5 gini = 0.496 samples = 35 value = [19, 16] 39796->39797 39822 gini = 0.5 samples = 2 value = [1, 1] 39796->39822 39798 x7_NY <= 0.5 gini = 0.496 samples = 33 value = [18, 15] 39797->39798 39821 gini = 0.5 samples = 2 value = [1, 1] 39797->39821 39799 x16_resp <= 0.5 gini = 0.5 samples = 30 value = [15, 15] 39798->39799 39820 gini = 0.0 samples = 3 value = [3, 0] 39798->39820 39800 x7_TX <= 0.5 gini = 0.469 samples = 24 value = [15, 9] 39799->39800 39819 gini = 0.0 samples = 6 value = [0, 6] 39799->39819 39801 x14_8 <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 39800->39801 39818 gini = 0.375 samples = 4 value = [3, 1] 39800->39818 39802 x14_3 <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 39801->39802 39817 gini = 0.444 samples = 3 value = [1, 2] 39801->39817 39803 x7_NE <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 39802->39803 39816 gini = 0.444 samples = 3 value = [2, 1] 39802->39816 39804 x13_2 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 39803->39804 39815 gini = 0.0 samples = 1 value = [1, 0] 39803->39815 39805 x7_FL <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 39804->39805 39810 x7_CT <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39804->39810 39806 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39805->39806 39809 gini = 0.0 samples = 2 value = [2, 0] 39805->39809 39807 gini = 0.375 samples = 4 value = [1, 3] 39806->39807 39808 gini = 0.0 samples = 1 value = [1, 0] 39806->39808 39811 x7_IA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39810->39811 39814 gini = 0.0 samples = 1 value = [1, 0] 39810->39814 39812 gini = 0.5 samples = 4 value = [2, 2] 39811->39812 39813 gini = 0.0 samples = 1 value = [1, 0] 39811->39813 39825 x7_PA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 39824->39825 39834 x7_NY <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 39824->39834 39826 x14_3 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 39825->39826 39833 gini = 0.0 samples = 1 value = [0, 1] 39825->39833 39827 x14_9 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 39826->39827 39832 gini = 0.5 samples = 2 value = [1, 1] 39826->39832 39828 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39827->39828 39831 gini = 0.0 samples = 1 value = [1, 0] 39827->39831 39829 gini = 0.0 samples = 4 value = [0, 4] 39828->39829 39830 gini = 0.0 samples = 1 value = [1, 0] 39828->39830 39835 x14_8 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 39834->39835 39840 gini = 0.0 samples = 1 value = [1, 0] 39834->39840 39836 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 39835->39836 39839 gini = 0.5 samples = 2 value = [1, 1] 39835->39839 39837 gini = 0.444 samples = 3 value = [1, 2] 39836->39837 39838 gini = 0.5 samples = 2 value = [1, 1] 39836->39838 39842 x14_10 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 39841->39842 39851 gini = 0.0 samples = 5 value = [0, 5] 39841->39851 39843 x16_other <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 39842->39843 39850 gini = 0.0 samples = 3 value = [0, 3] 39842->39850 39844 x7_MN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 39843->39844 39849 gini = 0.0 samples = 1 value = [0, 1] 39843->39849 39845 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 39844->39845 39848 gini = 0.0 samples = 2 value = [0, 2] 39844->39848 39846 gini = 0.0 samples = 7 value = [0, 7] 39845->39846 39847 gini = 0.5 samples = 2 value = [1, 1] 39845->39847 39853 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39852->39853 39858 gini = 0.0 samples = 6 value = [0, 6] 39852->39858 39854 x14_4 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39853->39854 39857 gini = 0.0 samples = 1 value = [1, 0] 39853->39857 39855 gini = 0.444 samples = 3 value = [2, 1] 39854->39855 39856 gini = 0.5 samples = 2 value = [1, 1] 39854->39856 39861 x0_Germany <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 39860->39861 39868 gini = 0.0 samples = 1 value = [1, 0] 39860->39868 39862 x7_GA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39861->39862 39867 gini = 0.0 samples = 1 value = [0, 1] 39861->39867 39863 x7_MI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39862->39863 39866 gini = 0.0 samples = 1 value = [1, 0] 39862->39866 39864 gini = 0.375 samples = 4 value = [3, 1] 39863->39864 39865 gini = 0.0 samples = 1 value = [0, 1] 39863->39865 39870 x13_6 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 39869->39870 39875 gini = 0.0 samples = 2 value = [0, 2] 39869->39875 39871 x7_MN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 39870->39871 39874 gini = 0.0 samples = 5 value = [0, 5] 39870->39874 39872 gini = 0.375 samples = 4 value = [1, 3] 39871->39872 39873 gini = 0.5 samples = 2 value = [1, 1] 39871->39873 39880 gini = 0.0 samples = 7 value = [0, 7] 39879->39880 39881 gini = 0.0 samples = 1 value = [1, 0] 39879->39881 39884 x14_7 <= 0.5 gini = 0.325 samples = 142 value = [113, 29] 39883->39884 39915 x13_1 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39883->39915 39885 x7_GA <= 0.5 gini = 0.337 samples = 135 value = [106, 29] 39884->39885 39914 gini = 0.0 samples = 7 value = [7, 0] 39884->39914 39886 x14_8 <= 0.5 gini = 0.343 samples = 132 value = [103, 29] 39885->39886 39913 gini = 0.0 samples = 3 value = [3, 0] 39885->39913 39887 x7_TX <= 0.5 gini = 0.349 samples = 129 value = [100, 29] 39886->39887 39912 gini = 0.0 samples = 3 value = [3, 0] 39886->39912 39888 x14_2 <= 0.5 gini = 0.347 samples = 121 value = [94, 27] 39887->39888 39909 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 39887->39909 39889 x7_NJ <= 0.5 gini = 0.366 samples = 112 value = [85, 27] 39888->39889 39908 gini = 0.0 samples = 9 value = [9, 0] 39888->39908 39890 x7_MA <= 0.5 gini = 0.368 samples = 111 value = [84, 27] 39889->39890 39907 gini = 0.0 samples = 1 value = [1, 0] 39889->39907 39891 x14_3 <= 0.5 gini = 0.37 samples = 110 value = [83, 27] 39890->39891 39906 gini = 0.0 samples = 1 value = [1, 0] 39890->39906 39892 x7_NC <= 0.5 gini = 0.407 samples = 95 value = [68, 27] 39891->39892 39905 gini = 0.0 samples = 15 value = [15, 0] 39891->39905 39893 x14_10 <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 39892->39893 39898 x13_4 <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 39892->39898 39894 gini = 0.0 samples = 54 value = [54, 0] 39893->39894 39895 x4_Cash or cash equivalent <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 39893->39895 39896 gini = 0.0 samples = 8 value = [8, 0] 39895->39896 39897 gini = 0.444 samples = 3 value = [2, 1] 39895->39897 39899 x14_4 <= 0.5 gini = 0.185 samples = 29 value = [3, 26] 39898->39899 39904 gini = 0.0 samples = 1 value = [1, 0] 39898->39904 39900 x13_6 <= 0.5 gini = 0.133 samples = 28 value = [2, 26] 39899->39900 39903 gini = 0.0 samples = 1 value = [1, 0] 39899->39903 39901 gini = 0.0 samples = 2 value = [2, 0] 39900->39901 39902 gini = 0.0 samples = 26 value = [0, 26] 39900->39902 39910 gini = 0.444 samples = 3 value = [1, 2] 39909->39910 39911 gini = 0.0 samples = 5 value = [5, 0] 39909->39911 39916 gini = 0.0 samples = 2 value = [2, 0] 39915->39916 39917 gini = 0.444 samples = 3 value = [1, 2] 39915->39917 39919 x14_12 <= 0.5 gini = 0.499 samples = 1537 value = [743, 794] 39918->39919 40644 x13_3 <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 39918->40644 39920 x7_ME <= 0.5 gini = 0.498 samples = 1444 value = [678, 766] 39919->39920 40603 x7_ME <= 0.5 gini = 0.421 samples = 93 value = [65, 28] 39919->40603 39921 x15_Other <= 0.5 gini = 0.498 samples = 1442 value = [678, 764] 39920->39921 40602 gini = 0.0 samples = 2 value = [0, 2] 39920->40602 39922 x13_6 <= 0.5 gini = 0.5 samples = 974 value = [483, 491] 39921->39922 40327 x7_VA <= 0.5 gini = 0.486 samples = 468 value = [195, 273] 39921->40327 39923 x7_NH <= 0.5 gini = 0.5 samples = 967 value = [476, 491] 39922->39923 40326 gini = 0.0 samples = 7 value = [7, 0] 39922->40326 39924 x14_11 <= 0.5 gini = 0.5 samples = 964 value = [476, 488] 39923->39924 40325 gini = 0.0 samples = 3 value = [0, 3] 39923->40325 39925 x7_CO <= 0.5 gini = 0.5 samples = 859 value = [439, 420] 39924->39925 40254 x7_NV <= 0.5 gini = 0.456 samples = 105 value = [37, 68] 39924->40254 39926 x14_7 <= 0.5 gini = 0.5 samples = 853 value = [435, 418] 39925->39926 40249 x13_4 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 39925->40249 39927 x14_5 <= 0.5 gini = 0.5 samples = 782 value = [386, 396] 39926->39927 40212 x4_In-kind items and services <= 0.5 gini = 0.428 samples = 71 value = [49, 22] 39926->40212 39928 x4_Cash or cash equivalent <= 0.5 gini = 0.498 samples = 715 value = [336, 379] 39927->39928 40179 log_spend <= 6.253 gini = 0.379 samples = 67 value = [50, 17] 39927->40179 39929 x13_2 <= 0.5 gini = 0.016 samples = 253 value = [251, 2] 39928->39929 39948 x13_1 <= 0.5 gini = 0.3 samples = 462 value = [85, 377] 39928->39948 39930 x7_MD <= 0.5 gini = 0.009 samples = 210 value = [209, 1] 39929->39930 39945 x7_AL <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 39929->39945 39931 x14_10 <= 0.5 gini = 0.01 samples = 207 value = [206, 1] 39930->39931 39944 gini = 0.0 samples = 3 value = [3, 0] 39930->39944 39932 x14_6 <= 0.5 gini = 0.012 samples = 164 value = [163, 1] 39931->39932 39943 gini = 0.0 samples = 43 value = [43, 0] 39931->39943 39933 x7_KY <= 0.5 gini = 0.014 samples = 137 value = [136, 1] 39932->39933 39942 gini = 0.0 samples = 27 value = [27, 0] 39932->39942 39934 x7_NV <= 0.5 gini = 0.015 samples = 136 value = [135, 1] 39933->39934 39941 gini = 0.0 samples = 1 value = [1, 0] 39933->39941 39935 x14_4 <= 0.5 gini = 0.015 samples = 134 value = [133, 1] 39934->39935 39940 gini = 0.0 samples = 2 value = [2, 0] 39934->39940 39936 gini = 0.0 samples = 107 value = [107, 0] 39935->39936 39937 log_spend <= 7.412 gini = 0.071 samples = 27 value = [26, 1] 39935->39937 39938 gini = 0.0 samples = 26 value = [26, 0] 39937->39938 39939 gini = 0.0 samples = 1 value = [0, 1] 39937->39939 39946 gini = 0.0 samples = 42 value = [42, 0] 39945->39946 39947 gini = 0.0 samples = 1 value = [0, 1] 39945->39947 39949 x14_8 <= 0.5 gini = 0.289 samples = 457 value = [80, 377] 39948->39949 40178 gini = 0.0 samples = 5 value = [5, 0] 39948->40178 39950 x7_VT <= 0.5 gini = 0.28 samples = 404 value = [68, 336] 39949->39950 40135 x7_SC <= 0.5 gini = 0.35 samples = 53 value = [12, 41] 39949->40135 39951 x14_9 <= 0.5 gini = 0.281 samples = 402 value = [68, 334] 39950->39951 40134 gini = 0.0 samples = 2 value = [0, 2] 39950->40134 39952 x7_FL <= 0.5 gini = 0.251 samples = 381 value = [56, 325] 39951->39952 40113 x7_PA <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 39951->40113 39953 x7_UT <= 0.5 gini = 0.237 samples = 349 value = [48, 301] 39952->39953 40104 x14_6 <= 0.5 gini = 0.375 samples = 32 value = [8, 24] 39952->40104 39954 x7_MS <= 0.5 gini = 0.242 samples = 341 value = [48, 293] 39953->39954 40103 gini = 0.0 samples = 8 value = [0, 8] 39953->40103 39955 x7_MD <= 0.5 gini = 0.246 samples = 335 value = [48, 287] 39954->39955 40102 gini = 0.0 samples = 6 value = [0, 6] 39954->40102 39956 x7_NY <= 0.5 gini = 0.244 samples = 330 value = [47, 283] 39955->39956 40099 x13_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39955->40099 39957 x7_OR <= 0.5 gini = 0.252 samples = 318 value = [47, 271] 39956->39957 40098 gini = 0.0 samples = 12 value = [0, 12] 39956->40098 39958 x7_IL <= 0.5 gini = 0.25 samples = 314 value = [46, 268] 39957->39958 40097 gini = 0.375 samples = 4 value = [1, 3] 39957->40097 39959 x7_NC <= 0.5 gini = 0.241 samples = 299 value = [42, 257] 39958->39959 40090 x13_3 <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 39958->40090 39960 x7_WI <= 0.5 gini = 0.241 samples = 285 value = [40, 245] 39959->39960 40087 x13_3 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 39959->40087 39961 x7_TX <= 0.5 gini = 0.242 samples = 277 value = [39, 238] 39960->39961 40082 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 39960->40082 39962 x7_OK <= 0.5 gini = 0.232 samples = 254 value = [34, 220] 39961->39962 40073 x14_3 <= 0.5 gini = 0.34 samples = 23 value = [5, 18] 39961->40073 39963 x7_AR <= 0.5 gini = 0.237 samples = 247 value = [34, 213] 39962->39963 40072 gini = 0.0 samples = 7 value = [0, 7] 39962->40072 39964 x7_AL <= 0.5 gini = 0.241 samples = 243 value = [34, 209] 39963->39964 40071 gini = 0.0 samples = 4 value = [0, 4] 39963->40071 39965 x7_MN <= 0.5 gini = 0.247 samples = 235 value = [34, 201] 39964->39965 40070 gini = 0.0 samples = 8 value = [0, 8] 39964->40070 39966 x7_MO <= 0.5 gini = 0.256 samples = 226 value = [34, 192] 39965->39966 40069 gini = 0.0 samples = 9 value = [0, 9] 39965->40069 39967 x7_PA <= 0.5 gini = 0.254 samples = 221 value = [33, 188] 39966->39967 40066 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 39966->40066 39968 x14_3 <= 0.5 gini = 0.261 samples = 207 value = [32, 175] 39967->39968 40061 x14_4 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 39967->40061 39969 x7_LA <= 0.5 gini = 0.184 samples = 185 value = [19, 166] 39968->39969 40040 x7_VA <= 0.5 gini = 0.483 samples = 22 value = [13, 9] 39968->40040 39970 x13_3 <= 0.5 gini = 0.188 samples = 181 value = [19, 162] 39969->39970 40039 gini = 0.0 samples = 4 value = [0, 4] 39969->40039 39971 x7_MT <= 0.5 gini = 0.087 samples = 132 value = [6, 126] 39970->39971 40004 x7_OH <= 0.5 gini = 0.39 samples = 49 value = [13, 36] 39970->40004 39972 x7_IA <= 0.5 gini = 0.087 samples = 131 value = [6, 125] 39971->39972 40003 gini = 0.0 samples = 1 value = [0, 1] 39971->40003 39973 x7_MA <= 0.5 gini = 0.09 samples = 127 value = [6, 121] 39972->39973 40002 gini = 0.0 samples = 4 value = [0, 4] 39972->40002 39974 x7_AZ <= 0.5 gini = 0.099 samples = 115 value = [6, 109] 39973->39974 40001 gini = 0.0 samples = 12 value = [0, 12] 39973->40001 39975 log_spend <= 6.533 gini = 0.108 samples = 105 value = [6, 99] 39974->39975 40000 gini = 0.0 samples = 10 value = [0, 10] 39974->40000 39976 x7_TN <= 0.5 gini = 0.298 samples = 33 value = [6, 27] 39975->39976 39999 gini = 0.0 samples = 72 value = [0, 72] 39975->39999 39977 x7_OH <= 0.5 gini = 0.328 samples = 29 value = [6, 23] 39976->39977 39998 gini = 0.0 samples = 4 value = [0, 4] 39976->39998 39978 x7_CA <= 0.5 gini = 0.278 samples = 24 value = [4, 20] 39977->39978 39995 log_spend <= 5.214 gini = 0.48 samples = 5 value = [2, 3] 39977->39995 39979 x7_IN <= 0.5 gini = 0.287 samples = 23 value = [4, 19] 39978->39979 39994 gini = 0.0 samples = 1 value = [0, 1] 39978->39994 39980 x13_2 <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 39979->39980 39993 gini = 0.0 samples = 1 value = [0, 1] 39979->39993 39981 x7_KY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 39980->39981 39986 x7_GA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 39980->39986 39982 x7_KS <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 39981->39982 39985 gini = 0.0 samples = 1 value = [0, 1] 39981->39985 39983 gini = 0.375 samples = 4 value = [3, 1] 39982->39983 39984 gini = 0.0 samples = 1 value = [0, 1] 39982->39984 39987 x7_MI <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 39986->39987 39992 gini = 0.0 samples = 2 value = [0, 2] 39986->39992 39988 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 39987->39988 39991 gini = 0.0 samples = 5 value = [0, 5] 39987->39991 39989 gini = 0.375 samples = 4 value = [1, 3] 39988->39989 39990 gini = 0.0 samples = 5 value = [0, 5] 39988->39990 39996 gini = 0.0 samples = 1 value = [1, 0] 39995->39996 39997 gini = 0.375 samples = 4 value = [1, 3] 39995->39997 40005 x7_MA <= 0.5 gini = 0.414 samples = 41 value = [12, 29] 40004->40005 40036 log_spend <= 6.057 gini = 0.219 samples = 8 value = [1, 7] 40004->40036 40006 log_spend <= 5.695 gini = 0.418 samples = 37 value = [11, 26] 40005->40006 40035 gini = 0.375 samples = 4 value = [1, 3] 40005->40035 40007 gini = 0.0 samples = 6 value = [0, 6] 40006->40007 40008 x7_CA <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 40006->40008 40009 x7_IN <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 40008->40009 40030 x14_10 <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 40008->40030 40010 x7_CT <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 40009->40010 40029 gini = 0.0 samples = 1 value = [0, 1] 40009->40029 40011 x14_4 <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 40010->40011 40028 gini = 0.0 samples = 1 value = [0, 1] 40010->40028 40012 x7_IA <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 40011->40012 40027 gini = 0.0 samples = 3 value = [0, 3] 40011->40027 40013 x7_SC <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 40012->40013 40026 gini = 0.0 samples = 1 value = [0, 1] 40012->40026 40014 x14_2 <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 40013->40014 40025 gini = 0.0 samples = 1 value = [1, 0] 40013->40025 40015 x7_GA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 40014->40015 40022 log_spend <= 7.205 gini = 0.408 samples = 7 value = [2, 5] 40014->40022 40016 x14_10 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 40015->40016 40021 gini = 0.0 samples = 1 value = [0, 1] 40015->40021 40017 gini = 0.444 samples = 3 value = [1, 2] 40016->40017 40018 x7_NJ <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40016->40018 40019 gini = 0.444 samples = 3 value = [2, 1] 40018->40019 40020 gini = 0.0 samples = 2 value = [0, 2] 40018->40020 40023 gini = 0.444 samples = 3 value = [2, 1] 40022->40023 40024 gini = 0.0 samples = 4 value = [0, 4] 40022->40024 40031 x14_4 <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 40030->40031 40034 gini = 0.0 samples = 1 value = [0, 1] 40030->40034 40032 gini = 0.444 samples = 3 value = [2, 1] 40031->40032 40033 gini = 0.375 samples = 4 value = [3, 1] 40031->40033 40037 gini = 0.375 samples = 4 value = [1, 3] 40036->40037 40038 gini = 0.0 samples = 4 value = [0, 4] 40036->40038 40041 x7_NJ <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 40040->40041 40060 gini = 0.0 samples = 1 value = [1, 0] 40040->40060 40042 x7_CA <= 0.5 gini = 0.495 samples = 20 value = [11, 9] 40041->40042 40059 gini = 0.0 samples = 1 value = [1, 0] 40041->40059 40043 x7_KY <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 40042->40043 40054 log_spend <= 5.745 gini = 0.408 samples = 7 value = [2, 5] 40042->40054 40044 x13_0 <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 40043->40044 40053 gini = 0.444 samples = 3 value = [2, 1] 40043->40053 40045 x13_3 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 40044->40045 40052 gini = 0.0 samples = 1 value = [1, 0] 40044->40052 40046 gini = 0.0 samples = 2 value = [2, 0] 40045->40046 40047 x7_MI <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 40045->40047 40048 x7_LA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40047->40048 40051 gini = 0.5 samples = 2 value = [1, 1] 40047->40051 40049 gini = 0.375 samples = 4 value = [3, 1] 40048->40049 40050 gini = 0.0 samples = 1 value = [0, 1] 40048->40050 40055 gini = 0.5 samples = 2 value = [1, 1] 40054->40055 40056 log_spend <= 7.073 gini = 0.32 samples = 5 value = [1, 4] 40054->40056 40057 gini = 0.0 samples = 3 value = [0, 3] 40056->40057 40058 gini = 0.5 samples = 2 value = [1, 1] 40056->40058 40062 x14_10 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40061->40062 40065 gini = 0.0 samples = 6 value = [0, 6] 40061->40065 40063 gini = 0.444 samples = 3 value = [1, 2] 40062->40063 40064 gini = 0.0 samples = 5 value = [0, 5] 40062->40064 40067 gini = 0.5 samples = 2 value = [1, 1] 40066->40067 40068 gini = 0.0 samples = 3 value = [0, 3] 40066->40068 40074 x13_4 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 40073->40074 40081 gini = 0.444 samples = 3 value = [2, 1] 40073->40081 40075 x14_6 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 40074->40075 40078 x14_6 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40074->40078 40076 gini = 0.0 samples = 12 value = [0, 12] 40075->40076 40077 gini = 0.0 samples = 2 value = [2, 0] 40075->40077 40079 gini = 0.0 samples = 5 value = [0, 5] 40078->40079 40080 gini = 0.0 samples = 1 value = [1, 0] 40078->40080 40083 log_spend <= 7.404 gini = 0.245 samples = 7 value = [1, 6] 40082->40083 40086 gini = 0.0 samples = 1 value = [0, 1] 40082->40086 40084 gini = 0.0 samples = 3 value = [0, 3] 40083->40084 40085 gini = 0.375 samples = 4 value = [1, 3] 40083->40085 40088 gini = 0.0 samples = 11 value = [0, 11] 40087->40088 40089 gini = 0.444 samples = 3 value = [2, 1] 40087->40089 40091 x14_2 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 40090->40091 40094 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40090->40094 40092 gini = 0.0 samples = 8 value = [0, 8] 40091->40092 40093 gini = 0.5 samples = 2 value = [1, 1] 40091->40093 40095 gini = 0.0 samples = 3 value = [3, 0] 40094->40095 40096 gini = 0.0 samples = 2 value = [0, 2] 40094->40096 40100 gini = 0.0 samples = 3 value = [0, 3] 40099->40100 40101 gini = 0.5 samples = 2 value = [1, 1] 40099->40101 40105 log_spend <= 6.11 gini = 0.366 samples = 29 value = [7, 22] 40104->40105 40112 gini = 0.444 samples = 3 value = [1, 2] 40104->40112 40106 x13_0 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 40105->40106 40111 gini = 0.0 samples = 18 value = [0, 18] 40105->40111 40107 x13_2 <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 40106->40107 40110 gini = 0.0 samples = 1 value = [1, 0] 40106->40110 40108 gini = 0.0 samples = 6 value = [6, 0] 40107->40108 40109 gini = 0.0 samples = 4 value = [0, 4] 40107->40109 40114 x7_AR <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 40113->40114 40133 gini = 0.0 samples = 1 value = [0, 1] 40113->40133 40115 x7_IL <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 40114->40115 40132 gini = 0.0 samples = 1 value = [1, 0] 40114->40132 40116 log_spend <= 4.549 gini = 0.498 samples = 17 value = [9, 8] 40115->40116 40131 gini = 0.0 samples = 2 value = [2, 0] 40115->40131 40117 gini = 0.0 samples = 2 value = [0, 2] 40116->40117 40118 x7_CT <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 40116->40118 40119 x7_OR <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 40118->40119 40130 gini = 0.0 samples = 1 value = [0, 1] 40118->40130 40120 x7_MI <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 40119->40120 40129 gini = 0.0 samples = 2 value = [0, 2] 40119->40129 40121 x7_KY <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 40120->40121 40128 gini = 0.0 samples = 1 value = [1, 0] 40120->40128 40122 log_spend <= 5.501 gini = 0.32 samples = 10 value = [8, 2] 40121->40122 40127 gini = 0.0 samples = 1 value = [0, 1] 40121->40127 40123 gini = 0.0 samples = 4 value = [4, 0] 40122->40123 40124 x7_TX <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 40122->40124 40125 gini = 0.0 samples = 4 value = [4, 0] 40124->40125 40126 gini = 0.0 samples = 2 value = [0, 2] 40124->40126 40136 x7_OR <= 0.5 gini = 0.338 samples = 51 value = [11, 40] 40135->40136 40177 gini = 0.5 samples = 2 value = [1, 1] 40135->40177 40137 x13_4 <= 0.5 gini = 0.343 samples = 50 value = [11, 39] 40136->40137 40176 gini = 0.0 samples = 1 value = [0, 1] 40136->40176 40138 x7_IL <= 0.5 gini = 0.363 samples = 42 value = [10, 32] 40137->40138 40167 x7_KS <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40137->40167 40139 x7_MO <= 0.5 gini = 0.375 samples = 40 value = [10, 30] 40138->40139 40166 gini = 0.0 samples = 2 value = [0, 2] 40138->40166 40140 x7_KY <= 0.5 gini = 0.381 samples = 39 value = [10, 29] 40139->40140 40165 gini = 0.0 samples = 1 value = [0, 1] 40139->40165 40141 x13_3 <= 0.5 gini = 0.388 samples = 38 value = [10, 28] 40140->40141 40164 gini = 0.0 samples = 1 value = [0, 1] 40140->40164 40142 gini = 0.0 samples = 16 value = [0, 16] 40141->40142 40143 x7_OH <= 0.5 gini = 0.496 samples = 22 value = [10, 12] 40141->40143 40144 x7_NC <= 0.5 gini = 0.495 samples = 20 value = [9, 11] 40143->40144 40163 gini = 0.5 samples = 2 value = [1, 1] 40143->40163 40145 x7_TX <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 40144->40145 40162 gini = 0.0 samples = 1 value = [0, 1] 40144->40162 40146 x7_CA <= 0.5 gini = 0.494 samples = 18 value = [8, 10] 40145->40146 40161 gini = 0.0 samples = 1 value = [1, 0] 40145->40161 40147 x7_GA <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 40146->40147 40158 log_spend <= 6.851 gini = 0.278 samples = 6 value = [5, 1] 40146->40158 40148 log_spend <= 6.05 gini = 0.397 samples = 11 value = [3, 8] 40147->40148 40157 gini = 0.0 samples = 1 value = [0, 1] 40147->40157 40149 gini = 0.444 samples = 3 value = [2, 1] 40148->40149 40150 x7_PA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40148->40150 40151 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40150->40151 40156 gini = 0.0 samples = 1 value = [0, 1] 40150->40156 40152 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40151->40152 40155 gini = 0.0 samples = 2 value = [0, 2] 40151->40155 40153 gini = 0.375 samples = 4 value = [1, 3] 40152->40153 40154 gini = 0.0 samples = 1 value = [0, 1] 40152->40154 40159 gini = 0.0 samples = 3 value = [3, 0] 40158->40159 40160 gini = 0.444 samples = 3 value = [2, 1] 40158->40160 40168 x7_OH <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40167->40168 40175 gini = 0.0 samples = 1 value = [0, 1] 40167->40175 40169 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40168->40169 40174 gini = 0.0 samples = 1 value = [0, 1] 40168->40174 40170 x7_IL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40169->40170 40173 gini = 0.0 samples = 1 value = [0, 1] 40169->40173 40171 gini = 0.0 samples = 4 value = [0, 4] 40170->40171 40172 gini = 0.0 samples = 1 value = [1, 0] 40170->40172 40180 x7_GA <= 0.5 gini = 0.177 samples = 51 value = [46, 5] 40179->40180 40193 x13_3 <= 0.5 gini = 0.375 samples = 16 value = [4, 12] 40179->40193 40181 x7_MI <= 0.5 gini = 0.19 samples = 47 value = [42, 5] 40180->40181 40192 gini = 0.0 samples = 4 value = [4, 0] 40180->40192 40182 x4_In-kind items and services <= 0.5 gini = 0.165 samples = 44 value = [40, 4] 40181->40182 40191 gini = 0.444 samples = 3 value = [2, 1] 40181->40191 40183 x7_IL <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 40182->40183 40190 gini = 0.0 samples = 31 value = [31, 0] 40182->40190 40184 x13_3 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 40183->40184 40189 gini = 0.0 samples = 1 value = [1, 0] 40183->40189 40185 x7_IN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 40184->40185 40188 gini = 0.0 samples = 3 value = [0, 3] 40184->40188 40186 gini = 0.0 samples = 7 value = [7, 0] 40185->40186 40187 gini = 0.5 samples = 2 value = [1, 1] 40185->40187 40194 gini = 0.0 samples = 1 value = [0, 1] 40193->40194 40195 x7_IL <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 40193->40195 40196 x7_KY <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 40195->40196 40211 gini = 0.0 samples = 1 value = [1, 0] 40195->40211 40197 x7_WI <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 40196->40197 40210 gini = 0.0 samples = 1 value = [0, 1] 40196->40210 40198 x7_NV <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 40197->40198 40209 gini = 0.0 samples = 1 value = [0, 1] 40197->40209 40199 x7_NY <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 40198->40199 40208 gini = 0.0 samples = 1 value = [0, 1] 40198->40208 40200 x7_NJ <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 40199->40200 40207 gini = 0.0 samples = 1 value = [0, 1] 40199->40207 40201 x7_FL <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 40200->40201 40206 gini = 0.0 samples = 1 value = [1, 0] 40200->40206 40202 x7_MN <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40201->40202 40205 gini = 0.0 samples = 1 value = [1, 0] 40201->40205 40203 gini = 0.0 samples = 7 value = [0, 7] 40202->40203 40204 gini = 0.0 samples = 1 value = [1, 0] 40202->40204 40213 x13_3 <= 0.5 gini = 0.467 samples = 35 value = [13, 22] 40212->40213 40248 gini = 0.0 samples = 36 value = [36, 0] 40212->40248 40214 x7_OH <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 40213->40214 40233 x7_OH <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 40213->40233 40215 x7_PA <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 40214->40215 40232 gini = 0.5 samples = 2 value = [1, 1] 40214->40232 40216 x7_WI <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 40215->40216 40231 gini = 0.0 samples = 1 value = [0, 1] 40215->40231 40217 x7_MA <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 40216->40217 40230 gini = 0.0 samples = 2 value = [0, 2] 40216->40230 40218 x7_CT <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 40217->40218 40229 gini = 0.0 samples = 1 value = [0, 1] 40217->40229 40219 x7_NY <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 40218->40219 40228 gini = 0.0 samples = 1 value = [0, 1] 40218->40228 40220 x7_KY <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 40219->40220 40227 gini = 0.0 samples = 2 value = [0, 2] 40219->40227 40221 x7_MD <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 40220->40221 40226 gini = 0.0 samples = 1 value = [0, 1] 40220->40226 40222 x13_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 40221->40222 40225 gini = 0.0 samples = 1 value = [0, 1] 40221->40225 40223 gini = 0.0 samples = 6 value = [0, 6] 40222->40223 40224 gini = 0.375 samples = 4 value = [1, 3] 40222->40224 40234 x7_CA <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 40233->40234 40247 gini = 0.0 samples = 1 value = [1, 0] 40233->40247 40235 x7_NJ <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 40234->40235 40246 gini = 0.0 samples = 3 value = [3, 0] 40234->40246 40236 x7_MS <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 40235->40236 40245 gini = 0.0 samples = 1 value = [1, 0] 40235->40245 40237 x7_NY <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 40236->40237 40244 gini = 0.0 samples = 1 value = [0, 1] 40236->40244 40238 x7_FL <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 40237->40238 40243 gini = 0.0 samples = 1 value = [1, 0] 40237->40243 40239 x7_AR <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40238->40239 40242 gini = 0.0 samples = 2 value = [2, 0] 40238->40242 40240 gini = 0.5 samples = 4 value = [2, 2] 40239->40240 40241 gini = 0.0 samples = 1 value = [1, 0] 40239->40241 40250 log_spend <= 5.218 gini = 0.48 samples = 5 value = [3, 2] 40249->40250 40253 gini = 0.0 samples = 1 value = [1, 0] 40249->40253 40251 gini = 0.0 samples = 3 value = [3, 0] 40250->40251 40252 gini = 0.0 samples = 2 value = [0, 2] 40250->40252 40255 x7_TN <= 0.5 gini = 0.458 samples = 104 value = [37, 67] 40254->40255 40324 gini = 0.0 samples = 1 value = [0, 1] 40254->40324 40256 log_spend <= 5.277 gini = 0.461 samples = 100 value = [36, 64] 40255->40256 40323 gini = 0.375 samples = 4 value = [1, 3] 40255->40323 40257 x13_2 <= 0.5 gini = 0.367 samples = 33 value = [25, 8] 40256->40257 40276 log_spend <= 7.531 gini = 0.274 samples = 67 value = [11, 56] 40256->40276 40258 x7_AR <= 0.5 gini = 0.302 samples = 27 value = [22, 5] 40257->40258 40271 x7_SC <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 40257->40271 40259 x13_4 <= 0.5 gini = 0.26 samples = 26 value = [22, 4] 40258->40259 40270 gini = 0.0 samples = 1 value = [0, 1] 40258->40270 40260 x7_KY <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 40259->40260 40267 log_spend <= 3.915 gini = 0.32 samples = 5 value = [4, 1] 40259->40267 40261 x7_CA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 40260->40261 40266 gini = 0.0 samples = 1 value = [1, 0] 40260->40266 40262 x4_In-kind items and services <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 40261->40262 40265 gini = 0.375 samples = 4 value = [3, 1] 40261->40265 40263 gini = 0.444 samples = 3 value = [1, 2] 40262->40263 40264 gini = 0.0 samples = 13 value = [13, 0] 40262->40264 40268 gini = 0.5 samples = 2 value = [1, 1] 40267->40268 40269 gini = 0.0 samples = 3 value = [3, 0] 40267->40269 40272 x7_AR <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40271->40272 40275 gini = 0.0 samples = 1 value = [0, 1] 40271->40275 40273 gini = 0.375 samples = 4 value = [3, 1] 40272->40273 40274 gini = 0.0 samples = 1 value = [0, 1] 40272->40274 40277 x7_FL <= 0.5 gini = 0.394 samples = 37 value = [10, 27] 40276->40277 40310 x13_1 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 40276->40310 40278 x7_LA <= 0.5 gini = 0.389 samples = 34 value = [9, 25] 40277->40278 40309 gini = 0.444 samples = 3 value = [1, 2] 40277->40309 40279 x7_KY <= 0.5 gini = 0.404 samples = 32 value = [9, 23] 40278->40279 40308 gini = 0.0 samples = 2 value = [0, 2] 40278->40308 40280 x4_Cash or cash equivalent <= 0.5 gini = 0.391 samples = 30 value = [8, 22] 40279->40280 40307 gini = 0.5 samples = 2 value = [1, 1] 40279->40307 40281 gini = 0.0 samples = 1 value = [1, 0] 40280->40281 40282 x7_RI <= 0.5 gini = 0.366 samples = 29 value = [7, 22] 40280->40282 40283 x7_PA <= 0.5 gini = 0.375 samples = 28 value = [7, 21] 40282->40283 40306 gini = 0.0 samples = 1 value = [0, 1] 40282->40306 40284 x7_NJ <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 40283->40284 40305 gini = 0.5 samples = 2 value = [1, 1] 40283->40305 40285 log_spend <= 7.178 gini = 0.351 samples = 22 value = [5, 17] 40284->40285 40304 gini = 0.375 samples = 4 value = [1, 3] 40284->40304 40286 x7_IL <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 40285->40286 40295 x7_OH <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 40285->40295 40287 x7_CO <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 40286->40287 40294 gini = 0.5 samples = 2 value = [1, 1] 40286->40294 40288 log_spend <= 6.153 gini = 0.165 samples = 11 value = [1, 10] 40287->40288 40293 gini = 0.0 samples = 1 value = [0, 1] 40287->40293 40289 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40288->40289 40292 gini = 0.0 samples = 6 value = [0, 6] 40288->40292 40290 gini = 0.0 samples = 3 value = [0, 3] 40289->40290 40291 gini = 0.5 samples = 2 value = [1, 1] 40289->40291 40296 x7_IL <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 40295->40296 40303 gini = 0.0 samples = 1 value = [0, 1] 40295->40303 40297 x7_CA <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40296->40297 40302 gini = 0.0 samples = 1 value = [1, 0] 40296->40302 40298 x7_MO <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40297->40298 40301 gini = 0.0 samples = 1 value = [1, 0] 40297->40301 40299 gini = 0.375 samples = 4 value = [1, 3] 40298->40299 40300 gini = 0.0 samples = 1 value = [0, 1] 40298->40300 40311 x7_CA <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 40310->40311 40322 gini = 0.0 samples = 1 value = [0, 1] 40310->40322 40312 x7_MA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 40311->40312 40321 gini = 0.0 samples = 7 value = [0, 7] 40311->40321 40313 x7_AL <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 40312->40313 40320 gini = 0.0 samples = 2 value = [0, 2] 40312->40320 40314 x13_4 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 40313->40314 40319 gini = 0.0 samples = 1 value = [0, 1] 40313->40319 40315 x7_OH <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 40314->40315 40318 gini = 0.0 samples = 1 value = [0, 1] 40314->40318 40316 gini = 0.0 samples = 17 value = [0, 17] 40315->40316 40317 gini = 0.0 samples = 1 value = [1, 0] 40315->40317 40328 x7_WV <= 0.5 gini = 0.486 samples = 452 value = [188, 264] 40327->40328 40591 x14_8 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 40327->40591 40329 x7_GA <= 0.5 gini = 0.486 samples = 451 value = [188, 263] 40328->40329 40590 gini = 0.0 samples = 1 value = [0, 1] 40328->40590 40330 x7_NH <= 0.5 gini = 0.489 samples = 436 value = [186, 250] 40329->40330 40587 log_spend <= 4.794 gini = 0.231 samples = 15 value = [2, 13] 40329->40587 40331 x7_MN <= 0.5 gini = 0.488 samples = 434 value = [184, 250] 40330->40331 40586 gini = 0.0 samples = 2 value = [2, 0] 40330->40586 40332 x14_5 <= 0.5 gini = 0.487 samples = 427 value = [179, 248] 40331->40332 40583 log_spend <= 5.473 gini = 0.408 samples = 7 value = [5, 2] 40331->40583 40333 x14_7 <= 0.5 gini = 0.489 samples = 396 value = [168, 228] 40332->40333 40574 x13_4 <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 40332->40574 40334 x7_NC <= 0.5 gini = 0.492 samples = 341 value = [149, 192] 40333->40334 40563 x7_MS <= 0.5 gini = 0.452 samples = 55 value = [19, 36] 40333->40563 40335 x7_NJ <= 0.5 gini = 0.494 samples = 321 value = [143, 178] 40334->40335 40548 x13_3 <= 0.5 gini = 0.42 samples = 20 value = [6, 14] 40334->40548 40336 x7_OH <= 0.5 gini = 0.495 samples = 308 value = [139, 169] 40335->40336 40541 x13_3 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 40335->40541 40337 x7_FL <= 0.5 gini = 0.496 samples = 287 value = [131, 156] 40336->40337 40534 x13_0 <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 40336->40534 40338 x13_2 <= 0.5 gini = 0.496 samples = 268 value = [122, 146] 40337->40338 40527 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 19 value = [9, 10] 40337->40527 40339 x7_CA <= 0.5 gini = 0.491 samples = 203 value = [88, 115] 40338->40339 40496 x16_other <= 0.5 gini = 0.499 samples = 65 value = [34, 31] 40338->40496 40340 x7_WY <= 0.5 gini = 0.495 samples = 177 value = [80, 97] 40339->40340 40483 x14_4 <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 40339->40483 40341 x14_3 <= 0.5 gini = 0.495 samples = 176 value = [79, 97] 40340->40341 40482 gini = 0.0 samples = 1 value = [1, 0] 40340->40482 40342 x7_NY <= 0.5 gini = 0.497 samples = 140 value = [65, 75] 40341->40342 40451 x7_CT <= 0.5 gini = 0.475 samples = 36 value = [14, 22] 40341->40451 40343 x14_10 <= 0.5 gini = 0.498 samples = 123 value = [58, 65] 40342->40343 40442 x14_6 <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 40342->40442 40344 x7_MI <= 0.5 gini = 0.498 samples = 107 value = [50, 57] 40343->40344 40429 x7_MA <= 0.5 gini = 0.5 samples = 16 value = [8, 8] 40343->40429 40345 x7_SC <= 0.5 gini = 0.499 samples = 96 value = [46, 50] 40344->40345 40424 log_spend <= 6.326 gini = 0.463 samples = 11 value = [4, 7] 40344->40424 40346 x7_NE <= 0.5 gini = 0.499 samples = 95 value = [45, 50] 40345->40346 40423 gini = 0.0 samples = 1 value = [1, 0] 40345->40423 40347 x14_8 <= 0.5 gini = 0.499 samples = 94 value = [45, 49] 40346->40347 40422 gini = 0.0 samples = 1 value = [0, 1] 40346->40422 40348 x7_AZ <= 0.5 gini = 0.5 samples = 77 value = [38, 39] 40347->40348 40409 x7_MA <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 40347->40409 40349 x7_MA <= 0.5 gini = 0.499 samples = 73 value = [35, 38] 40348->40349 40408 gini = 0.375 samples = 4 value = [3, 1] 40348->40408 40350 x13_4 <= 0.5 gini = 0.497 samples = 67 value = [31, 36] 40349->40350 40405 x4_Cash or cash equivalent <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 40349->40405 40351 x7_MT <= 0.5 gini = 0.499 samples = 50 value = [24, 26] 40350->40351 40392 x7_WI <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 40350->40392 40352 x13_0 <= 0.5 gini = 0.498 samples = 49 value = [23, 26] 40351->40352 40391 gini = 0.0 samples = 1 value = [1, 0] 40351->40391 40353 x7_KS <= 0.5 gini = 0.5 samples = 39 value = [19, 20] 40352->40353 40384 x7_MO <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 40352->40384 40354 x7_CO <= 0.5 gini = 0.5 samples = 38 value = [19, 19] 40353->40354 40383 gini = 0.0 samples = 1 value = [0, 1] 40353->40383 40355 x7_LA <= 0.5 gini = 0.5 samples = 35 value = [18, 17] 40354->40355 40382 gini = 0.444 samples = 3 value = [1, 2] 40354->40382 40356 x14_11 <= 0.5 gini = 0.5 samples = 33 value = [16, 17] 40355->40356 40381 gini = 0.0 samples = 2 value = [2, 0] 40355->40381 40357 x7_CT <= 0.5 gini = 0.495 samples = 31 value = [14, 17] 40356->40357 40380 gini = 0.0 samples = 2 value = [2, 0] 40356->40380 40358 x7_IL <= 0.5 gini = 0.491 samples = 30 value = [13, 17] 40357->40358 40379 gini = 0.0 samples = 1 value = [1, 0] 40357->40379 40359 x7_MO <= 0.5 gini = 0.49 samples = 28 value = [12, 16] 40358->40359 40378 gini = 0.5 samples = 2 value = [1, 1] 40358->40378 40360 x14_9 <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 40359->40360 40377 gini = 0.5 samples = 2 value = [1, 1] 40359->40377 40361 x7_IN <= 0.5 gini = 0.484 samples = 17 value = [7, 10] 40360->40361 40372 log_spend <= 5.049 gini = 0.494 samples = 9 value = [4, 5] 40360->40372 40362 x13_1 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 40361->40362 40371 gini = 0.444 samples = 3 value = [1, 2] 40361->40371 40363 x14_6 <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 40362->40363 40370 gini = 0.0 samples = 4 value = [4, 0] 40362->40370 40364 x7_IA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 40363->40364 40369 gini = 0.0 samples = 1 value = [0, 1] 40363->40369 40365 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 40364->40365 40368 gini = 0.0 samples = 1 value = [0, 1] 40364->40368 40366 gini = 0.0 samples = 2 value = [2, 0] 40365->40366 40367 gini = 0.0 samples = 6 value = [0, 6] 40365->40367 40373 gini = 0.0 samples = 2 value = [2, 0] 40372->40373 40374 x7_TX <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 40372->40374 40375 gini = 0.0 samples = 5 value = [0, 5] 40374->40375 40376 gini = 0.0 samples = 2 value = [2, 0] 40374->40376 40385 x7_PA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 40384->40385 40390 gini = 0.0 samples = 1 value = [0, 1] 40384->40390 40386 x4_In-kind items and services <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 40385->40386 40389 gini = 0.5 samples = 2 value = [1, 1] 40385->40389 40387 gini = 0.0 samples = 4 value = [0, 4] 40386->40387 40388 gini = 0.0 samples = 3 value = [3, 0] 40386->40388 40393 x7_TX <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 40392->40393 40404 gini = 0.0 samples = 1 value = [0, 1] 40392->40404 40394 x14_6 <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 40393->40394 40403 gini = 0.0 samples = 2 value = [2, 0] 40393->40403 40395 x7_AL <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 40394->40395 40402 gini = 0.0 samples = 4 value = [0, 4] 40394->40402 40396 x4_Cash or cash equivalent <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 40395->40396 40401 gini = 0.0 samples = 1 value = [0, 1] 40395->40401 40397 gini = 0.0 samples = 3 value = [3, 0] 40396->40397 40398 x7_MO <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40396->40398 40399 gini = 0.0 samples = 4 value = [0, 4] 40398->40399 40400 gini = 0.0 samples = 2 value = [2, 0] 40398->40400 40406 gini = 0.0 samples = 3 value = [3, 0] 40405->40406 40407 gini = 0.444 samples = 3 value = [1, 2] 40405->40407 40410 x13_4 <= 0.5 gini = 0.492 samples = 16 value = [7, 9] 40409->40410 40421 gini = 0.0 samples = 1 value = [0, 1] 40409->40421 40411 x13_3 <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 40410->40411 40420 gini = 0.0 samples = 4 value = [0, 4] 40410->40420 40412 x7_AL <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 40411->40412 40417 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 40411->40417 40413 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40412->40413 40416 gini = 0.0 samples = 1 value = [1, 0] 40412->40416 40414 gini = 0.0 samples = 4 value = [0, 4] 40413->40414 40415 gini = 0.0 samples = 2 value = [2, 0] 40413->40415 40418 gini = 0.444 samples = 3 value = [2, 1] 40417->40418 40419 gini = 0.0 samples = 2 value = [2, 0] 40417->40419 40425 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 40424->40425 40428 gini = 0.0 samples = 6 value = [0, 6] 40424->40428 40426 gini = 0.375 samples = 4 value = [3, 1] 40425->40426 40427 gini = 0.0 samples = 1 value = [1, 0] 40425->40427 40430 x7_AZ <= 0.5 gini = 0.498 samples = 15 value = [8, 7] 40429->40430 40441 gini = 0.0 samples = 1 value = [0, 1] 40429->40441 40431 x13_3 <= 0.5 gini = 0.49 samples = 14 value = [8, 6] 40430->40431 40440 gini = 0.0 samples = 1 value = [0, 1] 40430->40440 40432 x13_4 <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 40431->40432 40439 gini = 0.0 samples = 1 value = [0, 1] 40431->40439 40433 x13_1 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 40432->40433 40438 gini = 0.0 samples = 3 value = [3, 0] 40432->40438 40434 gini = 0.5 samples = 4 value = [2, 2] 40433->40434 40435 x7_IL <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 40433->40435 40436 gini = 0.444 samples = 3 value = [2, 1] 40435->40436 40437 gini = 0.444 samples = 3 value = [1, 2] 40435->40437 40443 x13_3 <= 0.5 gini = 0.5 samples = 14 value = [7, 7] 40442->40443 40450 gini = 0.0 samples = 3 value = [0, 3] 40442->40450 40444 x13_6 <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 40443->40444 40449 gini = 0.444 samples = 3 value = [2, 1] 40443->40449 40445 x13_1 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 40444->40445 40448 gini = 0.0 samples = 3 value = [3, 0] 40444->40448 40446 gini = 0.0 samples = 4 value = [0, 4] 40445->40446 40447 gini = 0.5 samples = 4 value = [2, 2] 40445->40447 40452 x13_3 <= 0.5 gini = 0.467 samples = 35 value = [13, 22] 40451->40452 40481 gini = 0.0 samples = 1 value = [1, 0] 40451->40481 40453 x4_Cash or cash equivalent <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 40452->40453 40476 x7_TX <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 40452->40476 40454 gini = 0.0 samples = 5 value = [5, 0] 40453->40454 40455 x7_IN <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 40453->40455 40456 x7_MD <= 0.5 gini = 0.346 samples = 18 value = [4, 14] 40455->40456 40475 gini = 0.0 samples = 2 value = [0, 2] 40455->40475 40457 x7_IL <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 40456->40457 40474 gini = 0.0 samples = 1 value = [0, 1] 40456->40474 40458 x7_MI <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 40457->40458 40473 gini = 0.0 samples = 3 value = [0, 3] 40457->40473 40459 x7_NY <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 40458->40459 40472 gini = 0.0 samples = 1 value = [1, 0] 40458->40472 40460 x13_1 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40459->40460 40469 x13_4 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40459->40469 40461 x13_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40460->40461 40468 gini = 0.0 samples = 1 value = [0, 1] 40460->40468 40462 gini = 0.0 samples = 1 value = [0, 1] 40461->40462 40463 x7_MA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40461->40463 40464 x7_KY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40463->40464 40467 gini = 0.0 samples = 1 value = [0, 1] 40463->40467 40465 gini = 0.375 samples = 4 value = [1, 3] 40464->40465 40466 gini = 0.0 samples = 1 value = [0, 1] 40464->40466 40470 gini = 0.0 samples = 1 value = [1, 0] 40469->40470 40471 gini = 0.375 samples = 4 value = [1, 3] 40469->40471 40477 log_spend <= 5.182 gini = 0.49 samples = 7 value = [4, 3] 40476->40477 40480 gini = 0.0 samples = 3 value = [0, 3] 40476->40480 40478 gini = 0.0 samples = 4 value = [4, 0] 40477->40478 40479 gini = 0.0 samples = 3 value = [0, 3] 40477->40479 40484 log_spend <= 6.295 gini = 0.444 samples = 21 value = [7, 14] 40483->40484 40493 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40483->40493 40485 gini = 0.0 samples = 6 value = [6, 0] 40484->40485 40486 x13_4 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 40484->40486 40487 x14_6 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 40486->40487 40492 gini = 0.0 samples = 3 value = [0, 3] 40486->40492 40488 log_spend <= 9.326 gini = 0.18 samples = 10 value = [1, 9] 40487->40488 40491 gini = 0.0 samples = 2 value = [0, 2] 40487->40491 40489 gini = 0.0 samples = 6 value = [0, 6] 40488->40489 40490 gini = 0.375 samples = 4 value = [1, 3] 40488->40490 40494 gini = 0.0 samples = 1 value = [1, 0] 40493->40494 40495 gini = 0.0 samples = 4 value = [0, 4] 40493->40495 40497 gini = 0.0 samples = 1 value = [1, 0] 40496->40497 40498 x7_NY <= 0.5 gini = 0.5 samples = 64 value = [33, 31] 40496->40498 40499 x7_MS <= 0.5 gini = 0.5 samples = 63 value = [32, 31] 40498->40499 40526 gini = 0.0 samples = 1 value = [1, 0] 40498->40526 40500 x7_DC <= 0.5 gini = 0.499 samples = 62 value = [32, 30] 40499->40500 40525 gini = 0.0 samples = 1 value = [0, 1] 40499->40525 40501 x7_MA <= 0.5 gini = 0.5 samples = 60 value = [30, 30] 40500->40501 40524 gini = 0.0 samples = 2 value = [2, 0] 40500->40524 40502 x7_MD <= 0.5 gini = 0.5 samples = 58 value = [29, 29] 40501->40502 40523 gini = 0.5 samples = 2 value = [1, 1] 40501->40523 40503 x7_KY <= 0.5 gini = 0.5 samples = 57 value = [29, 28] 40502->40503 40522 gini = 0.0 samples = 1 value = [0, 1] 40502->40522 40504 x4_In-kind items and services <= 0.5 gini = 0.5 samples = 56 value = [28, 28] 40503->40504 40521 gini = 0.0 samples = 1 value = [1, 0] 40503->40521 40505 log_spend <= 6.139 gini = 0.298 samples = 33 value = [6, 27] 40504->40505 40518 x7_AZ <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 40504->40518 40506 gini = 0.0 samples = 4 value = [4, 0] 40505->40506 40507 x7_CA <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 40505->40507 40508 x14_4 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 40507->40508 40515 x14_9 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 40507->40515 40509 x7_CT <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 40508->40509 40514 gini = 0.0 samples = 4 value = [0, 4] 40508->40514 40510 x7_AZ <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 40509->40510 40513 gini = 0.0 samples = 1 value = [0, 1] 40509->40513 40511 gini = 0.0 samples = 10 value = [0, 10] 40510->40511 40512 gini = 0.444 samples = 3 value = [1, 2] 40510->40512 40516 gini = 0.0 samples = 10 value = [0, 10] 40515->40516 40517 gini = 0.0 samples = 1 value = [1, 0] 40515->40517 40519 gini = 0.0 samples = 19 value = [19, 0] 40518->40519 40520 gini = 0.375 samples = 4 value = [3, 1] 40518->40520 40528 gini = 0.0 samples = 7 value = [7, 0] 40527->40528 40529 x14_3 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 40527->40529 40530 x14_9 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40529->40530 40533 gini = 0.375 samples = 4 value = [1, 3] 40529->40533 40531 gini = 0.0 samples = 6 value = [0, 6] 40530->40531 40532 gini = 0.5 samples = 2 value = [1, 1] 40530->40532 40535 x13_4 <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 40534->40535 40540 gini = 0.444 samples = 3 value = [1, 2] 40534->40540 40536 x4_In-kind items and services <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 40535->40536 40539 gini = 0.0 samples = 3 value = [0, 3] 40535->40539 40537 gini = 0.0 samples = 8 value = [0, 8] 40536->40537 40538 gini = 0.0 samples = 7 value = [7, 0] 40536->40538 40542 x13_2 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 40541->40542 40545 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40541->40545 40543 gini = 0.5 samples = 4 value = [2, 2] 40542->40543 40544 gini = 0.5 samples = 2 value = [1, 1] 40542->40544 40546 gini = 0.0 samples = 6 value = [0, 6] 40545->40546 40547 gini = 0.0 samples = 1 value = [1, 0] 40545->40547 40549 x14_4 <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 40548->40549 40562 gini = 0.0 samples = 2 value = [0, 2] 40548->40562 40550 x14_6 <= 0.5 gini = 0.43 samples = 16 value = [5, 11] 40549->40550 40561 gini = 0.5 samples = 2 value = [1, 1] 40549->40561 40551 x14_8 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 40550->40551 40560 gini = 0.375 samples = 4 value = [1, 3] 40550->40560 40552 x16_diab <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 40551->40552 40559 gini = 0.444 samples = 3 value = [1, 2] 40551->40559 40553 x14_10 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 40552->40553 40558 gini = 0.0 samples = 1 value = [1, 0] 40552->40558 40554 x14_11 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40553->40554 40557 gini = 0.0 samples = 2 value = [0, 2] 40553->40557 40555 gini = 0.375 samples = 4 value = [1, 3] 40554->40555 40556 gini = 0.5 samples = 2 value = [1, 1] 40554->40556 40564 log_spend <= 5.126 gini = 0.444 samples = 54 value = [18, 36] 40563->40564 40573 gini = 0.0 samples = 1 value = [1, 0] 40563->40573 40565 x4_In-kind items and services <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 40564->40565 40568 x4_Cash or cash equivalent <= 0.5 gini = 0.149 samples = 37 value = [3, 34] 40564->40568 40566 gini = 0.444 samples = 3 value = [1, 2] 40565->40566 40567 gini = 0.0 samples = 14 value = [14, 0] 40565->40567 40569 gini = 0.0 samples = 2 value = [2, 0] 40568->40569 40570 x16_other <= 0.5 gini = 0.056 samples = 35 value = [1, 34] 40568->40570 40571 gini = 0.0 samples = 1 value = [1, 0] 40570->40571 40572 gini = 0.0 samples = 34 value = [0, 34] 40570->40572 40575 x4_Cash or cash equivalent <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 40574->40575 40580 log_spend <= 4.254 gini = 0.48 samples = 5 value = [2, 3] 40574->40580 40576 gini = 0.0 samples = 7 value = [7, 0] 40575->40576 40577 x13_0 <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 40575->40577 40578 gini = 0.0 samples = 15 value = [0, 15] 40577->40578 40579 gini = 0.5 samples = 4 value = [2, 2] 40577->40579 40581 gini = 0.0 samples = 1 value = [1, 0] 40580->40581 40582 gini = 0.375 samples = 4 value = [1, 3] 40580->40582 40584 gini = 0.0 samples = 3 value = [3, 0] 40583->40584 40585 gini = 0.5 samples = 4 value = [2, 2] 40583->40585 40588 gini = 0.444 samples = 3 value = [2, 1] 40587->40588 40589 gini = 0.0 samples = 12 value = [0, 12] 40587->40589 40592 x14_6 <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 40591->40592 40601 gini = 0.5 samples = 2 value = [1, 1] 40591->40601 40593 x14_3 <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 40592->40593 40600 gini = 0.375 samples = 4 value = [1, 3] 40592->40600 40594 x14_2 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 40593->40594 40599 gini = 0.0 samples = 1 value = [1, 0] 40593->40599 40595 x4_In-kind items and services <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 40594->40595 40598 gini = 0.0 samples = 1 value = [1, 0] 40594->40598 40596 gini = 0.0 samples = 5 value = [0, 5] 40595->40596 40597 gini = 0.0 samples = 3 value = [3, 0] 40595->40597 40604 x7_NJ <= 0.5 gini = 0.415 samples = 92 value = [65, 27] 40603->40604 40643 gini = 0.0 samples = 1 value = [0, 1] 40603->40643 40605 x7_MO <= 0.5 gini = 0.425 samples = 88 value = [61, 27] 40604->40605 40642 gini = 0.0 samples = 4 value = [4, 0] 40604->40642 40606 x13_3 <= 0.5 gini = 0.415 samples = 85 value = [60, 25] 40605->40606 40641 gini = 0.444 samples = 3 value = [1, 2] 40605->40641 40607 x7_OK <= 0.5 gini = 0.223 samples = 47 value = [41, 6] 40606->40607 40618 x7_CA <= 0.5 gini = 0.5 samples = 38 value = [19, 19] 40606->40618 40608 x4_In-kind items and services <= 0.5 gini = 0.194 samples = 46 value = [41, 5] 40607->40608 40617 gini = 0.0 samples = 1 value = [0, 1] 40607->40617 40609 x7_FL <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 40608->40609 40616 gini = 0.0 samples = 37 value = [37, 0] 40608->40616 40610 x7_IL <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 40609->40610 40615 gini = 0.0 samples = 2 value = [0, 2] 40609->40615 40611 log_spend <= 6.553 gini = 0.5 samples = 6 value = [3, 3] 40610->40611 40614 gini = 0.0 samples = 1 value = [1, 0] 40610->40614 40612 gini = 0.0 samples = 2 value = [2, 0] 40611->40612 40613 gini = 0.375 samples = 4 value = [1, 3] 40611->40613 40619 x7_DC <= 0.5 gini = 0.492 samples = 32 value = [14, 18] 40618->40619 40638 x15_cardiac arrhythmias and heart failure <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 40618->40638 40620 x4_In-kind items and services <= 0.5 gini = 0.487 samples = 31 value = [13, 18] 40619->40620 40637 gini = 0.0 samples = 1 value = [1, 0] 40619->40637 40621 x7_PA <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 40620->40621 40636 gini = 0.0 samples = 6 value = [6, 0] 40620->40636 40622 x7_AZ <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 40621->40622 40635 gini = 0.5 samples = 2 value = [1, 1] 40621->40635 40623 x7_OR <= 0.5 gini = 0.32 samples = 20 value = [4, 16] 40622->40623 40634 gini = 0.444 samples = 3 value = [2, 1] 40622->40634 40624 x7_OH <= 0.5 gini = 0.332 samples = 19 value = [4, 15] 40623->40624 40633 gini = 0.0 samples = 1 value = [0, 1] 40623->40633 40625 x7_FL <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 40624->40625 40632 gini = 0.375 samples = 4 value = [1, 3] 40624->40632 40626 x15_Other <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 40625->40626 40631 gini = 0.0 samples = 1 value = [0, 1] 40625->40631 40627 x7_WI <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40626->40627 40630 gini = 0.0 samples = 9 value = [0, 9] 40626->40630 40628 gini = 0.375 samples = 4 value = [3, 1] 40627->40628 40629 gini = 0.0 samples = 1 value = [0, 1] 40627->40629 40639 gini = 0.5 samples = 2 value = [1, 1] 40638->40639 40640 gini = 0.0 samples = 4 value = [4, 0] 40638->40640 40645 x13_0 <= 0.5 gini = 0.408 samples = 14 value = [4, 10] 40644->40645 40650 x14_4 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 40644->40650 40646 x4_Cash or cash equivalent <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 40645->40646 40649 gini = 0.5 samples = 4 value = [2, 2] 40645->40649 40647 gini = 0.0 samples = 2 value = [2, 0] 40646->40647 40648 gini = 0.0 samples = 8 value = [0, 8] 40646->40648 40651 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40650->40651 40654 gini = 0.5 samples = 2 value = [1, 1] 40650->40654 40652 gini = 0.0 samples = 5 value = [0, 5] 40651->40652 40653 gini = 0.5 samples = 2 value = [1, 1] 40651->40653 40656 x7_OR <= 0.5 gini = 0.469 samples = 1230 value = [461, 769] 40655->40656 41341 x1_WA <= 0.5 gini = 0.499 samples = 235 value = [113, 122] 40655->41341 40657 x13_0 <= 0.5 gini = 0.468 samples = 1217 value = [455, 762] 40656->40657 41332 x4_Cash or cash equivalent <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 40656->41332 40658 x7_SC <= 0.5 gini = 0.459 samples = 1063 value = [379, 684] 40657->40658 41209 x15_ophthalmology <= 0.5 gini = 0.5 samples = 154 value = [76, 78] 40657->41209 40659 x12_100000010579 <= 0.5 gini = 0.464 samples = 1018 value = [373, 645] 40658->40659 41200 x15_Other <= 0.5 gini = 0.231 samples = 45 value = [6, 39] 40658->41200 40660 x1_PA <= 0.5 gini = 0.493 samples = 843 value = [373, 470] 40659->40660 41199 gini = 0.0 samples = 175 value = [0, 175] 40659->41199 40661 x1_IN <= 0.5 gini = 0.49 samples = 813 value = [349, 464] 40660->40661 41180 x13_2 <= 0.5 gini = 0.32 samples = 30 value = [24, 6] 40660->41180 40662 x13_3 <= 0.5 gini = 0.487 samples = 778 value = [327, 451] 40661->40662 41169 log_spend <= 6.367 gini = 0.467 samples = 35 value = [22, 13] 40661->41169 40663 x1_OR <= 0.5 gini = 0.479 samples = 548 value = [218, 330] 40662->40663 41002 x15_cardiology/vascular diseases <= 0.5 gini = 0.499 samples = 230 value = [109, 121] 40662->41002 40664 log_spend <= 5.518 gini = 0.479 samples = 547 value = [217, 330] 40663->40664 41001 gini = 0.0 samples = 1 value = [1, 0] 40663->41001 40665 x7_DE <= 0.5 gini = 0.228 samples = 191 value = [166, 25] 40664->40665 40778 x12_0 <= 0.5 gini = 0.245 samples = 356 value = [51, 305] 40664->40778 40666 x4_In-kind items and services <= 0.5 gini = 0.229 samples = 190 value = [165, 25] 40665->40666 40777 gini = 0.0 samples = 1 value = [1, 0] 40665->40777 40667 x7_OH <= 0.5 gini = 0.416 samples = 78 value = [55, 23] 40666->40667 40740 x7_NJ <= 0.5 gini = 0.035 samples = 112 value = [110, 2] 40666->40740 40668 x16_cardio <= 0.5 gini = 0.407 samples = 74 value = [53, 21] 40667->40668 40739 gini = 0.5 samples = 4 value = [2, 2] 40667->40739 40669 x1_NJ <= 0.5 gini = 0.42 samples = 70 value = [49, 21] 40668->40669 40738 gini = 0.0 samples = 4 value = [4, 0] 40668->40738 40670 x1_MN <= 0.5 gini = 0.43 samples = 67 value = [46, 21] 40669->40670 40737 gini = 0.0 samples = 3 value = [3, 0] 40669->40737 40671 x7_IN <= 0.5 gini = 0.37 samples = 53 value = [40, 13] 40670->40671 40724 x7_PA <= 0.5 gini = 0.49 samples = 14 value = [6, 8] 40670->40724 40672 x7_MT <= 0.5 gini = 0.375 samples = 52 value = [39, 13] 40671->40672 40723 gini = 0.0 samples = 1 value = [1, 0] 40671->40723 40673 x13_2 <= 0.5 gini = 0.38 samples = 51 value = [38, 13] 40672->40673 40722 gini = 0.0 samples = 1 value = [1, 0] 40672->40722 40674 x7_IL <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 40673->40674 40705 x7_MS <= 0.5 gini = 0.33 samples = 24 value = [19, 5] 40673->40705 40675 x16_oncol <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 40674->40675 40704 gini = 0.0 samples = 1 value = [1, 0] 40674->40704 40676 x1_NC <= 0.5 gini = 0.444 samples = 24 value = [16, 8] 40675->40676 40703 gini = 0.0 samples = 2 value = [2, 0] 40675->40703 40677 x7_NY <= 0.5 gini = 0.454 samples = 23 value = [15, 8] 40676->40677 40702 gini = 0.0 samples = 1 value = [1, 0] 40676->40702 40678 log_spend <= 4.859 gini = 0.434 samples = 22 value = [15, 7] 40677->40678 40701 gini = 0.0 samples = 1 value = [0, 1] 40677->40701 40679 x1_FL <= 0.5 gini = 0.219 samples = 16 value = [14, 2] 40678->40679 40696 x7_MO <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40678->40696 40680 x15_Other <= 0.5 gini = 0.231 samples = 15 value = [13, 2] 40679->40680 40695 gini = 0.0 samples = 1 value = [1, 0] 40679->40695 40681 gini = 0.0 samples = 1 value = [1, 0] 40680->40681 40682 x1_MI <= 0.5 gini = 0.245 samples = 14 value = [12, 2] 40680->40682 40683 x7_FL <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 40682->40683 40694 gini = 0.0 samples = 3 value = [3, 0] 40682->40694 40684 x1_TX <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 40683->40684 40693 gini = 0.0 samples = 1 value = [1, 0] 40683->40693 40685 x7_KY <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 40684->40685 40692 gini = 0.0 samples = 1 value = [1, 0] 40684->40692 40686 x7_WA <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 40685->40686 40691 gini = 0.0 samples = 1 value = [0, 1] 40685->40691 40687 x1_MA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 40686->40687 40690 gini = 0.0 samples = 1 value = [1, 0] 40686->40690 40688 gini = 0.0 samples = 4 value = [4, 0] 40687->40688 40689 gini = 0.444 samples = 3 value = [2, 1] 40687->40689 40697 x1_TX <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40696->40697 40700 gini = 0.0 samples = 1 value = [0, 1] 40696->40700 40698 gini = 0.375 samples = 4 value = [1, 3] 40697->40698 40699 gini = 0.0 samples = 1 value = [0, 1] 40697->40699 40706 x0_Canada <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 40705->40706 40721 gini = 0.0 samples = 1 value = [1, 0] 40705->40721 40707 x1_MI <= 0.5 gini = 0.351 samples = 22 value = [17, 5] 40706->40707 40720 gini = 0.0 samples = 1 value = [1, 0] 40706->40720 40708 x16_oncol <= 0.5 gini = 0.473 samples = 13 value = [8, 5] 40707->40708 40719 gini = 0.0 samples = 9 value = [9, 0] 40707->40719 40709 x7_MI <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 40708->40709 40718 gini = 0.0 samples = 1 value = [1, 0] 40708->40718 40710 x7_IL <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 40709->40710 40717 gini = 0.0 samples = 1 value = [1, 0] 40709->40717 40711 x1_CA <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 40710->40711 40716 gini = 0.5 samples = 2 value = [1, 1] 40710->40716 40712 x1_MA <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 40711->40712 40715 gini = 0.444 samples = 3 value = [2, 1] 40711->40715 40713 gini = 0.375 samples = 4 value = [1, 3] 40712->40713 40714 gini = 0.0 samples = 2 value = [2, 0] 40712->40714 40725 x7_NJ <= 0.5 gini = 0.486 samples = 12 value = [5, 7] 40724->40725 40736 gini = 0.5 samples = 2 value = [1, 1] 40724->40736 40726 x7_NV <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 40725->40726 40735 gini = 0.0 samples = 1 value = [0, 1] 40725->40735 40727 x13_1 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 40726->40727 40734 gini = 0.5 samples = 2 value = [1, 1] 40726->40734 40728 x7_TN <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40727->40728 40733 gini = 0.444 samples = 3 value = [2, 1] 40727->40733 40729 x7_MA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40728->40729 40732 gini = 0.0 samples = 1 value = [0, 1] 40728->40732 40730 gini = 0.5 samples = 4 value = [2, 2] 40729->40730 40731 gini = 0.0 samples = 1 value = [0, 1] 40729->40731 40741 x1_DE <= 0.5 gini = 0.036 samples = 108 value = [106, 2] 40740->40741 40776 gini = 0.0 samples = 4 value = [4, 0] 40740->40776 40742 x7_MO <= 0.5 gini = 0.037 samples = 105 value = [103, 2] 40741->40742 40775 gini = 0.0 samples = 3 value = [3, 0] 40741->40775 40743 x1_IL <= 0.5 gini = 0.038 samples = 102 value = [100, 2] 40742->40743 40774 gini = 0.0 samples = 3 value = [3, 0] 40742->40774 40744 x16_cardio <= 0.5 gini = 0.04 samples = 97 value = [95, 2] 40743->40744 40773 gini = 0.0 samples = 5 value = [5, 0] 40743->40773 40745 x7_NC <= 0.5 gini = 0.042 samples = 94 value = [92, 2] 40744->40745 40772 gini = 0.0 samples = 3 value = [3, 0] 40744->40772 40746 x7_AK <= 0.5 gini = 0.043 samples = 92 value = [90, 2] 40745->40746 40771 gini = 0.0 samples = 2 value = [2, 0] 40745->40771 40747 x7_PA <= 0.5 gini = 0.043 samples = 91 value = [89, 2] 40746->40747 40770 gini = 0.0 samples = 1 value = [1, 0] 40746->40770 40748 x7_FL <= 0.5 gini = 0.023 samples = 86 value = [85, 1] 40747->40748 40767 x13_1 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 40747->40767 40749 x15_ophthalmology <= 0.5 gini = 0.025 samples = 79 value = [78, 1] 40748->40749 40766 gini = 0.0 samples = 7 value = [7, 0] 40748->40766 40750 x7_MI <= 0.5 gini = 0.027 samples = 73 value = [72, 1] 40749->40750 40765 gini = 0.0 samples = 6 value = [6, 0] 40749->40765 40751 x7_OK <= 0.5 gini = 0.028 samples = 70 value = [69, 1] 40750->40751 40764 gini = 0.0 samples = 3 value = [3, 0] 40750->40764 40752 x1_FL <= 0.5 gini = 0.029 samples = 67 value = [66, 1] 40751->40752 40763 gini = 0.0 samples = 3 value = [3, 0] 40751->40763 40753 x7_AL <= 0.5 gini = 0.03 samples = 65 value = [64, 1] 40752->40753 40762 gini = 0.0 samples = 2 value = [2, 0] 40752->40762 40754 x7_TX <= 0.5 gini = 0.032 samples = 62 value = [61, 1] 40753->40754 40761 gini = 0.0 samples = 3 value = [3, 0] 40753->40761 40755 gini = 0.0 samples = 53 value = [53, 0] 40754->40755 40756 x1_CA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 40754->40756 40757 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 40756->40757 40760 gini = 0.0 samples = 4 value = [4, 0] 40756->40760 40758 gini = 0.0 samples = 1 value = [0, 1] 40757->40758 40759 gini = 0.0 samples = 4 value = [4, 0] 40757->40759 40768 gini = 0.0 samples = 1 value = [1, 0] 40767->40768 40769 gini = 0.375 samples = 4 value = [3, 1] 40767->40769 40779 gini = 0.0 samples = 1 value = [1, 0] 40778->40779 40780 x1_FL <= 0.5 gini = 0.242 samples = 355 value = [50, 305] 40778->40780 40781 x4_Cash or cash equivalent <= 0.5 gini = 0.236 samples = 352 value = [48, 304] 40780->40781 41000 gini = 0.444 samples = 3 value = [2, 1] 40780->41000 40782 x7_MI <= 0.5 gini = 0.44 samples = 46 value = [15, 31] 40781->40782 40821 x13_1 <= 0.5 gini = 0.192 samples = 306 value = [33, 273] 40781->40821 40783 x0_Canada <= 0.5 gini = 0.444 samples = 45 value = [15, 30] 40782->40783 40820 gini = 0.0 samples = 1 value = [0, 1] 40782->40820 40784 x1_MN <= 0.5 gini = 0.459 samples = 42 value = [15, 27] 40783->40784 40819 gini = 0.0 samples = 3 value = [0, 3] 40783->40819 40785 x7_AZ <= 0.5 gini = 0.487 samples = 31 value = [13, 18] 40784->40785 40810 x7_NC <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 40784->40810 40786 x7_MD <= 0.5 gini = 0.491 samples = 30 value = [13, 17] 40785->40786 40809 gini = 0.0 samples = 1 value = [0, 1] 40785->40809 40787 x7_OH <= 0.5 gini = 0.495 samples = 29 value = [13, 16] 40786->40787 40808 gini = 0.0 samples = 1 value = [0, 1] 40786->40808 40788 x7_TX <= 0.5 gini = 0.488 samples = 26 value = [11, 15] 40787->40788 40807 gini = 0.444 samples = 3 value = [2, 1] 40787->40807 40789 x13_6 <= 0.5 gini = 0.483 samples = 22 value = [9, 13] 40788->40789 40806 gini = 0.5 samples = 4 value = [2, 2] 40788->40806 40790 x7_MN <= 0.5 gini = 0.497 samples = 13 value = [7, 6] 40789->40790 40801 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 40789->40801 40791 x15_endocrinology <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 40790->40791 40800 gini = 0.0 samples = 2 value = [2, 0] 40790->40800 40792 x1_CA <= 0.5 gini = 0.5 samples = 10 value = [5, 5] 40791->40792 40799 gini = 0.0 samples = 1 value = [0, 1] 40791->40799 40793 x7_MO <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 40792->40793 40796 x7_PA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40792->40796 40794 gini = 0.5 samples = 4 value = [2, 2] 40793->40794 40795 gini = 0.0 samples = 1 value = [1, 0] 40793->40795 40797 gini = 0.375 samples = 4 value = [1, 3] 40796->40797 40798 gini = 0.0 samples = 1 value = [1, 0] 40796->40798 40802 log_spend <= 6.702 gini = 0.375 samples = 8 value = [2, 6] 40801->40802 40805 gini = 0.0 samples = 1 value = [0, 1] 40801->40805 40803 gini = 0.444 samples = 3 value = [2, 1] 40802->40803 40804 gini = 0.0 samples = 5 value = [0, 5] 40802->40804 40811 x7_TX <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 40810->40811 40818 gini = 0.0 samples = 1 value = [0, 1] 40810->40818 40812 x7_CO <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 40811->40812 40817 gini = 0.0 samples = 1 value = [0, 1] 40811->40817 40813 x7_NY <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40812->40813 40816 gini = 0.0 samples = 1 value = [1, 0] 40812->40816 40814 gini = 0.0 samples = 7 value = [0, 7] 40813->40814 40815 gini = 0.0 samples = 1 value = [1, 0] 40813->40815 40822 x1_NJ <= 0.5 gini = 0.234 samples = 155 value = [21, 134] 40821->40822 40925 x7_WA <= 0.5 gini = 0.146 samples = 151 value = [12, 139] 40821->40925 40823 x1_OH <= 0.5 gini = 0.229 samples = 152 value = [20, 132] 40822->40823 40924 gini = 0.444 samples = 3 value = [1, 2] 40822->40924 40824 x15_neurology <= 0.5 gini = 0.211 samples = 150 value = [18, 132] 40823->40824 40923 gini = 0.0 samples = 2 value = [2, 0] 40823->40923 40825 x0_Great Britain (Uk) <= 0.5 gini = 0.215 samples = 147 value = [18, 129] 40824->40825 40922 gini = 0.0 samples = 3 value = [0, 3] 40824->40922 40826 x15_ophthalmology <= 0.5 gini = 0.216 samples = 146 value = [18, 128] 40825->40826 40921 gini = 0.0 samples = 1 value = [0, 1] 40825->40921 40827 x7_NY <= 0.5 gini = 0.198 samples = 144 value = [16, 128] 40826->40827 40920 gini = 0.0 samples = 2 value = [2, 0] 40826->40920 40828 x7_MI <= 0.5 gini = 0.195 samples = 137 value = [15, 122] 40827->40828 40913 x1_NC <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40827->40913 40829 x7_OH <= 0.5 gini = 0.201 samples = 132 value = [15, 117] 40828->40829 40912 gini = 0.0 samples = 5 value = [0, 5] 40828->40912 40830 x7_WV <= 0.5 gini = 0.179 samples = 121 value = [12, 109] 40829->40830 40903 x15_Other <= 0.5 gini = 0.397 samples = 11 value = [3, 8] 40829->40903 40831 x1_WI <= 0.5 gini = 0.18 samples = 120 value = [12, 108] 40830->40831 40902 gini = 0.0 samples = 1 value = [0, 1] 40830->40902 40832 x1_MD <= 0.5 gini = 0.181 samples = 119 value = [12, 107] 40831->40832 40901 gini = 0.0 samples = 1 value = [0, 1] 40831->40901 40833 x15_cardiovascular <= 0.5 gini = 0.169 samples = 118 value = [11, 107] 40832->40833 40900 gini = 0.0 samples = 1 value = [1, 0] 40832->40900 40834 x7_NC <= 0.5 gini = 0.17 samples = 117 value = [11, 106] 40833->40834 40899 gini = 0.0 samples = 1 value = [0, 1] 40833->40899 40835 x7_TX <= 0.5 gini = 0.163 samples = 112 value = [10, 102] 40834->40835 40896 x13_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40834->40896 40836 x13_2 <= 0.5 gini = 0.156 samples = 94 value = [8, 86] 40835->40836 40887 x1_IL <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 40835->40887 40837 x7_UT <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40836->40837 40842 x7_IL <= 0.5 gini = 0.127 samples = 88 value = [6, 82] 40836->40842 40838 x7_NJ <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40837->40838 40841 gini = 0.0 samples = 1 value = [0, 1] 40837->40841 40839 gini = 0.5 samples = 4 value = [2, 2] 40838->40839 40840 gini = 0.0 samples = 1 value = [0, 1] 40838->40840 40843 x7_UT <= 0.5 gini = 0.112 samples = 84 value = [5, 79] 40842->40843 40886 gini = 0.375 samples = 4 value = [1, 3] 40842->40886 40844 x7_OK <= 0.5 gini = 0.116 samples = 81 value = [5, 76] 40843->40844 40885 gini = 0.0 samples = 3 value = [0, 3] 40843->40885 40845 x7_TN <= 0.5 gini = 0.117 samples = 80 value = [5, 75] 40844->40845 40884 gini = 0.0 samples = 1 value = [0, 1] 40844->40884 40846 x15_Other <= 0.5 gini = 0.128 samples = 73 value = [5, 68] 40845->40846 40883 gini = 0.0 samples = 7 value = [0, 7] 40845->40883 40847 gini = 0.0 samples = 18 value = [0, 18] 40846->40847 40848 log_spend <= 5.869 gini = 0.165 samples = 55 value = [5, 50] 40846->40848 40849 x1_MN <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40848->40849 40852 x7_FL <= 0.5 gini = 0.113 samples = 50 value = [3, 47] 40848->40852 40850 gini = 0.444 samples = 3 value = [2, 1] 40849->40850 40851 gini = 0.0 samples = 2 value = [0, 2] 40849->40851 40853 x1_NY <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 40852->40853 40880 log_spend <= 6.999 gini = 0.18 samples = 10 value = [1, 9] 40852->40880 40854 x1_TN <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 40853->40854 40879 gini = 0.0 samples = 1 value = [0, 1] 40853->40879 40855 x7_VA <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 40854->40855 40878 gini = 0.0 samples = 4 value = [0, 4] 40854->40878 40856 x7_KS <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 40855->40856 40877 gini = 0.0 samples = 2 value = [0, 2] 40855->40877 40857 x1_RI <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 40856->40857 40876 gini = 0.0 samples = 3 value = [0, 3] 40856->40876 40858 x7_PA <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 40857->40858 40875 gini = 0.0 samples = 1 value = [0, 1] 40857->40875 40859 x1_UT <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 40858->40859 40874 gini = 0.0 samples = 4 value = [0, 4] 40858->40874 40860 x7_NV <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 40859->40860 40873 gini = 0.0 samples = 2 value = [0, 2] 40859->40873 40861 x1_CA <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 40860->40861 40872 gini = 0.0 samples = 2 value = [0, 2] 40860->40872 40862 gini = 0.0 samples = 13 value = [0, 13] 40861->40862 40863 x7_NH <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 40861->40863 40864 x7_MA <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 40863->40864 40871 gini = 0.0 samples = 1 value = [0, 1] 40863->40871 40865 x7_NJ <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 40864->40865 40870 gini = 0.0 samples = 1 value = [0, 1] 40864->40870 40866 x7_CA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40865->40866 40869 gini = 0.0 samples = 1 value = [0, 1] 40865->40869 40867 gini = 0.0 samples = 2 value = [0, 2] 40866->40867 40868 gini = 0.444 samples = 3 value = [2, 1] 40866->40868 40881 gini = 0.375 samples = 4 value = [1, 3] 40880->40881 40882 gini = 0.0 samples = 6 value = [0, 6] 40880->40882 40888 x1_RI <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 40887->40888 40895 gini = 0.0 samples = 3 value = [0, 3] 40887->40895 40889 x15_endocrinology <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 40888->40889 40894 gini = 0.0 samples = 1 value = [0, 1] 40888->40894 40890 x0_Canada <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 40889->40890 40893 gini = 0.0 samples = 1 value = [1, 0] 40889->40893 40891 gini = 0.0 samples = 12 value = [0, 12] 40890->40891 40892 gini = 0.0 samples = 1 value = [1, 0] 40890->40892 40897 gini = 0.0 samples = 1 value = [1, 0] 40896->40897 40898 gini = 0.0 samples = 4 value = [0, 4] 40896->40898 40904 x16_cardio <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 40903->40904 40907 x16_other <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40903->40907 40905 gini = 0.5 samples = 4 value = [2, 2] 40904->40905 40906 gini = 0.0 samples = 1 value = [0, 1] 40904->40906 40908 gini = 0.0 samples = 1 value = [0, 1] 40907->40908 40909 x1_MN <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 40907->40909 40910 gini = 0.0 samples = 3 value = [0, 3] 40909->40910 40911 gini = 0.5 samples = 2 value = [1, 1] 40909->40911 40914 x1_IL <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 40913->40914 40919 gini = 0.0 samples = 1 value = [0, 1] 40913->40919 40915 log_spend <= 7.311 gini = 0.32 samples = 5 value = [1, 4] 40914->40915 40918 gini = 0.0 samples = 1 value = [0, 1] 40914->40918 40916 gini = 0.5 samples = 2 value = [1, 1] 40915->40916 40917 gini = 0.0 samples = 3 value = [0, 3] 40915->40917 40926 x7_CT <= 0.5 gini = 0.138 samples = 147 value = [11, 136] 40925->40926 40999 gini = 0.375 samples = 4 value = [1, 3] 40925->40999 40927 x1_MA <= 0.5 gini = 0.142 samples = 143 value = [11, 132] 40926->40927 40998 gini = 0.0 samples = 4 value = [0, 4] 40926->40998 40928 x7_PA <= 0.5 gini = 0.205 samples = 69 value = [8, 61] 40927->40928 40975 x7_IL <= 0.5 gini = 0.078 samples = 74 value = [3, 71] 40927->40975 40929 x7_NC <= 0.5 gini = 0.219 samples = 64 value = [8, 56] 40928->40929 40974 gini = 0.0 samples = 5 value = [0, 5] 40928->40974 40930 x7_IN <= 0.5 gini = 0.206 samples = 60 value = [7, 53] 40929->40930 40973 gini = 0.375 samples = 4 value = [1, 3] 40929->40973 40931 x0_New Zealand <= 0.5 gini = 0.183 samples = 59 value = [6, 53] 40930->40931 40972 gini = 0.0 samples = 1 value = [1, 0] 40930->40972 40932 x7_MI <= 0.5 gini = 0.185 samples = 58 value = [6, 52] 40931->40932 40971 gini = 0.0 samples = 1 value = [0, 1] 40931->40971 40933 x1_VA <= 0.5 gini = 0.188 samples = 57 value = [6, 51] 40932->40933 40970 gini = 0.0 samples = 1 value = [0, 1] 40932->40970 40934 x7_LA <= 0.5 gini = 0.163 samples = 56 value = [5, 51] 40933->40934 40969 gini = 0.0 samples = 1 value = [1, 0] 40933->40969 40935 x7_OH <= 0.5 gini = 0.165 samples = 55 value = [5, 50] 40934->40935 40968 gini = 0.0 samples = 1 value = [0, 1] 40934->40968 40936 x7_NH <= 0.5 gini = 0.174 samples = 52 value = [5, 47] 40935->40936 40967 gini = 0.0 samples = 3 value = [0, 3] 40935->40967 40937 x7_VA <= 0.5 gini = 0.177 samples = 51 value = [5, 46] 40936->40937 40966 gini = 0.0 samples = 1 value = [0, 1] 40936->40966 40938 x15_ophthalmology <= 0.5 gini = 0.18 samples = 50 value = [5, 45] 40937->40938 40965 gini = 0.0 samples = 1 value = [0, 1] 40937->40965 40939 x1_CO <= 0.5 gini = 0.214 samples = 41 value = [5, 36] 40938->40939 40964 gini = 0.0 samples = 9 value = [0, 9] 40938->40964 40940 x7_GA <= 0.5 gini = 0.219 samples = 40 value = [5, 35] 40939->40940 40963 gini = 0.0 samples = 1 value = [0, 1] 40939->40963 40941 x7_AL <= 0.5 gini = 0.188 samples = 38 value = [4, 34] 40940->40941 40962 gini = 0.5 samples = 2 value = [1, 1] 40940->40962 40942 x7_WI <= 0.5 gini = 0.193 samples = 37 value = [4, 33] 40941->40942 40961 gini = 0.0 samples = 1 value = [0, 1] 40941->40961 40943 x7_TX <= 0.5 gini = 0.161 samples = 34 value = [3, 31] 40942->40943 40960 gini = 0.444 samples = 3 value = [1, 2] 40942->40960 40944 x1_MN <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 40943->40944 40959 gini = 0.375 samples = 4 value = [1, 3] 40943->40959 40945 x7_FL <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 40944->40945 40954 x7_NY <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 40944->40954 40946 x7_MN <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 40945->40946 40953 gini = 0.0 samples = 3 value = [0, 3] 40945->40953 40947 x7_UT <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 40946->40947 40952 gini = 0.0 samples = 3 value = [0, 3] 40946->40952 40948 x7_MO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 40947->40948 40951 gini = 0.0 samples = 1 value = [0, 1] 40947->40951 40949 gini = 0.0 samples = 6 value = [0, 6] 40948->40949 40950 gini = 0.0 samples = 1 value = [1, 0] 40948->40950 40955 x7_CO <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 40954->40955 40958 gini = 0.0 samples = 1 value = [0, 1] 40954->40958 40956 gini = 0.0 samples = 14 value = [0, 14] 40955->40956 40957 gini = 0.0 samples = 1 value = [1, 0] 40955->40957 40976 x7_AL <= 0.5 gini = 0.079 samples = 73 value = [3, 70] 40975->40976 40997 gini = 0.0 samples = 1 value = [0, 1] 40975->40997 40977 x16_other <= 0.5 gini = 0.08 samples = 72 value = [3, 69] 40976->40977 40996 gini = 0.0 samples = 1 value = [0, 1] 40976->40996 40978 gini = 0.5 samples = 4 value = [2, 2] 40977->40978 40979 x7_VA <= 0.5 gini = 0.029 samples = 68 value = [1, 67] 40977->40979 40980 x7_MT <= 0.5 gini = 0.03 samples = 65 value = [1, 64] 40979->40980 40995 gini = 0.0 samples = 3 value = [0, 3] 40979->40995 40981 x7_WV <= 0.5 gini = 0.031 samples = 64 value = [1, 63] 40980->40981 40994 gini = 0.0 samples = 1 value = [0, 1] 40980->40994 40982 x7_AR <= 0.5 gini = 0.031 samples = 63 value = [1, 62] 40981->40982 40993 gini = 0.0 samples = 1 value = [0, 1] 40981->40993 40983 x7_CO <= 0.5 gini = 0.032 samples = 61 value = [1, 60] 40982->40983 40992 gini = 0.0 samples = 2 value = [0, 2] 40982->40992 40984 x7_MO <= 0.5 gini = 0.033 samples = 60 value = [1, 59] 40983->40984 40991 gini = 0.0 samples = 1 value = [0, 1] 40983->40991 40985 x7_TX <= 0.5 gini = 0.036 samples = 55 value = [1, 54] 40984->40985 40990 gini = 0.0 samples = 5 value = [0, 5] 40984->40990 40986 log_spend <= 9.876 gini = 0.039 samples = 50 value = [1, 49] 40985->40986 40989 gini = 0.0 samples = 5 value = [0, 5] 40985->40989 40987 gini = 0.0 samples = 49 value = [0, 49] 40986->40987 40988 gini = 0.0 samples = 1 value = [1, 0] 40986->40988 41003 x7_NC <= 0.5 gini = 0.498 samples = 225 value = [105, 120] 41002->41003 41166 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41002->41166 41004 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 216 value = [104, 112] 41003->41004 41163 x4_In-kind items and services <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 41003->41163 41005 x7_MS <= 0.5 gini = 0.242 samples = 78 value = [67, 11] 41004->41005 41062 x15_Other <= 0.5 gini = 0.392 samples = 138 value = [37, 101] 41004->41062 41006 x7_NJ <= 0.5 gini = 0.245 samples = 77 value = [66, 11] 41005->41006 41061 gini = 0.0 samples = 1 value = [1, 0] 41005->41061 41007 x7_TX <= 0.5 gini = 0.256 samples = 73 value = [62, 11] 41006->41007 41060 gini = 0.0 samples = 4 value = [4, 0] 41006->41060 41008 x7_IL <= 0.5 gini = 0.267 samples = 63 value = [53, 10] 41007->41008 41053 x1_CA <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 41007->41053 41009 x7_AL <= 0.5 gini = 0.228 samples = 61 value = [53, 8] 41008->41009 41052 gini = 0.0 samples = 2 value = [0, 2] 41008->41052 41010 x7_CT <= 0.5 gini = 0.206 samples = 60 value = [53, 7] 41009->41010 41051 gini = 0.0 samples = 1 value = [0, 1] 41009->41051 41011 x1_TX <= 0.5 gini = 0.209 samples = 59 value = [52, 7] 41010->41011 41050 gini = 0.0 samples = 1 value = [1, 0] 41010->41050 41012 x7_AZ <= 0.5 gini = 0.212 samples = 58 value = [51, 7] 41011->41012 41049 gini = 0.0 samples = 1 value = [1, 0] 41011->41049 41013 x1_FL <= 0.5 gini = 0.215 samples = 57 value = [50, 7] 41012->41013 41048 gini = 0.0 samples = 1 value = [1, 0] 41012->41048 41014 x7_MO <= 0.5 gini = 0.191 samples = 56 value = [50, 6] 41013->41014 41047 gini = 0.0 samples = 1 value = [0, 1] 41013->41047 41015 x7_OH <= 0.5 gini = 0.168 samples = 54 value = [49, 5] 41014->41015 41046 gini = 0.5 samples = 2 value = [1, 1] 41014->41046 41016 x7_TN <= 0.5 gini = 0.145 samples = 51 value = [47, 4] 41015->41016 41045 gini = 0.444 samples = 3 value = [2, 1] 41015->41045 41017 x7_AR <= 0.5 gini = 0.122 samples = 46 value = [43, 3] 41016->41017 41042 x1_CT <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41016->41042 41018 x7_FL <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 41017->41018 41041 gini = 0.0 samples = 1 value = [1, 0] 41017->41041 41019 x1_CA <= 0.5 gini = 0.142 samples = 39 value = [36, 3] 41018->41019 41040 gini = 0.0 samples = 6 value = [6, 0] 41018->41040 41020 x7_PA <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 41019->41020 41039 gini = 0.0 samples = 7 value = [7, 0] 41019->41039 41021 x7_PR <= 0.5 gini = 0.191 samples = 28 value = [25, 3] 41020->41021 41038 gini = 0.0 samples = 4 value = [4, 0] 41020->41038 41022 x7_MD <= 0.5 gini = 0.198 samples = 27 value = [24, 3] 41021->41022 41037 gini = 0.0 samples = 1 value = [1, 0] 41021->41037 41023 x7_ME <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 41022->41023 41036 gini = 0.0 samples = 1 value = [1, 0] 41022->41036 41024 x7_KY <= 0.5 gini = 0.211 samples = 25 value = [22, 3] 41023->41024 41035 gini = 0.0 samples = 1 value = [1, 0] 41023->41035 41025 x7_MI <= 0.5 gini = 0.227 samples = 23 value = [20, 3] 41024->41025 41034 gini = 0.0 samples = 2 value = [2, 0] 41024->41034 41026 x7_VA <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 41025->41026 41033 gini = 0.0 samples = 2 value = [2, 0] 41025->41033 41027 x7_UT <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 41026->41027 41032 gini = 0.0 samples = 2 value = [2, 0] 41026->41032 41028 x1_NJ <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 41027->41028 41031 gini = 0.0 samples = 1 value = [1, 0] 41027->41031 41029 gini = 0.0 samples = 15 value = [15, 0] 41028->41029 41030 gini = 0.0 samples = 3 value = [0, 3] 41028->41030 41043 gini = 0.375 samples = 4 value = [3, 1] 41042->41043 41044 gini = 0.0 samples = 1 value = [1, 0] 41042->41044 41054 x1_MN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 41053->41054 41059 gini = 0.0 samples = 1 value = [1, 0] 41053->41059 41055 log_spend <= 4.204 gini = 0.32 samples = 5 value = [4, 1] 41054->41055 41058 gini = 0.0 samples = 4 value = [4, 0] 41054->41058 41056 gini = 0.5 samples = 2 value = [1, 1] 41055->41056 41057 gini = 0.0 samples = 3 value = [3, 0] 41055->41057 41063 x7_LA <= 0.5 gini = 0.291 samples = 34 value = [6, 28] 41062->41063 41084 x7_MS <= 0.5 gini = 0.418 samples = 104 value = [31, 73] 41062->41084 41064 x15_gastroenterology <= 0.5 gini = 0.257 samples = 33 value = [5, 28] 41063->41064 41083 gini = 0.0 samples = 1 value = [1, 0] 41063->41083 41065 x7_MN <= 0.5 gini = 0.285 samples = 29 value = [5, 24] 41064->41065 41082 gini = 0.0 samples = 4 value = [0, 4] 41064->41082 41066 x7_IA <= 0.5 gini = 0.302 samples = 27 value = [5, 22] 41065->41066 41081 gini = 0.0 samples = 2 value = [0, 2] 41065->41081 41067 x7_MO <= 0.5 gini = 0.311 samples = 26 value = [5, 21] 41066->41067 41080 gini = 0.0 samples = 1 value = [0, 1] 41066->41080 41068 x7_TX <= 0.5 gini = 0.32 samples = 25 value = [5, 20] 41067->41068 41079 gini = 0.0 samples = 1 value = [0, 1] 41067->41079 41069 x15_cardiac arrhythmias and heart failure <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 41068->41069 41078 gini = 0.444 samples = 3 value = [1, 2] 41068->41078 41070 x15_ophthalmology <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 41069->41070 41075 log_spend <= 7.026 gini = 0.49 samples = 7 value = [3, 4] 41069->41075 41071 gini = 0.0 samples = 2 value = [0, 2] 41070->41071 41072 x7_FL <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 41070->41072 41073 gini = 0.0 samples = 10 value = [0, 10] 41072->41073 41074 gini = 0.444 samples = 3 value = [1, 2] 41072->41074 41076 gini = 0.0 samples = 3 value = [3, 0] 41075->41076 41077 gini = 0.0 samples = 4 value = [0, 4] 41075->41077 41085 x1_CA <= 0.5 gini = 0.421 samples = 103 value = [31, 72] 41084->41085 41162 gini = 0.0 samples = 1 value = [0, 1] 41084->41162 41086 x7_RI <= 0.5 gini = 0.399 samples = 91 value = [25, 66] 41085->41086 41155 log_spend <= 6.78 gini = 0.5 samples = 12 value = [6, 6] 41085->41155 41087 x0_United States <= 0.5 gini = 0.391 samples = 90 value = [24, 66] 41086->41087 41154 gini = 0.0 samples = 1 value = [1, 0] 41086->41154 41088 gini = 0.0 samples = 2 value = [0, 2] 41087->41088 41089 x7_IL <= 0.5 gini = 0.397 samples = 88 value = [24, 64] 41087->41089 41090 x7_TX <= 0.5 gini = 0.384 samples = 85 value = [22, 63] 41089->41090 41153 gini = 0.444 samples = 3 value = [2, 1] 41089->41153 41091 x1_NJ <= 0.5 gini = 0.347 samples = 76 value = [17, 59] 41090->41091 41146 x1_TX <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 41090->41146 41092 x1_FL <= 0.5 gini = 0.336 samples = 75 value = [16, 59] 41091->41092 41145 gini = 0.0 samples = 1 value = [1, 0] 41091->41145 41093 x1_IL <= 0.5 gini = 0.323 samples = 74 value = [15, 59] 41092->41093 41144 gini = 0.0 samples = 1 value = [1, 0] 41092->41144 41094 x7_LA <= 0.5 gini = 0.31 samples = 73 value = [14, 59] 41093->41094 41143 gini = 0.0 samples = 1 value = [1, 0] 41093->41143 41095 x1_MN <= 0.5 gini = 0.313 samples = 72 value = [14, 58] 41094->41095 41142 gini = 0.0 samples = 1 value = [0, 1] 41094->41142 41096 x1_CO <= 0.5 gini = 0.436 samples = 28 value = [9, 19] 41095->41096 41123 x7_WA <= 0.5 gini = 0.201 samples = 44 value = [5, 39] 41095->41123 41097 x1_TX <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 41096->41097 41122 gini = 0.0 samples = 2 value = [0, 2] 41096->41122 41098 x7_FL <= 0.5 gini = 0.461 samples = 25 value = [9, 16] 41097->41098 41121 gini = 0.0 samples = 1 value = [0, 1] 41097->41121 41099 x7_KY <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 41098->41099 41120 gini = 0.444 samples = 3 value = [1, 2] 41098->41120 41100 x7_OK <= 0.5 gini = 0.472 samples = 21 value = [8, 13] 41099->41100 41119 gini = 0.0 samples = 1 value = [0, 1] 41099->41119 41101 x7_CT <= 0.5 gini = 0.455 samples = 20 value = [7, 13] 41100->41101 41118 gini = 0.0 samples = 1 value = [1, 0] 41100->41118 41102 x7_PA <= 0.5 gini = 0.444 samples = 18 value = [6, 12] 41101->41102 41117 gini = 0.5 samples = 2 value = [1, 1] 41101->41117 41103 x7_IN <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 41102->41103 41116 gini = 0.0 samples = 1 value = [0, 1] 41102->41116 41104 x7_MD <= 0.5 gini = 0.469 samples = 16 value = [6, 10] 41103->41104 41115 gini = 0.0 samples = 1 value = [0, 1] 41103->41115 41105 x7_NY <= 0.5 gini = 0.459 samples = 14 value = [5, 9] 41104->41105 41114 gini = 0.5 samples = 2 value = [1, 1] 41104->41114 41106 x7_MA <= 0.5 gini = 0.496 samples = 11 value = [5, 6] 41105->41106 41113 gini = 0.0 samples = 3 value = [0, 3] 41105->41113 41107 x1_OR <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 41106->41107 41112 gini = 0.0 samples = 2 value = [0, 2] 41106->41112 41108 log_spend <= 6.731 gini = 0.408 samples = 7 value = [5, 2] 41107->41108 41111 gini = 0.0 samples = 2 value = [0, 2] 41107->41111 41109 gini = 0.0 samples = 4 value = [4, 0] 41108->41109 41110 gini = 0.444 samples = 3 value = [1, 2] 41108->41110 41124 x7_NY <= 0.5 gini = 0.206 samples = 43 value = [5, 38] 41123->41124 41141 gini = 0.0 samples = 1 value = [0, 1] 41123->41141 41125 x7_OH <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 41124->41125 41138 log_spend <= 4.462 gini = 0.245 samples = 7 value = [1, 6] 41124->41138 41126 x7_MI <= 0.5 gini = 0.231 samples = 30 value = [4, 26] 41125->41126 41137 gini = 0.0 samples = 6 value = [0, 6] 41125->41137 41127 x7_FL <= 0.5 gini = 0.204 samples = 26 value = [3, 23] 41126->41127 41136 gini = 0.375 samples = 4 value = [1, 3] 41126->41136 41128 log_spend <= 5.141 gini = 0.111 samples = 17 value = [1, 16] 41127->41128 41131 x16_other <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 41127->41131 41129 gini = 0.0 samples = 1 value = [1, 0] 41128->41129 41130 gini = 0.0 samples = 16 value = [0, 16] 41128->41130 41132 gini = 0.0 samples = 1 value = [0, 1] 41131->41132 41133 log_spend <= 5.368 gini = 0.375 samples = 8 value = [2, 6] 41131->41133 41134 gini = 0.0 samples = 2 value = [2, 0] 41133->41134 41135 gini = 0.0 samples = 6 value = [0, 6] 41133->41135 41139 gini = 0.0 samples = 1 value = [1, 0] 41138->41139 41140 gini = 0.0 samples = 6 value = [0, 6] 41138->41140 41147 x1_MN <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 41146->41147 41152 gini = 0.0 samples = 1 value = [1, 0] 41146->41152 41148 x1_MA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41147->41148 41151 gini = 0.444 samples = 3 value = [2, 1] 41147->41151 41149 gini = 0.5 samples = 2 value = [1, 1] 41148->41149 41150 gini = 0.444 samples = 3 value = [1, 2] 41148->41150 41156 x7_OK <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 41155->41156 41161 gini = 0.0 samples = 4 value = [0, 4] 41155->41161 41157 log_spend <= 5.158 gini = 0.408 samples = 7 value = [5, 2] 41156->41157 41160 gini = 0.0 samples = 1 value = [1, 0] 41156->41160 41158 gini = 0.0 samples = 3 value = [3, 0] 41157->41158 41159 gini = 0.5 samples = 4 value = [2, 2] 41157->41159 41164 gini = 0.0 samples = 6 value = [0, 6] 41163->41164 41165 gini = 0.444 samples = 3 value = [1, 2] 41163->41165 41167 gini = 0.0 samples = 3 value = [3, 0] 41166->41167 41168 gini = 0.5 samples = 2 value = [1, 1] 41166->41168 41170 x4_In-kind items and services <= 0.5 gini = 0.091 samples = 21 value = [20, 1] 41169->41170 41175 x7_VA <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 41169->41175 41171 x7_IA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 41170->41171 41174 gini = 0.0 samples = 14 value = [14, 0] 41170->41174 41172 gini = 0.0 samples = 6 value = [6, 0] 41171->41172 41173 gini = 0.0 samples = 1 value = [0, 1] 41171->41173 41176 x13_2 <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 41175->41176 41179 gini = 0.0 samples = 3 value = [0, 3] 41175->41179 41177 gini = 0.0 samples = 7 value = [0, 7] 41176->41177 41178 gini = 0.5 samples = 4 value = [2, 2] 41176->41178 41181 x7_MN <= 0.5 gini = 0.302 samples = 27 value = [22, 5] 41180->41181 41198 gini = 0.444 samples = 3 value = [2, 1] 41180->41198 41182 x13_3 <= 0.5 gini = 0.269 samples = 25 value = [21, 4] 41181->41182 41197 gini = 0.5 samples = 2 value = [1, 1] 41181->41197 41183 x7_RI <= 0.5 gini = 0.42 samples = 10 value = [7, 3] 41182->41183 41190 x7_CA <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 41182->41190 41184 x7_NC <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 41183->41184 41189 gini = 0.0 samples = 1 value = [0, 1] 41183->41189 41185 x4_In-kind items and services <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 41184->41185 41188 gini = 0.0 samples = 1 value = [1, 0] 41184->41188 41186 gini = 0.444 samples = 3 value = [1, 2] 41185->41186 41187 gini = 0.0 samples = 5 value = [5, 0] 41185->41187 41191 x7_NC <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 41190->41191 41196 gini = 0.0 samples = 1 value = [1, 0] 41190->41196 41192 x7_TN <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 41191->41192 41195 gini = 0.0 samples = 1 value = [1, 0] 41191->41195 41193 gini = 0.0 samples = 11 value = [11, 0] 41192->41193 41194 gini = 0.5 samples = 2 value = [1, 1] 41192->41194 41201 gini = 0.0 samples = 36 value = [0, 36] 41200->41201 41202 x1_MN <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 41200->41202 41203 x13_3 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41202->41203 41208 gini = 0.0 samples = 2 value = [2, 0] 41202->41208 41204 x1_MA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41203->41204 41207 gini = 0.0 samples = 2 value = [2, 0] 41203->41207 41205 gini = 0.0 samples = 1 value = [1, 0] 41204->41205 41206 gini = 0.375 samples = 4 value = [1, 3] 41204->41206 41210 x4_Cash or cash equivalent <= 0.5 gini = 0.499 samples = 131 value = [69, 62] 41209->41210 41313 x7_IL <= 0.5 gini = 0.423 samples = 23 value = [7, 16] 41209->41313 41211 x1_MA <= 0.5 gini = 0.223 samples = 47 value = [41, 6] 41210->41211 41232 x7_NV <= 0.5 gini = 0.444 samples = 84 value = [28, 56] 41210->41232 41212 x1_TX <= 0.5 gini = 0.24 samples = 43 value = [37, 6] 41211->41212 41231 gini = 0.0 samples = 4 value = [4, 0] 41211->41231 41213 x7_TX <= 0.5 gini = 0.245 samples = 42 value = [36, 6] 41212->41213 41230 gini = 0.0 samples = 1 value = [1, 0] 41212->41230 41214 x7_NC <= 0.5 gini = 0.266 samples = 38 value = [32, 6] 41213->41214 41229 gini = 0.0 samples = 4 value = [4, 0] 41213->41229 41215 x12_0 <= 0.5 gini = 0.272 samples = 37 value = [31, 6] 41214->41215 41228 gini = 0.0 samples = 1 value = [1, 0] 41214->41228 41216 gini = 0.0 samples = 1 value = [1, 0] 41215->41216 41217 x1_IN <= 0.5 gini = 0.278 samples = 36 value = [30, 6] 41215->41217 41218 x7_LA <= 0.5 gini = 0.328 samples = 29 value = [23, 6] 41217->41218 41227 gini = 0.0 samples = 7 value = [7, 0] 41217->41227 41219 x15_Other <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 41218->41219 41226 gini = 0.0 samples = 1 value = [0, 1] 41218->41226 41220 gini = 0.0 samples = 3 value = [3, 0] 41219->41220 41221 x7_MI <= 0.5 gini = 0.32 samples = 25 value = [20, 5] 41219->41221 41222 log_spend <= 6.839 gini = 0.236 samples = 22 value = [19, 3] 41221->41222 41225 gini = 0.444 samples = 3 value = [1, 2] 41221->41225 41223 gini = 0.0 samples = 19 value = [19, 0] 41222->41223 41224 gini = 0.0 samples = 3 value = [0, 3] 41222->41224 41233 log_spend <= 4.605 gini = 0.439 samples = 83 value = [27, 56] 41232->41233 41312 gini = 0.0 samples = 1 value = [1, 0] 41232->41312 41234 x1_CO <= 0.5 gini = 0.391 samples = 15 value = [11, 4] 41233->41234 41251 x15_Other <= 0.5 gini = 0.36 samples = 68 value = [16, 52] 41233->41251 41235 x1_MN <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 41234->41235 41250 gini = 0.0 samples = 1 value = [1, 0] 41234->41250 41236 x7_FL <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 41235->41236 41249 gini = 0.444 samples = 3 value = [2, 1] 41235->41249 41237 x16_other <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 41236->41237 41248 gini = 0.0 samples = 1 value = [0, 1] 41236->41248 41238 gini = 0.0 samples = 1 value = [1, 0] 41237->41238 41239 x7_NJ <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 41237->41239 41240 x7_MD <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 41239->41240 41247 gini = 0.0 samples = 1 value = [1, 0] 41239->41247 41241 x1_VA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 41240->41241 41246 gini = 0.0 samples = 1 value = [1, 0] 41240->41246 41242 x1_CA <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 41241->41242 41245 gini = 0.0 samples = 1 value = [1, 0] 41241->41245 41243 gini = 0.0 samples = 3 value = [3, 0] 41242->41243 41244 gini = 0.444 samples = 3 value = [1, 2] 41242->41244 41252 gini = 0.0 samples = 1 value = [1, 0] 41251->41252 41253 x7_DE <= 0.5 gini = 0.348 samples = 67 value = [15, 52] 41251->41253 41254 x7_IL <= 0.5 gini = 0.334 samples = 66 value = [14, 52] 41253->41254 41311 gini = 0.0 samples = 1 value = [1, 0] 41253->41311 41255 x12_100000000278 <= 0.5 gini = 0.328 samples = 63 value = [13, 50] 41254->41255 41310 gini = 0.444 samples = 3 value = [1, 2] 41254->41310 41256 x1_TX <= 0.5 gini = 0.312 samples = 62 value = [12, 50] 41255->41256 41309 gini = 0.0 samples = 1 value = [1, 0] 41255->41309 41257 x1_IL <= 0.5 gini = 0.337 samples = 56 value = [12, 44] 41256->41257 41308 gini = 0.0 samples = 6 value = [0, 6] 41256->41308 41258 x7_NC <= 0.5 gini = 0.346 samples = 54 value = [12, 42] 41257->41258 41307 gini = 0.0 samples = 2 value = [0, 2] 41257->41307 41259 x7_KY <= 0.5 gini = 0.334 samples = 52 value = [11, 41] 41258->41259 41306 gini = 0.5 samples = 2 value = [1, 1] 41258->41306 41260 x1_CA <= 0.5 gini = 0.343 samples = 50 value = [11, 39] 41259->41260 41305 gini = 0.0 samples = 2 value = [0, 2] 41259->41305 41261 x7_ME <= 0.5 gini = 0.444 samples = 27 value = [9, 18] 41260->41261 41286 x7_VA <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 41260->41286 41262 x1_TN <= 0.5 gini = 0.453 samples = 26 value = [9, 17] 41261->41262 41285 gini = 0.0 samples = 1 value = [0, 1] 41261->41285 41263 x7_NY <= 0.5 gini = 0.435 samples = 25 value = [8, 17] 41262->41263 41284 gini = 0.0 samples = 1 value = [1, 0] 41262->41284 41264 x7_MN <= 0.5 gini = 0.454 samples = 23 value = [8, 15] 41263->41264 41283 gini = 0.0 samples = 2 value = [0, 2] 41263->41283 41265 x16_cardio <= 0.5 gini = 0.463 samples = 22 value = [8, 14] 41264->41265 41282 gini = 0.0 samples = 1 value = [0, 1] 41264->41282 41266 x7_CA <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 41265->41266 41281 gini = 0.0 samples = 1 value = [1, 0] 41265->41281 41267 x1_MN <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 41266->41267 41276 x1_NJ <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41266->41276 41268 x7_ID <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 41267->41268 41273 x7_AZ <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 41267->41273 41269 x7_OH <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41268->41269 41272 gini = 0.0 samples = 1 value = [1, 0] 41268->41272 41270 gini = 0.0 samples = 4 value = [0, 4] 41269->41270 41271 gini = 0.0 samples = 1 value = [1, 0] 41269->41271 41274 gini = 0.0 samples = 7 value = [0, 7] 41273->41274 41275 gini = 0.0 samples = 1 value = [1, 0] 41273->41275 41277 x1_MN <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 41276->41277 41280 gini = 0.0 samples = 1 value = [0, 1] 41276->41280 41278 gini = 0.0 samples = 4 value = [4, 0] 41277->41278 41279 gini = 0.0 samples = 2 value = [0, 2] 41277->41279 41287 x7_CT <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 41286->41287 41304 gini = 0.0 samples = 1 value = [0, 1] 41286->41304 41288 x7_FL <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 41287->41288 41303 gini = 0.0 samples = 1 value = [0, 1] 41287->41303 41289 x7_TN <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 41288->41289 41302 gini = 0.0 samples = 3 value = [0, 3] 41288->41302 41290 x7_NY <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 41289->41290 41301 gini = 0.0 samples = 1 value = [0, 1] 41289->41301 41291 x7_NH <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 41290->41291 41300 gini = 0.0 samples = 3 value = [0, 3] 41290->41300 41292 log_spend <= 6.726 gini = 0.26 samples = 13 value = [2, 11] 41291->41292 41299 gini = 0.0 samples = 1 value = [0, 1] 41291->41299 41293 x7_MD <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 41292->41293 41298 gini = 0.0 samples = 5 value = [0, 5] 41292->41298 41294 log_spend <= 6.307 gini = 0.245 samples = 7 value = [1, 6] 41293->41294 41297 gini = 0.0 samples = 1 value = [1, 0] 41293->41297 41295 gini = 0.0 samples = 6 value = [0, 6] 41294->41295 41296 gini = 0.0 samples = 1 value = [1, 0] 41294->41296 41314 x7_TX <= 0.5 gini = 0.397 samples = 22 value = [6, 16] 41313->41314 41331 gini = 0.0 samples = 1 value = [1, 0] 41313->41331 41315 x4_In-kind items and services <= 0.5 gini = 0.408 samples = 21 value = [6, 15] 41314->41315 41330 gini = 0.0 samples = 1 value = [0, 1] 41314->41330 41316 x7_MI <= 0.5 gini = 0.278 samples = 18 value = [3, 15] 41315->41316 41329 gini = 0.0 samples = 3 value = [3, 0] 41315->41329 41317 x7_OH <= 0.5 gini = 0.355 samples = 13 value = [3, 10] 41316->41317 41328 gini = 0.0 samples = 5 value = [0, 5] 41316->41328 41318 x7_CO <= 0.5 gini = 0.375 samples = 12 value = [3, 9] 41317->41318 41327 gini = 0.0 samples = 1 value = [0, 1] 41317->41327 41319 x7_SC <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 41318->41319 41326 gini = 0.0 samples = 1 value = [1, 0] 41318->41326 41320 x7_FL <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 41319->41320 41325 gini = 0.0 samples = 4 value = [0, 4] 41319->41325 41321 gini = 0.5 samples = 2 value = [1, 1] 41320->41321 41322 log_spend <= 6.72 gini = 0.32 samples = 5 value = [1, 4] 41320->41322 41323 gini = 0.0 samples = 4 value = [0, 4] 41322->41323 41324 gini = 0.0 samples = 1 value = [1, 0] 41322->41324 41333 x13_2 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 41332->41333 41340 gini = 0.0 samples = 4 value = [0, 4] 41332->41340 41334 x1_MD <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 41333->41334 41339 gini = 0.0 samples = 1 value = [1, 0] 41333->41339 41335 x13_1 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41334->41335 41338 gini = 0.0 samples = 1 value = [1, 0] 41334->41338 41336 gini = 0.5 samples = 4 value = [2, 2] 41335->41336 41337 gini = 0.444 samples = 3 value = [2, 1] 41335->41337 41342 x1_CO <= 0.5 gini = 0.5 samples = 232 value = [113, 119] 41341->41342 41497 gini = 0.0 samples = 3 value = [0, 3] 41341->41497 41343 x1_CA <= 0.5 gini = 0.5 samples = 226 value = [113, 113] 41342->41343 41496 gini = 0.0 samples = 6 value = [0, 6] 41342->41496 41344 x1_NY <= 0.5 gini = 0.493 samples = 173 value = [97, 76] 41343->41344 41461 x7_LA <= 0.5 gini = 0.422 samples = 53 value = [16, 37] 41343->41461 41345 x1_MA <= 0.5 gini = 0.494 samples = 168 value = [93, 75] 41344->41345 41458 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41344->41458 41346 x7_MD <= 0.5 gini = 0.497 samples = 148 value = [80, 68] 41345->41346 41443 x7_KY <= 0.5 gini = 0.455 samples = 20 value = [13, 7] 41345->41443 41347 x15_diabetes <= 0.5 gini = 0.496 samples = 143 value = [78, 65] 41346->41347 41440 log_spend <= 6.03 gini = 0.48 samples = 5 value = [2, 3] 41346->41440 41348 x1_FL <= 0.5 gini = 0.496 samples = 142 value = [77, 65] 41347->41348 41439 gini = 0.0 samples = 1 value = [1, 0] 41347->41439 41349 x15_Other <= 0.5 gini = 0.497 samples = 138 value = [74, 64] 41348->41349 41438 gini = 0.375 samples = 4 value = [3, 1] 41348->41438 41350 x7_MS <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 41349->41350 41363 x7_KS <= 0.5 gini = 0.48 samples = 120 value = [72, 48] 41349->41363 41351 x7_LA <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 41350->41351 41362 gini = 0.0 samples = 1 value = [0, 1] 41350->41362 41352 x7_FL <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 41351->41352 41361 gini = 0.0 samples = 2 value = [0, 2] 41351->41361 41353 x7_SC <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 41352->41353 41360 gini = 0.5 samples = 2 value = [1, 1] 41352->41360 41354 x7_GA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 41353->41354 41359 gini = 0.0 samples = 1 value = [0, 1] 41353->41359 41355 x7_TX <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 41354->41355 41358 gini = 0.0 samples = 1 value = [0, 1] 41354->41358 41356 gini = 0.0 samples = 9 value = [0, 9] 41355->41356 41357 gini = 0.5 samples = 2 value = [1, 1] 41355->41357 41364 x4_Cash or cash equivalent <= 0.5 gini = 0.471 samples = 116 value = [72, 44] 41363->41364 41437 gini = 0.0 samples = 4 value = [0, 4] 41363->41437 41365 x1_IN <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 41364->41365 41380 x7_WA <= 0.5 gini = 0.448 samples = 65 value = [22, 43] 41364->41380 41366 x7_MN <= 0.5 gini = 0.043 samples = 46 value = [45, 1] 41365->41366 41379 gini = 0.0 samples = 5 value = [5, 0] 41365->41379 41367 x7_AL <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 41366->41367 41378 gini = 0.0 samples = 1 value = [1, 0] 41366->41378 41368 x7_LA <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 41367->41368 41377 gini = 0.0 samples = 2 value = [2, 0] 41367->41377 41369 x7_IL <= 0.5 gini = 0.046 samples = 42 value = [41, 1] 41368->41369 41376 gini = 0.0 samples = 1 value = [1, 0] 41368->41376 41370 x7_NJ <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 41369->41370 41375 gini = 0.0 samples = 2 value = [2, 0] 41369->41375 41371 x1_NJ <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 41370->41371 41374 gini = 0.0 samples = 1 value = [1, 0] 41370->41374 41372 gini = 0.0 samples = 37 value = [37, 0] 41371->41372 41373 gini = 0.5 samples = 2 value = [1, 1] 41371->41373 41381 x7_CT <= 0.5 gini = 0.451 samples = 64 value = [22, 42] 41380->41381 41436 gini = 0.0 samples = 1 value = [0, 1] 41380->41436 41382 x7_GA <= 0.5 gini = 0.444 samples = 63 value = [21, 42] 41381->41382 41435 gini = 0.0 samples = 1 value = [1, 0] 41381->41435 41383 x1_IN <= 0.5 gini = 0.455 samples = 60 value = [21, 39] 41382->41383 41434 gini = 0.0 samples = 3 value = [0, 3] 41382->41434 41384 x7_ID <= 0.5 gini = 0.469 samples = 56 value = [21, 35] 41383->41384 41433 gini = 0.0 samples = 4 value = [0, 4] 41383->41433 41385 x7_OH <= 0.5 gini = 0.463 samples = 55 value = [20, 35] 41384->41385 41432 gini = 0.0 samples = 1 value = [1, 0] 41384->41432 41386 x7_LA <= 0.5 gini = 0.449 samples = 53 value = [18, 35] 41385->41386 41431 gini = 0.0 samples = 2 value = [2, 0] 41385->41431 41387 x7_AR <= 0.5 gini = 0.44 samples = 52 value = [17, 35] 41386->41387 41430 gini = 0.0 samples = 1 value = [1, 0] 41386->41430 41388 x7_WI <= 0.5 gini = 0.444 samples = 51 value = [17, 34] 41387->41388 41429 gini = 0.0 samples = 1 value = [0, 1] 41387->41429 41389 x7_TX <= 0.5 gini = 0.449 samples = 50 value = [17, 33] 41388->41389 41428 gini = 0.0 samples = 1 value = [0, 1] 41388->41428 41390 x7_TN <= 0.5 gini = 0.444 samples = 45 value = [15, 30] 41389->41390 41425 x16_oncol <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41389->41425 41391 x0_United States <= 0.5 gini = 0.449 samples = 44 value = [15, 29] 41390->41391 41424 gini = 0.0 samples = 1 value = [0, 1] 41390->41424 41392 gini = 0.0 samples = 2 value = [0, 2] 41391->41392 41393 x1_PA <= 0.5 gini = 0.459 samples = 42 value = [15, 27] 41391->41393 41394 x7_OR <= 0.5 gini = 0.47 samples = 37 value = [14, 23] 41393->41394 41421 x7_MS <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41393->41421 41395 x1_MN <= 0.5 gini = 0.461 samples = 36 value = [13, 23] 41394->41395 41420 gini = 0.0 samples = 1 value = [1, 0] 41394->41420 41396 x7_IL <= 0.5 gini = 0.499 samples = 21 value = [11, 10] 41395->41396 41413 log_spend <= 6.437 gini = 0.231 samples = 15 value = [2, 13] 41395->41413 41397 x7_CA <= 0.5 gini = 0.488 samples = 19 value = [11, 8] 41396->41397 41412 gini = 0.0 samples = 2 value = [0, 2] 41396->41412 41398 x7_UT <= 0.5 gini = 0.469 samples = 16 value = [10, 6] 41397->41398 41411 gini = 0.444 samples = 3 value = [1, 2] 41397->41411 41399 x1_NJ <= 0.5 gini = 0.48 samples = 15 value = [9, 6] 41398->41399 41410 gini = 0.0 samples = 1 value = [1, 0] 41398->41410 41400 x1_OH <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 41399->41400 41409 gini = 0.0 samples = 3 value = [3, 0] 41399->41409 41401 x7_FL <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 41400->41401 41408 gini = 0.375 samples = 4 value = [1, 3] 41400->41408 41402 x7_CO <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 41401->41402 41407 gini = 0.0 samples = 2 value = [2, 0] 41401->41407 41403 x7_MI <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41402->41403 41406 gini = 0.0 samples = 1 value = [1, 0] 41402->41406 41404 gini = 0.444 samples = 3 value = [2, 1] 41403->41404 41405 gini = 0.0 samples = 2 value = [0, 2] 41403->41405 41414 x7_VA <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 41413->41414 41419 gini = 0.0 samples = 7 value = [0, 7] 41413->41419 41415 log_spend <= 5.936 gini = 0.408 samples = 7 value = [2, 5] 41414->41415 41418 gini = 0.0 samples = 1 value = [0, 1] 41414->41418 41416 gini = 0.0 samples = 4 value = [0, 4] 41415->41416 41417 gini = 0.444 samples = 3 value = [2, 1] 41415->41417 41422 gini = 0.375 samples = 4 value = [1, 3] 41421->41422 41423 gini = 0.0 samples = 1 value = [0, 1] 41421->41423 41426 gini = 0.375 samples = 4 value = [1, 3] 41425->41426 41427 gini = 0.0 samples = 1 value = [1, 0] 41425->41427 41441 gini = 0.0 samples = 2 value = [2, 0] 41440->41441 41442 gini = 0.0 samples = 3 value = [0, 3] 41440->41442 41444 x7_TX <= 0.5 gini = 0.432 samples = 19 value = [13, 6] 41443->41444 41457 gini = 0.0 samples = 1 value = [0, 1] 41443->41457 41445 x7_MN <= 0.5 gini = 0.401 samples = 18 value = [13, 5] 41444->41445 41456 gini = 0.0 samples = 1 value = [0, 1] 41444->41456 41446 x15_Other <= 0.5 gini = 0.305 samples = 16 value = [13, 3] 41445->41446 41455 gini = 0.0 samples = 2 value = [0, 2] 41445->41455 41447 gini = 0.0 samples = 2 value = [2, 0] 41446->41447 41448 x7_AL <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 41446->41448 41449 x4_In-kind items and services <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 41448->41449 41454 gini = 0.0 samples = 1 value = [1, 0] 41448->41454 41450 x7_IL <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41449->41450 41453 gini = 0.0 samples = 8 value = [8, 0] 41449->41453 41451 gini = 0.375 samples = 4 value = [1, 3] 41450->41451 41452 gini = 0.0 samples = 1 value = [1, 0] 41450->41452 41459 gini = 0.0 samples = 1 value = [0, 1] 41458->41459 41460 gini = 0.0 samples = 4 value = [4, 0] 41458->41460 41462 x15_cardiology/vascular diseases <= 0.5 gini = 0.435 samples = 50 value = [16, 34] 41461->41462 41495 gini = 0.0 samples = 3 value = [0, 3] 41461->41495 41463 x7_TX <= 0.5 gini = 0.488 samples = 38 value = [16, 22] 41462->41463 41494 gini = 0.0 samples = 12 value = [0, 12] 41462->41494 41464 x4_In-kind items and services <= 0.5 gini = 0.484 samples = 34 value = [14, 20] 41463->41464 41493 gini = 0.5 samples = 4 value = [2, 2] 41463->41493 41465 x7_MA <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 41464->41465 41486 x16_cardio <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 41464->41486 41466 x7_MO <= 0.5 gini = 0.403 samples = 25 value = [7, 18] 41465->41466 41485 gini = 0.0 samples = 1 value = [1, 0] 41465->41485 41467 x7_OR <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 41466->41467 41484 gini = 0.0 samples = 1 value = [1, 0] 41466->41484 41468 x15_Other <= 0.5 gini = 0.386 samples = 23 value = [6, 17] 41467->41468 41483 gini = 0.0 samples = 1 value = [0, 1] 41467->41483 41469 gini = 0.0 samples = 3 value = [0, 3] 41468->41469 41470 x7_NY <= 0.5 gini = 0.42 samples = 20 value = [6, 14] 41468->41470 41471 log_spend <= 5.234 gini = 0.401 samples = 18 value = [5, 13] 41470->41471 41482 gini = 0.5 samples = 2 value = [1, 1] 41470->41482 41472 gini = 0.0 samples = 4 value = [4, 0] 41471->41472 41473 x7_CT <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 41471->41473 41474 x7_CO <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 41473->41474 41481 gini = 0.0 samples = 1 value = [0, 1] 41473->41481 41475 x7_IN <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 41474->41475 41480 gini = 0.0 samples = 1 value = [0, 1] 41474->41480 41476 log_spend <= 8.678 gini = 0.165 samples = 11 value = [1, 10] 41475->41476 41479 gini = 0.0 samples = 1 value = [0, 1] 41475->41479 41477 gini = 0.0 samples = 8 value = [0, 8] 41476->41477 41478 gini = 0.444 samples = 3 value = [1, 2] 41476->41478 41487 x7_IN <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 41486->41487 41492 gini = 0.0 samples = 1 value = [1, 0] 41486->41492 41488 log_spend <= 6.718 gini = 0.278 samples = 6 value = [5, 1] 41487->41488 41491 gini = 0.0 samples = 1 value = [0, 1] 41487->41491 41489 gini = 0.0 samples = 5 value = [5, 0] 41488->41489 41490 gini = 0.0 samples = 1 value = [0, 1] 41488->41490 41499 x14_8 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 41498->41499 41508 gini = 0.0 samples = 3 value = [3, 0] 41498->41508 41500 x13_2 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 41499->41500 41507 gini = 0.0 samples = 3 value = [3, 0] 41499->41507 41501 x7_CA <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 41500->41501 41506 gini = 0.0 samples = 4 value = [4, 0] 41500->41506 41502 x13_0 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41501->41502 41505 gini = 0.0 samples = 1 value = [1, 0] 41501->41505 41503 gini = 0.375 samples = 4 value = [3, 1] 41502->41503 41504 gini = 0.0 samples = 1 value = [1, 0] 41502->41504 41510 x14_8 <= 0.5 gini = 0.465 samples = 57 value = [36, 21] 41509->41510 41549 gini = 0.5 samples = 4 value = [2, 2] 41509->41549 41511 x14_7 <= 0.5 gini = 0.475 samples = 54 value = [33, 21] 41510->41511 41548 gini = 0.0 samples = 3 value = [3, 0] 41510->41548 41512 x13_4 <= 0.5 gini = 0.48 samples = 50 value = [30, 20] 41511->41512 41547 gini = 0.375 samples = 4 value = [3, 1] 41511->41547 41513 x1_MN <= 0.5 gini = 0.482 samples = 42 value = [25, 17] 41512->41513 41544 log_spend <= 7.523 gini = 0.469 samples = 8 value = [5, 3] 41512->41544 41514 x14_1 <= 0.5 gini = 0.48 samples = 35 value = [21, 14] 41513->41514 41539 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41513->41539 41515 x14_12 <= 0.5 gini = 0.487 samples = 31 value = [18, 13] 41514->41515 41538 gini = 0.375 samples = 4 value = [3, 1] 41514->41538 41516 x14_11 <= 0.5 gini = 0.49 samples = 28 value = [16, 12] 41515->41516 41537 gini = 0.444 samples = 3 value = [2, 1] 41515->41537 41517 x14_4 <= 0.5 gini = 0.493 samples = 25 value = [14, 11] 41516->41517 41536 gini = 0.444 samples = 3 value = [2, 1] 41516->41536 41518 x16_other <= 0.5 gini = 0.483 samples = 22 value = [13, 9] 41517->41518 41535 gini = 0.444 samples = 3 value = [1, 2] 41517->41535 41519 gini = 0.0 samples = 1 value = [1, 0] 41518->41519 41520 x14_9 <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 41518->41520 41521 x13_2 <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 41520->41521 41534 gini = 0.5 samples = 4 value = [2, 2] 41520->41534 41522 x13_3 <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 41521->41522 41529 x1_NJ <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 41521->41529 41523 x13_0 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 41522->41523 41528 gini = 0.5 samples = 2 value = [1, 1] 41522->41528 41524 gini = 0.0 samples = 2 value = [0, 2] 41523->41524 41525 x14_3 <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 41523->41525 41526 gini = 0.5 samples = 4 value = [2, 2] 41525->41526 41527 gini = 0.0 samples = 1 value = [1, 0] 41525->41527 41530 x14_6 <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 41529->41530 41533 gini = 0.0 samples = 1 value = [0, 1] 41529->41533 41531 gini = 0.0 samples = 6 value = [6, 0] 41530->41531 41532 gini = 0.0 samples = 1 value = [0, 1] 41530->41532 41540 x13_3 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 41539->41540 41543 gini = 0.0 samples = 1 value = [0, 1] 41539->41543 41541 gini = 0.375 samples = 4 value = [3, 1] 41540->41541 41542 gini = 0.5 samples = 2 value = [1, 1] 41540->41542 41545 gini = 0.0 samples = 5 value = [5, 0] 41544->41545 41546 gini = 0.0 samples = 3 value = [0, 3] 41544->41546 41551 x6_Belgium <= 0.5 gini = 0.381 samples = 203 value = [52, 151] 41550->41551 41686 x7_MO <= 0.5 gini = 0.465 samples = 19 value = [7, 12] 41550->41686 41552 x7_CO <= 0.5 gini = 0.386 samples = 199 value = [52, 147] 41551->41552 41685 gini = 0.0 samples = 4 value = [0, 4] 41551->41685 41553 x14_8 <= 0.5 gini = 0.376 samples = 195 value = [49, 146] 41552->41553 41684 gini = 0.375 samples = 4 value = [3, 1] 41552->41684 41554 x14_4 <= 0.5 gini = 0.37 samples = 184 value = [45, 139] 41553->41554 41675 x7_NC <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 41553->41675 41555 x14_12 <= 0.5 gini = 0.362 samples = 173 value = [41, 132] 41554->41555 41666 x7_AZ <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 41554->41666 41556 x4_In-kind items and services <= 0.5 gini = 0.353 samples = 144 value = [33, 111] 41555->41556 41641 x7_TX <= 0.5 gini = 0.4 samples = 29 value = [8, 21] 41555->41641 41557 x7_WI <= 0.5 gini = 0.42 samples = 100 value = [30, 70] 41556->41557 41622 x14_3 <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 41556->41622 41558 x7_IL <= 0.5 gini = 0.419 samples = 97 value = [29, 68] 41557->41558 41621 gini = 0.444 samples = 3 value = [1, 2] 41557->41621 41559 x14_5 <= 0.5 gini = 0.432 samples = 92 value = [29, 63] 41558->41559 41620 gini = 0.0 samples = 5 value = [0, 5] 41558->41620 41560 log_spend <= 5.787 gini = 0.415 samples = 85 value = [25, 60] 41559->41560 41613 x13_2 <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41559->41613 41561 x7_IN <= 0.5 gini = 0.219 samples = 24 value = [21, 3] 41560->41561 41576 x7_VA <= 0.5 gini = 0.123 samples = 61 value = [4, 57] 41560->41576 41562 x7_AL <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 41561->41562 41575 gini = 0.0 samples = 2 value = [2, 0] 41561->41575 41563 x7_MA <= 0.5 gini = 0.255 samples = 20 value = [17, 3] 41562->41563 41574 gini = 0.0 samples = 2 value = [2, 0] 41562->41574 41564 x13_4 <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 41563->41564 41573 gini = 0.0 samples = 1 value = [1, 0] 41563->41573 41565 x14_3 <= 0.5 gini = 0.278 samples = 18 value = [15, 3] 41564->41565 41572 gini = 0.0 samples = 1 value = [1, 0] 41564->41572 41566 x7_TX <= 0.5 gini = 0.337 samples = 14 value = [11, 3] 41565->41566 41571 gini = 0.0 samples = 4 value = [4, 0] 41565->41571 41567 log_spend <= 5.119 gini = 0.32 samples = 10 value = [8, 2] 41566->41567 41570 gini = 0.375 samples = 4 value = [3, 1] 41566->41570 41568 gini = 0.0 samples = 7 value = [7, 0] 41567->41568 41569 gini = 0.444 samples = 3 value = [1, 2] 41567->41569 41577 x13_3 <= 0.5 gini = 0.126 samples = 59 value = [4, 55] 41576->41577 41612 gini = 0.0 samples = 2 value = [0, 2] 41576->41612 41578 x7_IA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 41577->41578 41593 x7_MA <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 41577->41593 41579 x13_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 41578->41579 41592 gini = 0.0 samples = 3 value = [0, 3] 41578->41592 41580 x7_NY <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 41579->41580 41591 gini = 0.0 samples = 3 value = [0, 3] 41579->41591 41581 x14_7 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 41580->41581 41590 gini = 0.0 samples = 1 value = [0, 1] 41580->41590 41582 x14_6 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 41581->41582 41589 gini = 0.0 samples = 1 value = [0, 1] 41581->41589 41583 x13_2 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 41582->41583 41588 gini = 0.0 samples = 9 value = [0, 9] 41582->41588 41584 gini = 0.0 samples = 4 value = [0, 4] 41583->41584 41585 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 41583->41585 41586 gini = 0.5 samples = 2 value = [1, 1] 41585->41586 41587 gini = 0.0 samples = 5 value = [0, 5] 41585->41587 41594 x14_9 <= 0.5 gini = 0.18 samples = 30 value = [3, 27] 41593->41594 41611 gini = 0.0 samples = 1 value = [0, 1] 41593->41611 41595 x15_Other <= 0.5 gini = 0.227 samples = 23 value = [3, 20] 41594->41595 41610 gini = 0.0 samples = 7 value = [0, 7] 41594->41610 41596 log_spend <= 7.548 gini = 0.408 samples = 7 value = [2, 5] 41595->41596 41603 x14_11 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 41595->41603 41597 x7_KY <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 41596->41597 41602 gini = 0.0 samples = 1 value = [1, 0] 41596->41602 41598 log_spend <= 6.76 gini = 0.32 samples = 5 value = [1, 4] 41597->41598 41601 gini = 0.0 samples = 1 value = [0, 1] 41597->41601 41599 gini = 0.5 samples = 2 value = [1, 1] 41598->41599 41600 gini = 0.0 samples = 3 value = [0, 3] 41598->41600 41604 x7_NJ <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 41603->41604 41609 gini = 0.0 samples = 1 value = [0, 1] 41603->41609 41605 x7_NC <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 41604->41605 41608 gini = 0.0 samples = 4 value = [0, 4] 41604->41608 41606 gini = 0.0 samples = 9 value = [0, 9] 41605->41606 41607 gini = 0.5 samples = 2 value = [1, 1] 41605->41607 41614 x13_0 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 41613->41614 41619 gini = 0.0 samples = 1 value = [1, 0] 41613->41619 41615 x7_MD <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 41614->41615 41618 gini = 0.0 samples = 1 value = [0, 1] 41614->41618 41616 gini = 0.5 samples = 4 value = [2, 2] 41615->41616 41617 gini = 0.0 samples = 1 value = [1, 0] 41615->41617 41623 x13_2 <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 41622->41623 41634 x7_OH <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 41622->41634 41624 x13_6 <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 41623->41624 41633 gini = 0.0 samples = 4 value = [0, 4] 41623->41633 41625 x13_3 <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 41624->41625 41632 gini = 0.0 samples = 1 value = [1, 0] 41624->41632 41626 x14_10 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 41625->41626 41631 gini = 0.0 samples = 8 value = [0, 8] 41625->41631 41627 log_spend <= 6.551 gini = 0.142 samples = 13 value = [1, 12] 41626->41627 41630 gini = 0.0 samples = 8 value = [0, 8] 41626->41630 41628 gini = 0.375 samples = 4 value = [1, 3] 41627->41628 41629 gini = 0.0 samples = 9 value = [0, 9] 41627->41629 41635 x7_CT <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 41634->41635 41640 gini = 0.0 samples = 2 value = [0, 2] 41634->41640 41636 log_spend <= 5.475 gini = 0.278 samples = 6 value = [1, 5] 41635->41636 41639 gini = 0.0 samples = 2 value = [0, 2] 41635->41639 41637 gini = 0.0 samples = 1 value = [1, 0] 41636->41637 41638 gini = 0.0 samples = 5 value = [0, 5] 41636->41638 41642 x7_FL <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 41641->41642 41665 gini = 0.0 samples = 3 value = [0, 3] 41641->41665 41643 x4_In-kind items and services <= 0.5 gini = 0.444 samples = 24 value = [8, 16] 41642->41643 41664 gini = 0.0 samples = 2 value = [0, 2] 41642->41664 41644 x15_cardiology/vascular diseases <= 0.5 gini = 0.475 samples = 18 value = [7, 11] 41643->41644 41659 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 41643->41659 41645 x13_0 <= 0.5 gini = 0.498 samples = 15 value = [7, 8] 41644->41645 41658 gini = 0.0 samples = 3 value = [0, 3] 41644->41658 41646 x13_3 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 41645->41646 41657 gini = 0.5 samples = 2 value = [1, 1] 41645->41657 41647 x7_GA <= 0.5 gini = 0.469 samples = 8 value = [5, 3] 41646->41647 41654 x7_NJ <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41646->41654 41648 x7_UT <= 0.5 gini = 0.49 samples = 7 value = [4, 3] 41647->41648 41653 gini = 0.0 samples = 1 value = [1, 0] 41647->41653 41649 x7_KY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 41648->41649 41652 gini = 0.0 samples = 1 value = [0, 1] 41648->41652 41650 gini = 0.375 samples = 4 value = [3, 1] 41649->41650 41651 gini = 0.5 samples = 2 value = [1, 1] 41649->41651 41655 gini = 0.444 samples = 3 value = [1, 2] 41654->41655 41656 gini = 0.0 samples = 2 value = [0, 2] 41654->41656 41660 x13_3 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41659->41660 41663 gini = 0.0 samples = 1 value = [0, 1] 41659->41663 41661 gini = 0.375 samples = 4 value = [1, 3] 41660->41661 41662 gini = 0.0 samples = 1 value = [0, 1] 41660->41662 41667 x7_OH <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 41666->41667 41674 gini = 0.0 samples = 1 value = [0, 1] 41666->41674 41668 x4_In-kind items and services <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 41667->41668 41673 gini = 0.0 samples = 1 value = [0, 1] 41667->41673 41669 log_spend <= 6.235 gini = 0.32 samples = 5 value = [4, 1] 41668->41669 41672 gini = 0.0 samples = 4 value = [0, 4] 41668->41672 41670 gini = 0.0 samples = 3 value = [3, 0] 41669->41670 41671 gini = 0.5 samples = 2 value = [1, 1] 41669->41671 41676 x7_CA <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 41675->41676 41683 gini = 0.0 samples = 1 value = [1, 0] 41675->41683 41677 x13_1 <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 41676->41677 41682 gini = 0.0 samples = 1 value = [0, 1] 41676->41682 41678 x13_3 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 41677->41678 41681 gini = 0.375 samples = 4 value = [1, 3] 41677->41681 41679 gini = 0.444 samples = 3 value = [2, 1] 41678->41679 41680 gini = 0.0 samples = 2 value = [0, 2] 41678->41680 41687 x7_CA <= 0.5 gini = 0.457 samples = 17 value = [6, 11] 41686->41687 41696 gini = 0.5 samples = 2 value = [1, 1] 41686->41696 41688 x7_KS <= 0.5 gini = 0.391 samples = 15 value = [4, 11] 41687->41688 41695 gini = 0.0 samples = 2 value = [2, 0] 41687->41695 41689 x7_VA <= 0.5 gini = 0.337 samples = 14 value = [3, 11] 41688->41689 41694 gini = 0.0 samples = 1 value = [1, 0] 41688->41694 41690 log_spend <= 5.112 gini = 0.26 samples = 13 value = [2, 11] 41689->41690 41693 gini = 0.0 samples = 1 value = [1, 0] 41689->41693 41691 gini = 0.0 samples = 2 value = [2, 0] 41690->41691 41692 gini = 0.0 samples = 11 value = [0, 11] 41690->41692 41698 x5_Device <= 0.5 gini = 0.468 samples = 2294 value = [1436, 858] 41697->41698 42701 x5_Device <= 0.5 gini = 0.489 samples = 117 value = [50, 67] 41697->42701 41699 x0_Netherlands <= 0.5 gini = 0.499 samples = 1463 value = [769, 694] 41698->41699 42386 x4_In-kind items and services <= 0.5 gini = 0.317 samples = 831 value = [667, 164] 41698->42386 41700 x0_Austria <= 0.5 gini = 0.497 samples = 1420 value = [769, 651] 41699->41700 42385 gini = 0.0 samples = 43 value = [0, 43] 41699->42385 41701 x1_IL <= 0.5 gini = 0.495 samples = 1398 value = [769, 629] 41700->41701 42384 gini = 0.0 samples = 22 value = [0, 22] 41700->42384 41702 log_spend <= 5.514 gini = 0.497 samples = 1346 value = [727, 619] 41701->41702 42349 x7_NC <= 0.5 gini = 0.311 samples = 52 value = [42, 10] 41701->42349 41703 x14_12 <= 0.5 gini = 0.394 samples = 697 value = [509, 188] 41702->41703 42012 x1_NA <= 0.5 gini = 0.446 samples = 649 value = [218, 431] 41702->42012 41704 x9_597 <= 0.5 gini = 0.402 samples = 672 value = [485, 187] 41703->41704 42005 x12_100000000228 <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 41703->42005 41705 x10_710 <= 0.5 gini = 0.385 samples = 641 value = [474, 167] 41704->41705 41996 x1_NA <= 0.5 gini = 0.458 samples = 31 value = [11, 20] 41704->41996 41706 x12_100000000255 <= 0.5 gini = 0.373 samples = 628 value = [472, 156] 41705->41706 41991 x17_other <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 41705->41991 41707 x15_oncology <= 0.5 gini = 0.367 samples = 620 value = [470, 150] 41706->41707 41988 x14_6 <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 41706->41988 41708 x11_30 <= 0.5 gini = 0.343 samples = 547 value = [427, 120] 41707->41708 41963 log_spend <= 5.01 gini = 0.484 samples = 73 value = [43, 30] 41707->41963 41709 x17_merck <= 0.5 gini = 0.357 samples = 486 value = [373, 113] 41708->41709 41940 x12_100000000232 <= 0.5 gini = 0.203 samples = 61 value = [54, 7] 41708->41940 41710 x0_United States <= 0.5 gini = 0.332 samples = 466 value = [368, 98] 41709->41710 41921 x15_Other <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 41709->41921 41711 gini = 0.0 samples = 8 value = [8, 0] 41710->41711 41712 x10_0 <= 0.5 gini = 0.336 samples = 458 value = [360, 98] 41710->41712 41713 x12_100000000144 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 41712->41713 41728 log_spend <= 3.836 gini = 0.343 samples = 442 value = [345, 97] 41712->41728 41714 x1_MA <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 41713->41714 41727 gini = 0.0 samples = 2 value = [2, 0] 41713->41727 41715 gini = 0.0 samples = 4 value = [4, 0] 41714->41715 41716 x7_MO <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 41714->41716 41717 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 41716->41717 41726 gini = 0.0 samples = 1 value = [1, 0] 41716->41726 41718 x7_VA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 41717->41718 41725 gini = 0.0 samples = 2 value = [2, 0] 41717->41725 41719 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 41718->41719 41724 gini = 0.0 samples = 1 value = [1, 0] 41718->41724 41720 x7_WA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41719->41720 41723 gini = 0.0 samples = 1 value = [1, 0] 41719->41723 41721 gini = 0.444 samples = 3 value = [2, 1] 41720->41721 41722 gini = 0.0 samples = 2 value = [2, 0] 41720->41722 41729 x7_NJ <= 0.5 gini = 0.454 samples = 129 value = [84, 45] 41728->41729 41788 x16_other <= 0.5 gini = 0.277 samples = 313 value = [261, 52] 41728->41788 41730 x7_FL <= 0.5 gini = 0.446 samples = 122 value = [81, 41] 41729->41730 41781 x1_VA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 41729->41781 41731 x7_OK <= 0.5 gini = 0.43 samples = 112 value = [77, 35] 41730->41731 41774 x1_NJ <= 0.5 gini = 0.48 samples = 10 value = [4, 6] 41730->41774 41732 x15_respiratory <= 0.5 gini = 0.432 samples = 111 value = [76, 35] 41731->41732 41773 gini = 0.0 samples = 1 value = [1, 0] 41731->41773 41733 x7_DC <= 0.5 gini = 0.444 samples = 105 value = [70, 35] 41732->41733 41772 gini = 0.0 samples = 6 value = [6, 0] 41732->41772 41734 x16_other <= 0.5 gini = 0.431 samples = 102 value = [70, 32] 41733->41734 41771 gini = 0.0 samples = 3 value = [0, 3] 41733->41771 41735 x7_LA <= 0.5 gini = 0.231 samples = 45 value = [39, 6] 41734->41735 41748 x17_pfizer <= 0.5 gini = 0.496 samples = 57 value = [31, 26] 41734->41748 41736 x9_0 <= 0.5 gini = 0.236 samples = 44 value = [38, 6] 41735->41736 41747 gini = 0.0 samples = 1 value = [1, 0] 41735->41747 41737 x15_diabetes <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 41736->41737 41742 x16_oncol <= 0.5 gini = 0.051 samples = 38 value = [37, 1] 41736->41742 41738 gini = 0.0 samples = 1 value = [0, 1] 41737->41738 41739 x14_7 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41737->41739 41740 gini = 0.0 samples = 1 value = [1, 0] 41739->41740 41741 gini = 0.0 samples = 4 value = [0, 4] 41739->41741 41743 x4_In-kind items and services <= 0.5 gini = 0.053 samples = 37 value = [36, 1] 41742->41743 41746 gini = 0.0 samples = 1 value = [1, 0] 41742->41746 41744 gini = 0.5 samples = 2 value = [1, 1] 41743->41744 41745 gini = 0.0 samples = 35 value = [35, 0] 41743->41745 41749 x7_LA <= 0.5 gini = 0.416 samples = 44 value = [31, 13] 41748->41749 41770 gini = 0.0 samples = 13 value = [0, 13] 41748->41770 41750 x12_100000000278 <= 0.5 gini = 0.427 samples = 42 value = [29, 13] 41749->41750 41769 gini = 0.0 samples = 2 value = [2, 0] 41749->41769 41751 x11_0 <= 0.5 gini = 0.439 samples = 40 value = [27, 13] 41750->41751 41768 gini = 0.0 samples = 2 value = [2, 0] 41750->41768 41752 x7_TX <= 0.5 gini = 0.32 samples = 15 value = [12, 3] 41751->41752 41761 x14_1 <= 0.5 gini = 0.48 samples = 25 value = [15, 10] 41751->41761 41753 x7_MD <= 0.5 gini = 0.375 samples = 12 value = [9, 3] 41752->41753 41760 gini = 0.0 samples = 3 value = [3, 0] 41752->41760 41754 x4_Cash or cash equivalent <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 41753->41754 41759 gini = 0.0 samples = 1 value = [0, 1] 41753->41759 41755 gini = 0.0 samples = 5 value = [5, 0] 41754->41755 41756 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 41754->41756 41757 gini = 0.375 samples = 4 value = [3, 1] 41756->41757 41758 gini = 0.5 samples = 2 value = [1, 1] 41756->41758 41762 gini = 0.0 samples = 14 value = [14, 0] 41761->41762 41763 x7_NC <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 41761->41763 41764 log_spend <= 3.757 gini = 0.18 samples = 10 value = [1, 9] 41763->41764 41767 gini = 0.0 samples = 1 value = [0, 1] 41763->41767 41765 gini = 0.0 samples = 1 value = [1, 0] 41764->41765 41766 gini = 0.0 samples = 9 value = [0, 9] 41764->41766 41775 x1_MA <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 41774->41775 41778 x14_10 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41774->41778 41776 gini = 0.0 samples = 2 value = [0, 2] 41775->41776 41777 gini = 0.0 samples = 3 value = [3, 0] 41775->41777 41779 gini = 0.0 samples = 4 value = [0, 4] 41778->41779 41780 gini = 0.0 samples = 1 value = [1, 0] 41778->41780 41782 x5_Drug <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 41781->41782 41787 gini = 0.0 samples = 1 value = [1, 0] 41781->41787 41783 gini = 0.0 samples = 1 value = [1, 0] 41782->41783 41784 x17_pfizer <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41782->41784 41785 gini = 0.5 samples = 2 value = [1, 1] 41784->41785 41786 gini = 0.0 samples = 3 value = [0, 3] 41784->41786 41789 x11_1 <= 0.5 gini = 0.325 samples = 132 value = [105, 27] 41788->41789 41838 x7_MD <= 0.5 gini = 0.238 samples = 181 value = [156, 25] 41788->41838 41790 x17_other <= 0.5 gini = 0.278 samples = 78 value = [65, 13] 41789->41790 41819 x4_In-kind items and services <= 0.5 gini = 0.384 samples = 54 value = [40, 14] 41789->41819 41791 x1_NJ <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 41790->41791 41798 x9_78 <= 0.5 gini = 0.18 samples = 60 value = [54, 6] 41790->41798 41792 gini = 0.0 samples = 5 value = [5, 0] 41791->41792 41793 x11_15 <= 0.5 gini = 0.497 samples = 13 value = [6, 7] 41791->41793 41794 x5_Biological <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 41793->41794 41797 gini = 0.0 samples = 3 value = [3, 0] 41793->41797 41795 gini = 0.0 samples = 7 value = [0, 7] 41794->41795 41796 gini = 0.0 samples = 3 value = [3, 0] 41794->41796 41799 x7_TX <= 0.5 gini = 0.043 samples = 45 value = [44, 1] 41798->41799 41802 x5_Biological <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 41798->41802 41800 gini = 0.0 samples = 43 value = [43, 0] 41799->41800 41801 gini = 0.5 samples = 2 value = [1, 1] 41799->41801 41803 x14_2 <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 41802->41803 41818 gini = 0.0 samples = 1 value = [0, 1] 41802->41818 41804 x7_MI <= 0.5 gini = 0.426 samples = 13 value = [9, 4] 41803->41804 41817 gini = 0.0 samples = 1 value = [1, 0] 41803->41817 41805 x7_TN <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 41804->41805 41816 gini = 0.0 samples = 1 value = [1, 0] 41804->41816 41806 x4_In-kind items and services <= 0.5 gini = 0.397 samples = 11 value = [8, 3] 41805->41806 41815 gini = 0.0 samples = 1 value = [0, 1] 41805->41815 41807 gini = 0.0 samples = 2 value = [2, 0] 41806->41807 41808 x14_4 <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 41806->41808 41809 gini = 0.444 samples = 3 value = [1, 2] 41808->41809 41810 x7_FL <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 41808->41810 41811 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41810->41811 41814 gini = 0.0 samples = 1 value = [1, 0] 41810->41814 41812 gini = 0.0 samples = 4 value = [4, 0] 41811->41812 41813 gini = 0.0 samples = 1 value = [0, 1] 41811->41813 41820 x14_7 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 41819->41820 41827 x15_immunology <= 0.5 gini = 0.172 samples = 42 value = [38, 4] 41819->41827 41821 x14_4 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41820->41821 41824 x16_oncol <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 41820->41824 41822 gini = 0.444 samples = 3 value = [1, 2] 41821->41822 41823 gini = 0.0 samples = 2 value = [0, 2] 41821->41823 41825 gini = 0.0 samples = 1 value = [1, 0] 41824->41825 41826 gini = 0.0 samples = 6 value = [0, 6] 41824->41826 41828 x14_3 <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 41827->41828 41835 x1_MA <= 0.5 gini = 0.095 samples = 20 value = [19, 1] 41827->41835 41829 x7_NY <= 0.5 gini = 0.245 samples = 21 value = [18, 3] 41828->41829 41834 gini = 0.0 samples = 1 value = [1, 0] 41828->41834 41830 log_spend <= 5.059 gini = 0.188 samples = 19 value = [17, 2] 41829->41830 41833 gini = 0.5 samples = 2 value = [1, 1] 41829->41833 41831 gini = 0.0 samples = 15 value = [15, 0] 41830->41831 41832 gini = 0.5 samples = 4 value = [2, 2] 41830->41832 41836 gini = 0.5 samples = 2 value = [1, 1] 41835->41836 41837 gini = 0.0 samples = 18 value = [18, 0] 41835->41837 41839 x1_MD <= 0.5 gini = 0.246 samples = 174 value = [149, 25] 41838->41839 41920 gini = 0.0 samples = 7 value = [7, 0] 41838->41920 41840 x5_Biological <= 0.5 gini = 0.256 samples = 166 value = [141, 25] 41839->41840 41919 gini = 0.0 samples = 8 value = [8, 0] 41839->41919 41841 x17_other <= 0.5 gini = 0.169 samples = 129 value = [117, 12] 41840->41841 41884 x11_20 <= 0.5 gini = 0.456 samples = 37 value = [24, 13] 41840->41884 41842 x7_CA <= 0.5 gini = 0.408 samples = 7 value = [5, 2] 41841->41842 41847 x14_5 <= 0.5 gini = 0.15 samples = 122 value = [112, 10] 41841->41847 41843 x17_pfizer <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 41842->41843 41846 gini = 0.0 samples = 1 value = [0, 1] 41842->41846 41844 gini = 0.444 samples = 3 value = [2, 1] 41843->41844 41845 gini = 0.0 samples = 3 value = [3, 0] 41843->41845 41848 x11_1 <= 0.5 gini = 0.163 samples = 112 value = [102, 10] 41847->41848 41883 gini = 0.0 samples = 10 value = [10, 0] 41847->41883 41849 x7_OH <= 0.5 gini = 0.242 samples = 71 value = [61, 10] 41848->41849 41882 gini = 0.0 samples = 41 value = [41, 0] 41848->41882 41850 x11_0 <= 0.5 gini = 0.257 samples = 66 value = [56, 10] 41849->41850 41881 gini = 0.0 samples = 5 value = [5, 0] 41849->41881 41851 x1_CA <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 41850->41851 41856 x7_IA <= 0.5 gini = 0.295 samples = 50 value = [41, 9] 41850->41856 41852 gini = 0.0 samples = 11 value = [11, 0] 41851->41852 41853 x7_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41851->41853 41854 gini = 0.375 samples = 4 value = [3, 1] 41853->41854 41855 gini = 0.0 samples = 1 value = [1, 0] 41853->41855 41857 x14_10 <= 0.5 gini = 0.3 samples = 49 value = [40, 9] 41856->41857 41880 gini = 0.0 samples = 1 value = [1, 0] 41856->41880 41858 x12_100000000228 <= 0.5 gini = 0.31 samples = 47 value = [38, 9] 41857->41858 41879 gini = 0.0 samples = 2 value = [2, 0] 41857->41879 41859 x15_dermatology <= 0.5 gini = 0.325 samples = 44 value = [35, 9] 41858->41859 41878 gini = 0.0 samples = 3 value = [3, 0] 41858->41878 41860 x1_CA <= 0.5 gini = 0.382 samples = 35 value = [26, 9] 41859->41860 41877 gini = 0.0 samples = 9 value = [9, 0] 41859->41877 41861 x7_CT <= 0.5 gini = 0.444 samples = 27 value = [18, 9] 41860->41861 41876 gini = 0.0 samples = 8 value = [8, 0] 41860->41876 41862 x14_2 <= 0.5 gini = 0.453 samples = 26 value = [17, 9] 41861->41862 41875 gini = 0.0 samples = 1 value = [1, 0] 41861->41875 41863 x14_9 <= 0.5 gini = 0.461 samples = 25 value = [16, 9] 41862->41863 41874 gini = 0.0 samples = 1 value = [1, 0] 41862->41874 41864 x1_MA <= 0.5 gini = 0.49 samples = 21 value = [12, 9] 41863->41864 41873 gini = 0.0 samples = 4 value = [4, 0] 41863->41873 41865 x1_NJ <= 0.5 gini = 0.5 samples = 18 value = [9, 9] 41864->41865 41872 gini = 0.0 samples = 3 value = [3, 0] 41864->41872 41866 gini = 0.0 samples = 5 value = [5, 0] 41865->41866 41867 x12_100000000278 <= 0.5 gini = 0.426 samples = 13 value = [4, 9] 41865->41867 41868 log_spend <= 4.404 gini = 0.375 samples = 12 value = [3, 9] 41867->41868 41871 gini = 0.0 samples = 1 value = [1, 0] 41867->41871 41869 gini = 0.375 samples = 4 value = [3, 1] 41868->41869 41870 gini = 0.0 samples = 8 value = [0, 8] 41868->41870 41885 x14_11 <= 0.5 gini = 0.444 samples = 36 value = [24, 12] 41884->41885 41918 gini = 0.0 samples = 1 value = [0, 1] 41884->41918 41886 x7_CA <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 41885->41886 41911 x1_NJ <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 41885->41911 41887 x12_100000000228 <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 41886->41887 41910 gini = 0.0 samples = 2 value = [2, 0] 41886->41910 41888 x9_69 <= 0.5 gini = 0.475 samples = 18 value = [11, 7] 41887->41888 41903 x7_MO <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 41887->41903 41889 x4_In-kind items and services <= 0.5 gini = 0.484 samples = 17 value = [10, 7] 41888->41889 41902 gini = 0.0 samples = 1 value = [1, 0] 41888->41902 41890 x7_FL <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 41889->41890 41895 x11_1 <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 41889->41895 41891 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 41890->41891 41894 gini = 0.0 samples = 1 value = [1, 0] 41890->41894 41892 gini = 0.0 samples = 5 value = [0, 5] 41891->41892 41893 gini = 0.0 samples = 1 value = [1, 0] 41891->41893 41896 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 41895->41896 41901 gini = 0.5 samples = 2 value = [1, 1] 41895->41901 41897 gini = 0.0 samples = 1 value = [1, 0] 41896->41897 41898 x7_PA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 41896->41898 41899 gini = 0.0 samples = 6 value = [6, 0] 41898->41899 41900 gini = 0.0 samples = 1 value = [0, 1] 41898->41900 41904 x4_In-kind items and services <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 41903->41904 41909 gini = 0.0 samples = 1 value = [1, 0] 41903->41909 41905 gini = 0.0 samples = 2 value = [2, 0] 41904->41905 41906 x14_6 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 41904->41906 41907 gini = 0.375 samples = 4 value = [3, 1] 41906->41907 41908 gini = 0.0 samples = 1 value = [1, 0] 41906->41908 41912 x4_Cash or cash equivalent <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 41911->41912 41917 gini = 0.0 samples = 1 value = [1, 0] 41911->41917 41913 gini = 0.0 samples = 2 value = [2, 0] 41912->41913 41914 x7_NY <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41912->41914 41915 gini = 0.0 samples = 4 value = [0, 4] 41914->41915 41916 gini = 0.0 samples = 1 value = [1, 0] 41914->41916 41922 x7_OH <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 41921->41922 41929 x14_10 <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 41921->41929 41923 x14_3 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 41922->41923 41928 gini = 0.0 samples = 1 value = [0, 1] 41922->41928 41924 x15_respiratory <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 41923->41924 41927 gini = 0.0 samples = 2 value = [0, 2] 41923->41927 41925 gini = 0.375 samples = 4 value = [1, 3] 41924->41925 41926 gini = 0.0 samples = 1 value = [0, 1] 41924->41926 41930 x5_Biological <= 0.5 gini = 0.463 samples = 11 value = [4, 7] 41929->41930 41939 gini = 0.0 samples = 1 value = [0, 1] 41929->41939 41931 x7_RI <= 0.5 gini = 0.42 samples = 10 value = [3, 7] 41930->41931 41938 gini = 0.0 samples = 1 value = [1, 0] 41930->41938 41932 x7_GA <= 0.5 gini = 0.444 samples = 9 value = [3, 6] 41931->41932 41937 gini = 0.0 samples = 1 value = [0, 1] 41931->41937 41933 x11_0 <= 0.5 gini = 0.469 samples = 8 value = [3, 5] 41932->41933 41936 gini = 0.0 samples = 1 value = [0, 1] 41932->41936 41934 gini = 0.0 samples = 3 value = [3, 0] 41933->41934 41935 gini = 0.0 samples = 5 value = [0, 5] 41933->41935 41941 x14_4 <= 0.5 gini = 0.283 samples = 41 value = [34, 7] 41940->41941 41962 gini = 0.0 samples = 20 value = [20, 0] 41940->41962 41942 x17_janssen <= 0.5 gini = 0.224 samples = 39 value = [34, 5] 41941->41942 41961 gini = 0.0 samples = 2 value = [0, 2] 41941->41961 41943 x7_OH <= 0.5 gini = 0.153 samples = 36 value = [33, 3] 41942->41943 41960 gini = 0.444 samples = 3 value = [1, 2] 41942->41960 41944 x7_TX <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 41943->41944 41959 gini = 0.0 samples = 2 value = [2, 0] 41943->41959 41945 x12_0 <= 0.5 gini = 0.121 samples = 31 value = [29, 2] 41944->41945 41958 gini = 0.444 samples = 3 value = [2, 1] 41944->41958 41946 x1_NJ <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 41945->41946 41949 x4_Cash or cash equivalent <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 41945->41949 41947 gini = 0.5 samples = 2 value = [1, 1] 41946->41947 41948 gini = 0.0 samples = 10 value = [10, 0] 41946->41948 41950 x0_United States <= 0.5 gini = 0.105 samples = 18 value = [17, 1] 41949->41950 41957 gini = 0.0 samples = 1 value = [1, 0] 41949->41957 41951 gini = 0.0 samples = 2 value = [2, 0] 41950->41951 41952 x7_SC <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 41950->41952 41953 x7_MO <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 41952->41953 41956 gini = 0.0 samples = 1 value = [1, 0] 41952->41956 41954 gini = 0.0 samples = 14 value = [14, 0] 41953->41954 41955 gini = 0.0 samples = 1 value = [0, 1] 41953->41955 41964 x7_TX <= 0.5 gini = 0.38 samples = 47 value = [35, 12] 41963->41964 41979 x17_pfizer <= 0.5 gini = 0.426 samples = 26 value = [8, 18] 41963->41979 41965 x9_69 <= 0.5 gini = 0.402 samples = 43 value = [31, 12] 41964->41965 41978 gini = 0.0 samples = 4 value = [4, 0] 41964->41978 41966 x7_CA <= 0.5 gini = 0.161 samples = 34 value = [31, 3] 41965->41966 41977 gini = 0.0 samples = 9 value = [0, 9] 41965->41977 41967 x14_10 <= 0.5 gini = 0.204 samples = 26 value = [23, 3] 41966->41967 41976 gini = 0.0 samples = 8 value = [8, 0] 41966->41976 41968 x14_3 <= 0.5 gini = 0.236 samples = 22 value = [19, 3] 41967->41968 41975 gini = 0.0 samples = 4 value = [4, 0] 41967->41975 41969 x14_11 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 41968->41969 41974 gini = 0.444 samples = 3 value = [2, 1] 41968->41974 41970 x14_7 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 41969->41970 41973 gini = 0.0 samples = 2 value = [2, 0] 41969->41973 41971 gini = 0.0 samples = 13 value = [13, 0] 41970->41971 41972 gini = 0.5 samples = 4 value = [2, 2] 41970->41972 41980 x7_NJ <= 0.5 gini = 0.375 samples = 24 value = [6, 18] 41979->41980 41987 gini = 0.0 samples = 2 value = [2, 0] 41979->41987 41981 x7_TX <= 0.5 gini = 0.245 samples = 21 value = [3, 18] 41980->41981 41986 gini = 0.0 samples = 3 value = [3, 0] 41980->41986 41982 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 15 value = [3, 12] 41981->41982 41985 gini = 0.0 samples = 6 value = [0, 6] 41981->41985 41983 gini = 0.0 samples = 12 value = [0, 12] 41982->41983 41984 gini = 0.0 samples = 3 value = [3, 0] 41982->41984 41989 gini = 0.0 samples = 6 value = [0, 6] 41988->41989 41990 gini = 0.0 samples = 2 value = [2, 0] 41988->41990 41992 log_spend <= 3.922 gini = 0.153 samples = 12 value = [1, 11] 41991->41992 41995 gini = 0.0 samples = 1 value = [1, 0] 41991->41995 41993 gini = 0.5 samples = 2 value = [1, 1] 41992->41993 41994 gini = 0.0 samples = 10 value = [0, 10] 41992->41994 41997 log_spend <= 4.582 gini = 0.391 samples = 15 value = [11, 4] 41996->41997 42004 gini = 0.0 samples = 16 value = [0, 16] 41996->42004 41998 x7_FL <= 0.5 gini = 0.153 samples = 12 value = [11, 1] 41997->41998 42003 gini = 0.0 samples = 3 value = [0, 3] 41997->42003 41999 x16_diab <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 41998->41999 42002 gini = 0.0 samples = 1 value = [1, 0] 41998->42002 42000 gini = 0.0 samples = 1 value = [0, 1] 41999->42000 42001 gini = 0.0 samples = 10 value = [10, 0] 41999->42001 42006 x15_Other <= 0.5 gini = 0.1 samples = 19 value = [18, 1] 42005->42006 42011 gini = 0.0 samples = 6 value = [6, 0] 42005->42011 42007 gini = 0.0 samples = 8 value = [8, 0] 42006->42007 42008 x11_0 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 42006->42008 42009 gini = 0.0 samples = 8 value = [8, 0] 42008->42009 42010 gini = 0.444 samples = 3 value = [2, 1] 42008->42010 42013 log_spend <= 8.818 gini = 0.44 samples = 620 value = [203, 417] 42012->42013 42326 x16_other <= 0.5 gini = 0.499 samples = 29 value = [15, 14] 42012->42326 42014 x11_0 <= 0.5 gini = 0.48 samples = 497 value = [199, 298] 42013->42014 42291 x1_DE <= 0.5 gini = 0.063 samples = 123 value = [4, 119] 42013->42291 42015 x7_MI <= 0.5 gini = 0.498 samples = 292 value = [138, 154] 42014->42015 42174 x7_NC <= 0.5 gini = 0.418 samples = 205 value = [61, 144] 42014->42174 42016 x14_2 <= 0.5 gini = 0.498 samples = 287 value = [135, 152] 42015->42016 42171 x16_oncol <= 0.5 gini = 0.48 samples = 5 value = [3, 2] 42015->42171 42017 x4_In-kind items and services <= 0.5 gini = 0.494 samples = 257 value = [114, 143] 42016->42017 42158 x15_cardiovascular & metabolism <= 0.5 gini = 0.42 samples = 30 value = [21, 9] 42016->42158 42018 x9_62856 <= 0.5 gini = 0.457 samples = 144 value = [51, 93] 42017->42018 42085 log_spend <= 6.761 gini = 0.493 samples = 113 value = [63, 50] 42017->42085 42019 x9_69 <= 0.5 gini = 0.498 samples = 106 value = [50, 56] 42018->42019 42080 x11_1 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 42018->42080 42020 x7_SC <= 0.5 gini = 0.5 samples = 101 value = [50, 51] 42019->42020 42079 gini = 0.0 samples = 5 value = [0, 5] 42019->42079 42021 x14_5 <= 0.5 gini = 0.5 samples = 98 value = [50, 48] 42020->42021 42078 gini = 0.0 samples = 3 value = [0, 3] 42020->42078 42022 x17_other <= 0.5 gini = 0.5 samples = 95 value = [47, 48] 42021->42022 42077 gini = 0.0 samples = 3 value = [3, 0] 42021->42077 42023 x9_50458 <= 0.5 gini = 0.36 samples = 17 value = [4, 13] 42022->42023 42032 x1_NJ <= 0.5 gini = 0.495 samples = 78 value = [43, 35] 42022->42032 42024 x7_OR <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 42023->42024 42031 gini = 0.0 samples = 2 value = [2, 0] 42023->42031 42025 x14_7 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 42024->42025 42030 gini = 0.0 samples = 3 value = [0, 3] 42024->42030 42026 x17_novo <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42025->42026 42029 gini = 0.0 samples = 7 value = [0, 7] 42025->42029 42027 gini = 0.375 samples = 4 value = [1, 3] 42026->42027 42028 gini = 0.0 samples = 1 value = [1, 0] 42026->42028 42033 x16_cardio <= 0.5 gini = 0.432 samples = 38 value = [26, 12] 42032->42033 42062 x15_gastroenterology <= 0.5 gini = 0.489 samples = 40 value = [17, 23] 42032->42062 42034 x11_10 <= 0.5 gini = 0.418 samples = 37 value = [26, 11] 42033->42034 42061 gini = 0.0 samples = 1 value = [0, 1] 42033->42061 42035 x15_oncology <= 0.5 gini = 0.424 samples = 36 value = [25, 11] 42034->42035 42060 gini = 0.0 samples = 1 value = [1, 0] 42034->42060 42036 x7_NC <= 0.5 gini = 0.397 samples = 33 value = [24, 9] 42035->42036 42059 gini = 0.444 samples = 3 value = [1, 2] 42035->42059 42037 x11_15 <= 0.5 gini = 0.375 samples = 32 value = [24, 8] 42036->42037 42058 gini = 0.0 samples = 1 value = [0, 1] 42036->42058 42038 x7_CT <= 0.5 gini = 0.426 samples = 26 value = [18, 8] 42037->42038 42057 gini = 0.0 samples = 6 value = [6, 0] 42037->42057 42039 x7_UT <= 0.5 gini = 0.403 samples = 25 value = [18, 7] 42038->42039 42056 gini = 0.0 samples = 1 value = [0, 1] 42038->42056 42040 x10_6 <= 0.5 gini = 0.375 samples = 24 value = [18, 6] 42039->42040 42055 gini = 0.0 samples = 1 value = [0, 1] 42039->42055 42041 x5_Drug <= 0.5 gini = 0.386 samples = 23 value = [17, 6] 42040->42041 42054 gini = 0.0 samples = 1 value = [1, 0] 42040->42054 42042 x7_NY <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 42041->42042 42047 x12_100000000108 <= 0.5 gini = 0.208 samples = 17 value = [15, 2] 42041->42047 42043 x7_FL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42042->42043 42046 gini = 0.0 samples = 1 value = [1, 0] 42042->42046 42044 gini = 0.375 samples = 4 value = [1, 3] 42043->42044 42045 gini = 0.0 samples = 1 value = [0, 1] 42043->42045 42048 x14_6 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 42047->42048 42053 gini = 0.0 samples = 8 value = [8, 0] 42047->42053 42049 x15_Other <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 42048->42049 42052 gini = 0.0 samples = 1 value = [0, 1] 42048->42052 42050 gini = 0.5 samples = 2 value = [1, 1] 42049->42050 42051 gini = 0.0 samples = 6 value = [6, 0] 42049->42051 42063 x16_cardio <= 0.5 gini = 0.451 samples = 35 value = [12, 23] 42062->42063 42076 gini = 0.0 samples = 5 value = [5, 0] 42062->42076 42064 x7_CO <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 42063->42064 42073 log_spend <= 7.719 gini = 0.355 samples = 13 value = [10, 3] 42063->42073 42065 x5_Drug <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 42064->42065 42072 gini = 0.0 samples = 1 value = [0, 1] 42064->42072 42066 gini = 0.0 samples = 1 value = [0, 1] 42065->42066 42067 x9_0 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 42065->42067 42068 gini = 0.375 samples = 4 value = [1, 3] 42067->42068 42069 x11_1 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 42067->42069 42070 gini = 0.0 samples = 14 value = [0, 14] 42069->42070 42071 gini = 0.5 samples = 2 value = [1, 1] 42069->42071 42074 gini = 0.0 samples = 10 value = [10, 0] 42073->42074 42075 gini = 0.0 samples = 3 value = [0, 3] 42073->42075 42081 x14_8 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 42080->42081 42084 gini = 0.0 samples = 11 value = [0, 11] 42080->42084 42082 gini = 0.0 samples = 26 value = [0, 26] 42081->42082 42083 gini = 0.0 samples = 1 value = [1, 0] 42081->42083 42086 x16_immun <= 0.5 gini = 0.47 samples = 98 value = [61, 37] 42085->42086 42145 x14_10 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 42085->42145 42087 x16_oncol <= 0.5 gini = 0.367 samples = 66 value = [50, 16] 42086->42087 42128 x9_24 <= 0.5 gini = 0.451 samples = 32 value = [11, 21] 42086->42128 42088 x16_gastro <= 0.5 gini = 0.324 samples = 59 value = [47, 12] 42087->42088 42121 x7_NY <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 42087->42121 42089 x15_Other <= 0.5 gini = 0.36 samples = 51 value = [39, 12] 42088->42089 42120 gini = 0.0 samples = 8 value = [8, 0] 42088->42120 42090 x14_4 <= 0.5 gini = 0.198 samples = 18 value = [16, 2] 42089->42090 42097 x16_cardio <= 0.5 gini = 0.422 samples = 33 value = [23, 10] 42089->42097 42091 x12_100000000255 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 42090->42091 42096 gini = 0.375 samples = 4 value = [3, 1] 42090->42096 42092 x14_6 <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 42091->42092 42095 gini = 0.0 samples = 3 value = [3, 0] 42091->42095 42093 gini = 0.0 samples = 10 value = [10, 0] 42092->42093 42094 gini = 0.0 samples = 1 value = [0, 1] 42092->42094 42098 x14_7 <= 0.5 gini = 0.293 samples = 28 value = [23, 5] 42097->42098 42119 gini = 0.0 samples = 5 value = [0, 5] 42097->42119 42099 x7_PA <= 0.5 gini = 0.311 samples = 26 value = [21, 5] 42098->42099 42118 gini = 0.0 samples = 2 value = [2, 0] 42098->42118 42100 x1_MA <= 0.5 gini = 0.34 samples = 23 value = [18, 5] 42099->42100 42117 gini = 0.0 samples = 3 value = [3, 0] 42099->42117 42101 x11_20 <= 0.5 gini = 0.117 samples = 16 value = [15, 1] 42100->42101 42110 x7_CA <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 42100->42110 42102 x14_1 <= 0.5 gini = 0.124 samples = 15 value = [14, 1] 42101->42102 42109 gini = 0.0 samples = 1 value = [1, 0] 42101->42109 42103 x14_4 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 42102->42103 42108 gini = 0.0 samples = 2 value = [2, 0] 42102->42108 42104 x1_CA <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 42103->42104 42107 gini = 0.0 samples = 4 value = [4, 0] 42103->42107 42105 gini = 0.5 samples = 2 value = [1, 1] 42104->42105 42106 gini = 0.0 samples = 7 value = [7, 0] 42104->42106 42111 x17_sanofi <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 42110->42111 42116 gini = 0.0 samples = 1 value = [0, 1] 42110->42116 42112 gini = 0.0 samples = 1 value = [1, 0] 42111->42112 42113 x14_9 <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42111->42113 42114 gini = 0.5 samples = 4 value = [2, 2] 42113->42114 42115 gini = 0.0 samples = 1 value = [0, 1] 42113->42115 42122 x11_90 <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 42121->42122 42127 gini = 0.0 samples = 1 value = [1, 0] 42121->42127 42123 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42122->42123 42126 gini = 0.0 samples = 1 value = [1, 0] 42122->42126 42124 gini = 0.0 samples = 4 value = [0, 4] 42123->42124 42125 gini = 0.0 samples = 1 value = [1, 0] 42123->42125 42129 gini = 0.0 samples = 8 value = [8, 0] 42128->42129 42130 x14_6 <= 0.5 gini = 0.219 samples = 24 value = [3, 21] 42128->42130 42131 x5_Biological <= 0.5 gini = 0.159 samples = 23 value = [2, 21] 42130->42131 42144 gini = 0.0 samples = 1 value = [1, 0] 42130->42144 42132 gini = 0.0 samples = 8 value = [0, 8] 42131->42132 42133 x7_CA <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 42131->42133 42134 x7_MO <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 42133->42134 42143 gini = 0.375 samples = 4 value = [1, 3] 42133->42143 42135 x7_NY <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 42134->42135 42142 gini = 0.0 samples = 1 value = [0, 1] 42134->42142 42136 x7_MD <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42135->42136 42141 gini = 0.0 samples = 1 value = [0, 1] 42135->42141 42137 x14_4 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42136->42137 42140 gini = 0.0 samples = 2 value = [0, 2] 42136->42140 42138 gini = 0.0 samples = 1 value = [1, 0] 42137->42138 42139 gini = 0.0 samples = 6 value = [0, 6] 42137->42139 42146 x5_Biological <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 42145->42146 42157 gini = 0.0 samples = 1 value = [0, 1] 42145->42157 42147 x16_other <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42146->42147 42150 x7_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42146->42150 42148 gini = 0.0 samples = 6 value = [0, 6] 42147->42148 42149 gini = 0.0 samples = 1 value = [1, 0] 42147->42149 42151 x7_MN <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 42150->42151 42156 gini = 0.0 samples = 1 value = [0, 1] 42150->42156 42152 x15_Other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42151->42152 42155 gini = 0.0 samples = 1 value = [0, 1] 42151->42155 42153 gini = 0.0 samples = 1 value = [1, 0] 42152->42153 42154 gini = 0.0 samples = 4 value = [0, 4] 42152->42154 42159 x15_Other <= 0.5 gini = 0.499 samples = 19 value = [10, 9] 42158->42159 42170 gini = 0.0 samples = 11 value = [11, 0] 42158->42170 42160 x7_UT <= 0.5 gini = 0.444 samples = 15 value = [10, 5] 42159->42160 42169 gini = 0.0 samples = 4 value = [0, 4] 42159->42169 42161 x15_immunology <= 0.5 gini = 0.408 samples = 14 value = [10, 4] 42160->42161 42168 gini = 0.0 samples = 1 value = [0, 1] 42160->42168 42162 x12_100000000278 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 42161->42162 42167 gini = 0.0 samples = 2 value = [2, 0] 42161->42167 42163 log_spend <= 6.068 gini = 0.32 samples = 5 value = [1, 4] 42162->42163 42166 gini = 0.0 samples = 7 value = [7, 0] 42162->42166 42164 gini = 0.0 samples = 1 value = [1, 0] 42163->42164 42165 gini = 0.0 samples = 4 value = [0, 4] 42163->42165 42172 gini = 0.5 samples = 4 value = [2, 2] 42171->42172 42173 gini = 0.0 samples = 1 value = [1, 0] 42171->42173 42175 x1_AL <= 0.5 gini = 0.416 samples = 200 value = [59, 141] 42174->42175 42288 x15_Other <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42174->42288 42176 x15_Other <= 0.5 gini = 0.413 samples = 199 value = [58, 141] 42175->42176 42287 gini = 0.0 samples = 1 value = [1, 0] 42175->42287 42177 x15_neuroscience <= 0.5 gini = 0.459 samples = 132 value = [47, 85] 42176->42177 42246 x14_7 <= 0.5 gini = 0.274 samples = 67 value = [11, 56] 42176->42246 42178 x7_CO <= 0.5 gini = 0.462 samples = 127 value = [46, 81] 42177->42178 42243 log_spend <= 7.66 gini = 0.32 samples = 5 value = [1, 4] 42177->42243 42179 x7_TX <= 0.5 gini = 0.465 samples = 125 value = [46, 79] 42178->42179 42242 gini = 0.0 samples = 2 value = [0, 2] 42178->42242 42180 x16_gastro <= 0.5 gini = 0.488 samples = 104 value = [44, 60] 42179->42180 42239 x1_DE <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 42179->42239 42181 x14_7 <= 0.5 gini = 0.48 samples = 100 value = [40, 60] 42180->42181 42238 gini = 0.0 samples = 4 value = [4, 0] 42180->42238 42182 x14_11 <= 0.5 gini = 0.498 samples = 85 value = [40, 45] 42181->42182 42237 gini = 0.0 samples = 15 value = [0, 15] 42181->42237 42183 x15_dermatology <= 0.5 gini = 0.5 samples = 76 value = [39, 37] 42182->42183 42234 x1_CA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42182->42234 42184 x14_6 <= 0.5 gini = 0.494 samples = 63 value = [28, 35] 42183->42184 42227 x12_100000000286 <= 0.5 gini = 0.26 samples = 13 value = [11, 2] 42183->42227 42185 x7_AL <= 0.5 gini = 0.495 samples = 58 value = [26, 32] 42184->42185 42224 x4_Cash or cash equivalent <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42184->42224 42186 x7_AZ <= 0.5 gini = 0.492 samples = 57 value = [25, 32] 42185->42186 42223 gini = 0.0 samples = 1 value = [1, 0] 42185->42223 42187 x7_NJ <= 0.5 gini = 0.49 samples = 56 value = [24, 32] 42186->42187 42222 gini = 0.0 samples = 1 value = [1, 0] 42186->42222 42188 x7_MD <= 0.5 gini = 0.478 samples = 53 value = [21, 32] 42187->42188 42221 gini = 0.0 samples = 3 value = [3, 0] 42187->42221 42189 x7_CT <= 0.5 gini = 0.5 samples = 40 value = [20, 20] 42188->42189 42218 x12_0 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 42188->42218 42190 x16_resp <= 0.5 gini = 0.499 samples = 38 value = [18, 20] 42189->42190 42217 gini = 0.0 samples = 2 value = [2, 0] 42189->42217 42191 x17_astrazeneca <= 0.5 gini = 0.49 samples = 35 value = [15, 20] 42190->42191 42216 gini = 0.0 samples = 3 value = [3, 0] 42190->42216 42192 x15_endocrinology <= 0.5 gini = 0.484 samples = 34 value = [14, 20] 42191->42192 42215 gini = 0.0 samples = 1 value = [1, 0] 42191->42215 42193 x5_Biological <= 0.5 gini = 0.498 samples = 30 value = [14, 16] 42192->42193 42214 gini = 0.0 samples = 4 value = [0, 4] 42192->42214 42194 x15_oncology <= 0.5 gini = 0.486 samples = 24 value = [10, 14] 42193->42194 42211 x14_2 <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 42193->42211 42195 x17_other <= 0.5 gini = 0.5 samples = 12 value = [6, 6] 42194->42195 42204 x1_CA <= 0.5 gini = 0.444 samples = 12 value = [4, 8] 42194->42204 42196 gini = 0.444 samples = 3 value = [1, 2] 42195->42196 42197 x14_12 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 42195->42197 42198 x7_CA <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 42197->42198 42203 gini = 0.0 samples = 1 value = [1, 0] 42197->42203 42199 x1_KY <= 0.5 gini = 0.444 samples = 6 value = [4, 2] 42198->42199 42202 gini = 0.0 samples = 2 value = [0, 2] 42198->42202 42200 gini = 0.0 samples = 4 value = [4, 0] 42199->42200 42201 gini = 0.0 samples = 2 value = [0, 2] 42199->42201 42205 x7_CA <= 0.5 gini = 0.494 samples = 9 value = [4, 5] 42204->42205 42210 gini = 0.0 samples = 3 value = [0, 3] 42204->42210 42206 x7_PA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42205->42206 42209 gini = 0.375 samples = 4 value = [3, 1] 42205->42209 42207 gini = 0.0 samples = 4 value = [0, 4] 42206->42207 42208 gini = 0.0 samples = 1 value = [1, 0] 42206->42208 42212 gini = 0.375 samples = 4 value = [3, 1] 42211->42212 42213 gini = 0.5 samples = 2 value = [1, 1] 42211->42213 42219 gini = 0.0 samples = 12 value = [0, 12] 42218->42219 42220 gini = 0.0 samples = 1 value = [1, 0] 42218->42220 42225 gini = 0.0 samples = 2 value = [2, 0] 42224->42225 42226 gini = 0.0 samples = 3 value = [0, 3] 42224->42226 42228 x7_AL <= 0.5 gini = 0.375 samples = 8 value = [6, 2] 42227->42228 42233 gini = 0.0 samples = 5 value = [5, 0] 42227->42233 42229 x7_FL <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 42228->42229 42232 gini = 0.0 samples = 1 value = [0, 1] 42228->42232 42230 gini = 0.0 samples = 6 value = [6, 0] 42229->42230 42231 gini = 0.0 samples = 1 value = [0, 1] 42229->42231 42235 gini = 0.0 samples = 8 value = [0, 8] 42234->42235 42236 gini = 0.0 samples = 1 value = [1, 0] 42234->42236 42240 gini = 0.0 samples = 18 value = [0, 18] 42239->42240 42241 gini = 0.444 samples = 3 value = [2, 1] 42239->42241 42244 gini = 0.0 samples = 4 value = [0, 4] 42243->42244 42245 gini = 0.0 samples = 1 value = [1, 0] 42243->42245 42247 x1_NJ <= 0.5 gini = 0.26 samples = 65 value = [10, 55] 42246->42247 42286 gini = 0.5 samples = 2 value = [1, 1] 42246->42286 42248 x5_Drug <= 0.5 gini = 0.444 samples = 21 value = [7, 14] 42247->42248 42265 x7_FL <= 0.5 gini = 0.127 samples = 44 value = [3, 41] 42247->42265 42249 x14_4 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 42248->42249 42254 x7_TN <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 42248->42254 42250 log_spend <= 6.851 gini = 0.219 samples = 8 value = [1, 7] 42249->42250 42253 gini = 0.0 samples = 2 value = [0, 2] 42249->42253 42251 gini = 0.0 samples = 4 value = [0, 4] 42250->42251 42252 gini = 0.375 samples = 4 value = [1, 3] 42250->42252 42255 x1_CO <= 0.5 gini = 0.48 samples = 10 value = [6, 4] 42254->42255 42264 gini = 0.0 samples = 1 value = [0, 1] 42254->42264 42256 x16_other <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 42255->42256 42263 gini = 0.0 samples = 1 value = [0, 1] 42255->42263 42257 gini = 0.0 samples = 3 value = [3, 0] 42256->42257 42258 x12_100000000286 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 42256->42258 42259 log_spend <= 7.173 gini = 0.48 samples = 5 value = [3, 2] 42258->42259 42262 gini = 0.0 samples = 1 value = [0, 1] 42258->42262 42260 gini = 0.0 samples = 2 value = [0, 2] 42259->42260 42261 gini = 0.0 samples = 3 value = [3, 0] 42259->42261 42266 x7_IL <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 42265->42266 42283 x16_oncol <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42265->42283 42267 x7_CA <= 0.5 gini = 0.102 samples = 37 value = [2, 35] 42266->42267 42282 gini = 0.0 samples = 2 value = [0, 2] 42266->42282 42268 x7_WA <= 0.5 gini = 0.117 samples = 32 value = [2, 30] 42267->42268 42281 gini = 0.0 samples = 5 value = [0, 5] 42267->42281 42269 x14_3 <= 0.5 gini = 0.121 samples = 31 value = [2, 29] 42268->42269 42280 gini = 0.0 samples = 1 value = [0, 1] 42268->42280 42270 x17_merck <= 0.5 gini = 0.074 samples = 26 value = [1, 25] 42269->42270 42277 x7_DC <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42269->42277 42271 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 42270->42271 42276 gini = 0.0 samples = 6 value = [0, 6] 42270->42276 42272 x10_6 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 42271->42272 42275 gini = 0.0 samples = 3 value = [0, 3] 42271->42275 42273 gini = 0.0 samples = 16 value = [0, 16] 42272->42273 42274 gini = 0.0 samples = 1 value = [1, 0] 42272->42274 42278 gini = 0.444 samples = 3 value = [1, 2] 42277->42278 42279 gini = 0.0 samples = 2 value = [0, 2] 42277->42279 42284 gini = 0.0 samples = 4 value = [0, 4] 42283->42284 42285 gini = 0.0 samples = 1 value = [1, 0] 42283->42285 42289 gini = 0.5 samples = 2 value = [1, 1] 42288->42289 42290 gini = 0.444 samples = 3 value = [1, 2] 42288->42290 42292 x4_In-kind items and services <= 0.5 gini = 0.065 samples = 118 value = [4, 114] 42291->42292 42325 gini = 0.0 samples = 5 value = [0, 5] 42291->42325 42293 x7_IL <= 0.5 gini = 0.058 samples = 101 value = [3, 98] 42292->42293 42320 x11_1 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 42292->42320 42294 x12_0 <= 0.5 gini = 0.061 samples = 96 value = [3, 93] 42293->42294 42319 gini = 0.0 samples = 5 value = [0, 5] 42293->42319 42295 x11_60 <= 0.5 gini = 0.067 samples = 58 value = [2, 56] 42294->42295 42310 x14_12 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 42294->42310 42296 x1_NJ <= 0.5 gini = 0.073 samples = 53 value = [2, 51] 42295->42296 42309 gini = 0.0 samples = 5 value = [0, 5] 42295->42309 42297 x1_NY <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42296->42297 42304 x7_CA <= 0.5 gini = 0.043 samples = 46 value = [1, 45] 42296->42304 42298 x7_ME <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 42297->42298 42303 gini = 0.0 samples = 1 value = [0, 1] 42297->42303 42299 x16_other <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42298->42299 42302 gini = 0.0 samples = 1 value = [0, 1] 42298->42302 42300 gini = 0.0 samples = 4 value = [0, 4] 42299->42300 42301 gini = 0.0 samples = 1 value = [1, 0] 42299->42301 42305 gini = 0.0 samples = 34 value = [0, 34] 42304->42305 42306 x15_dermatology <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 42304->42306 42307 gini = 0.0 samples = 10 value = [0, 10] 42306->42307 42308 gini = 0.5 samples = 2 value = [1, 1] 42306->42308 42311 x7_NV <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 42310->42311 42318 gini = 0.0 samples = 1 value = [0, 1] 42310->42318 42312 log_spend <= 9.02 gini = 0.056 samples = 35 value = [1, 34] 42311->42312 42317 gini = 0.0 samples = 2 value = [0, 2] 42311->42317 42313 x5_Drug <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42312->42313 42316 gini = 0.0 samples = 30 value = [0, 30] 42312->42316 42314 gini = 0.0 samples = 2 value = [0, 2] 42313->42314 42315 gini = 0.444 samples = 3 value = [1, 2] 42313->42315 42321 x12_100000000228 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 42320->42321 42324 gini = 0.0 samples = 3 value = [0, 3] 42320->42324 42322 gini = 0.375 samples = 4 value = [1, 3] 42321->42322 42323 gini = 0.0 samples = 10 value = [0, 10] 42321->42323 42327 x0_Great Britain (Uk) <= 0.5 gini = 0.5 samples = 20 value = [10, 10] 42326->42327 42342 x11_30 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 42326->42342 42328 x16_diab <= 0.5 gini = 0.355 samples = 13 value = [10, 3] 42327->42328 42341 gini = 0.0 samples = 7 value = [0, 7] 42327->42341 42329 x7_NC <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 42328->42329 42340 gini = 0.0 samples = 1 value = [0, 1] 42328->42340 42330 x16_resp <= 0.5 gini = 0.298 samples = 11 value = [9, 2] 42329->42330 42339 gini = 0.0 samples = 1 value = [1, 0] 42329->42339 42331 x14_7 <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 42330->42331 42338 gini = 0.0 samples = 2 value = [2, 0] 42330->42338 42332 x14_6 <= 0.5 gini = 0.219 samples = 8 value = [7, 1] 42331->42332 42337 gini = 0.0 samples = 1 value = [0, 1] 42331->42337 42333 x17_boehringer <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 42332->42333 42336 gini = 0.0 samples = 1 value = [1, 0] 42332->42336 42334 gini = 0.0 samples = 5 value = [5, 0] 42333->42334 42335 gini = 0.5 samples = 2 value = [1, 1] 42333->42335 42343 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 42342->42343 42348 gini = 0.0 samples = 3 value = [0, 3] 42342->42348 42344 x7_MO <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42343->42344 42347 gini = 0.0 samples = 1 value = [1, 0] 42343->42347 42345 gini = 0.375 samples = 4 value = [3, 1] 42344->42345 42346 gini = 0.0 samples = 1 value = [1, 0] 42344->42346 42350 x7_GA <= 0.5 gini = 0.32 samples = 50 value = [40, 10] 42349->42350 42383 gini = 0.0 samples = 2 value = [2, 0] 42349->42383 42351 x7_DE <= 0.5 gini = 0.305 samples = 48 value = [39, 9] 42350->42351 42382 gini = 0.5 samples = 2 value = [1, 1] 42350->42382 42352 x15_neurology <= 0.5 gini = 0.31 samples = 47 value = [38, 9] 42351->42352 42381 gini = 0.0 samples = 1 value = [1, 0] 42351->42381 42353 x9_50458 <= 0.5 gini = 0.375 samples = 36 value = [27, 9] 42352->42353 42380 gini = 0.0 samples = 11 value = [11, 0] 42352->42380 42354 x14_7 <= 0.5 gini = 0.404 samples = 32 value = [23, 9] 42353->42354 42379 gini = 0.0 samples = 4 value = [4, 0] 42353->42379 42355 x14_11 <= 0.5 gini = 0.391 samples = 30 value = [22, 8] 42354->42355 42378 gini = 0.5 samples = 2 value = [1, 1] 42354->42378 42356 x7_PA <= 0.5 gini = 0.159 samples = 23 value = [21, 2] 42355->42356 42375 x17_abbvie, <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42355->42375 42357 x7_CA <= 0.5 gini = 0.165 samples = 22 value = [20, 2] 42356->42357 42374 gini = 0.0 samples = 1 value = [1, 0] 42356->42374 42358 x7_IL <= 0.5 gini = 0.18 samples = 20 value = [18, 2] 42357->42358 42373 gini = 0.0 samples = 2 value = [2, 0] 42357->42373 42359 x12_100000000204 <= 0.5 gini = 0.188 samples = 19 value = [17, 2] 42358->42359 42372 gini = 0.0 samples = 1 value = [1, 0] 42358->42372 42360 gini = 0.0 samples = 7 value = [7, 0] 42359->42360 42361 x15_Other <= 0.5 gini = 0.278 samples = 12 value = [10, 2] 42359->42361 42362 x14_8 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42361->42362 42365 x7_MD <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 42361->42365 42363 gini = 0.375 samples = 4 value = [3, 1] 42362->42363 42364 gini = 0.0 samples = 1 value = [1, 0] 42362->42364 42366 x7_NJ <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 42365->42366 42371 gini = 0.0 samples = 1 value = [1, 0] 42365->42371 42367 log_spend <= 3.578 gini = 0.32 samples = 5 value = [4, 1] 42366->42367 42370 gini = 0.0 samples = 1 value = [1, 0] 42366->42370 42368 gini = 0.0 samples = 1 value = [0, 1] 42367->42368 42369 gini = 0.0 samples = 4 value = [4, 0] 42367->42369 42376 gini = 0.0 samples = 1 value = [1, 0] 42375->42376 42377 gini = 0.0 samples = 6 value = [0, 6] 42375->42377 42387 x7_MD <= 0.5 gini = 0.495 samples = 339 value = [186, 153] 42386->42387 42588 x7_OR <= 0.5 gini = 0.044 samples = 492 value = [481, 11] 42386->42588 42388 x1_TN <= 0.5 gini = 0.496 samples = 336 value = [183, 153] 42387->42388 42587 gini = 0.0 samples = 3 value = [3, 0] 42387->42587 42389 x1_AZ <= 0.5 gini = 0.457 samples = 283 value = [183, 100] 42388->42389 42586 gini = 0.0 samples = 53 value = [0, 53] 42388->42586 42390 x7_RI <= 0.5 gini = 0.458 samples = 282 value = [182, 100] 42389->42390 42585 gini = 0.0 samples = 1 value = [1, 0] 42389->42585 42391 x1_TX <= 0.5 gini = 0.456 samples = 281 value = [182, 99] 42390->42391 42584 gini = 0.0 samples = 1 value = [0, 1] 42390->42584 42392 x7_LA <= 0.5 gini = 0.462 samples = 273 value = [174, 99] 42391->42392 42583 gini = 0.0 samples = 8 value = [8, 0] 42391->42583 42393 x1_CO <= 0.5 gini = 0.465 samples = 269 value = [170, 99] 42392->42393 42582 gini = 0.0 samples = 4 value = [4, 0] 42392->42582 42394 x15_ophthalmology <= 0.5 gini = 0.456 samples = 261 value = [169, 92] 42393->42394 42579 log_spend <= 4.523 gini = 0.219 samples = 8 value = [1, 7] 42393->42579 42395 x7_CA <= 0.5 gini = 0.46 samples = 257 value = [165, 92] 42394->42395 42578 gini = 0.0 samples = 4 value = [4, 0] 42394->42578 42396 x15_gastroenterology <= 0.5 gini = 0.465 samples = 228 value = [144, 84] 42395->42396 42563 x14_1 <= 0.5 gini = 0.4 samples = 29 value = [21, 8] 42395->42563 42397 x7_NH <= 0.5 gini = 0.464 samples = 227 value = [144, 83] 42396->42397 42562 gini = 0.0 samples = 1 value = [0, 1] 42396->42562 42398 x7_SC <= 0.5 gini = 0.465 samples = 226 value = [143, 83] 42397->42398 42561 gini = 0.0 samples = 1 value = [1, 0] 42397->42561 42399 x7_ID <= 0.5 gini = 0.461 samples = 222 value = [142, 80] 42398->42399 42560 gini = 0.375 samples = 4 value = [1, 3] 42398->42560 42400 x15_cardiac arrhythmias and heart failure <= 0.5 gini = 0.463 samples = 220 value = [140, 80] 42399->42400 42559 gini = 0.0 samples = 2 value = [2, 0] 42399->42559 42401 x7_AZ <= 0.5 gini = 0.312 samples = 155 value = [125, 30] 42400->42401 42504 x7_SD <= 0.5 gini = 0.355 samples = 65 value = [15, 50] 42400->42504 42402 x7_WA <= 0.5 gini = 0.312 samples = 150 value = [121, 29] 42401->42402 42501 x1_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42401->42501 42403 x16_oncol <= 0.5 gini = 0.317 samples = 147 value = [118, 29] 42402->42403 42500 gini = 0.0 samples = 3 value = [3, 0] 42402->42500 42404 x1_NC <= 0.5 gini = 0.328 samples = 140 value = [111, 29] 42403->42404 42499 gini = 0.0 samples = 7 value = [7, 0] 42403->42499 42405 x7_CO <= 0.5 gini = 0.33 samples = 139 value = [110, 29] 42404->42405 42498 gini = 0.0 samples = 1 value = [1, 0] 42404->42498 42406 x7_WV <= 0.5 gini = 0.336 samples = 136 value = [107, 29] 42405->42406 42497 gini = 0.0 samples = 3 value = [3, 0] 42405->42497 42407 x0_Canada <= 0.5 gini = 0.329 samples = 135 value = [107, 28] 42406->42407 42496 gini = 0.0 samples = 1 value = [0, 1] 42406->42496 42408 x7_MO <= 0.5 gini = 0.334 samples = 132 value = [104, 28] 42407->42408 42495 gini = 0.0 samples = 3 value = [3, 0] 42407->42495 42409 x7_TN <= 0.5 gini = 0.307 samples = 127 value = [103, 24] 42408->42409 42492 x1_MA <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42408->42492 42410 x15_Other <= 0.5 gini = 0.306 samples = 122 value = [99, 23] 42409->42410 42489 x14_3 <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42409->42489 42411 gini = 0.0 samples = 4 value = [4, 0] 42410->42411 42412 x7_HI <= 0.5 gini = 0.314 samples = 118 value = [95, 23] 42410->42412 42413 x7_VA <= 0.5 gini = 0.316 samples = 117 value = [94, 23] 42412->42413 42488 gini = 0.0 samples = 1 value = [1, 0] 42412->42488 42414 x7_IL <= 0.5 gini = 0.301 samples = 114 value = [93, 21] 42413->42414 42487 gini = 0.444 samples = 3 value = [1, 2] 42413->42487 42415 x7_IA <= 0.5 gini = 0.318 samples = 106 value = [85, 21] 42414->42415 42486 gini = 0.0 samples = 8 value = [8, 0] 42414->42486 42416 x7_GA <= 0.5 gini = 0.32 samples = 105 value = [84, 21] 42415->42416 42485 gini = 0.0 samples = 1 value = [1, 0] 42415->42485 42417 x1_CA <= 0.5 gini = 0.335 samples = 94 value = [74, 20] 42416->42417 42480 x1_IL <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 42416->42480 42418 x14_1 <= 0.5 gini = 0.272 samples = 74 value = [62, 12] 42417->42418 42467 x7_TX <= 0.5 gini = 0.48 samples = 20 value = [12, 8] 42417->42467 42419 x16_cardio <= 0.5 gini = 0.256 samples = 73 value = [62, 11] 42418->42419 42466 gini = 0.0 samples = 1 value = [0, 1] 42418->42466 42420 x7_AL <= 0.5 gini = 0.21 samples = 67 value = [59, 8] 42419->42420 42461 x14_11 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 42419->42461 42421 x14_9 <= 0.5 gini = 0.19 samples = 66 value = [59, 7] 42420->42421 42460 gini = 0.0 samples = 1 value = [0, 1] 42420->42460 42422 x1_MN <= 0.5 gini = 0.18 samples = 60 value = [54, 6] 42421->42422 42455 x1_MI <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 42421->42455 42423 x7_CT <= 0.5 gini = 0.08 samples = 48 value = [46, 2] 42422->42423 42442 x14_2 <= 0.5 gini = 0.444 samples = 12 value = [8, 4] 42422->42442 42424 x7_OH <= 0.5 gini = 0.081 samples = 47 value = [45, 2] 42423->42424 42441 gini = 0.0 samples = 1 value = [1, 0] 42423->42441 42425 log_spend <= 8.721 gini = 0.087 samples = 44 value = [42, 2] 42424->42425 42440 gini = 0.0 samples = 3 value = [3, 0] 42424->42440 42426 x7_NJ <= 0.5 gini = 0.045 samples = 43 value = [42, 1] 42425->42426 42439 gini = 0.0 samples = 1 value = [0, 1] 42425->42439 42427 x7_IN <= 0.5 gini = 0.048 samples = 41 value = [40, 1] 42426->42427 42438 gini = 0.0 samples = 2 value = [2, 0] 42426->42438 42428 x1_MI <= 0.5 gini = 0.049 samples = 40 value = [39, 1] 42427->42428 42437 gini = 0.0 samples = 1 value = [1, 0] 42427->42437 42429 x1_IL <= 0.5 gini = 0.111 samples = 17 value = [16, 1] 42428->42429 42436 gini = 0.0 samples = 23 value = [23, 0] 42428->42436 42430 log_spend <= 5.574 gini = 0.124 samples = 15 value = [14, 1] 42429->42430 42435 gini = 0.0 samples = 2 value = [2, 0] 42429->42435 42431 gini = 0.0 samples = 10 value = [10, 0] 42430->42431 42432 x1_FL <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42430->42432 42433 gini = 0.375 samples = 4 value = [3, 1] 42432->42433 42434 gini = 0.0 samples = 1 value = [1, 0] 42432->42434 42443 x14_4 <= 0.5 gini = 0.463 samples = 11 value = [7, 4] 42442->42443 42454 gini = 0.0 samples = 1 value = [1, 0] 42442->42454 42444 x7_NY <= 0.5 gini = 0.444 samples = 9 value = [6, 3] 42443->42444 42453 gini = 0.5 samples = 2 value = [1, 1] 42443->42453 42445 x7_MI <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 42444->42445 42452 gini = 0.0 samples = 2 value = [0, 2] 42444->42452 42446 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 42445->42446 42451 gini = 0.0 samples = 1 value = [1, 0] 42445->42451 42447 x7_TX <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42446->42447 42450 gini = 0.0 samples = 1 value = [1, 0] 42446->42450 42448 gini = 0.375 samples = 4 value = [3, 1] 42447->42448 42449 gini = 0.0 samples = 1 value = [1, 0] 42447->42449 42456 x1_IN <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42455->42456 42459 gini = 0.0 samples = 1 value = [1, 0] 42455->42459 42457 gini = 0.375 samples = 4 value = [3, 1] 42456->42457 42458 gini = 0.0 samples = 1 value = [1, 0] 42456->42458 42462 x7_OK <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42461->42462 42465 gini = 0.0 samples = 1 value = [1, 0] 42461->42465 42463 gini = 0.375 samples = 4 value = [1, 3] 42462->42463 42464 gini = 0.0 samples = 1 value = [1, 0] 42462->42464 42468 x7_FL <= 0.5 gini = 0.457 samples = 17 value = [11, 6] 42467->42468 42479 gini = 0.444 samples = 3 value = [1, 2] 42467->42479 42469 x14_2 <= 0.5 gini = 0.459 samples = 14 value = [9, 5] 42468->42469 42478 gini = 0.444 samples = 3 value = [2, 1] 42468->42478 42470 x7_PA <= 0.5 gini = 0.486 samples = 12 value = [7, 5] 42469->42470 42477 gini = 0.0 samples = 2 value = [2, 0] 42469->42477 42471 x7_MN <= 0.5 gini = 0.496 samples = 11 value = [6, 5] 42470->42471 42476 gini = 0.0 samples = 1 value = [1, 0] 42470->42476 42472 log_spend <= 6.687 gini = 0.5 samples = 10 value = [5, 5] 42471->42472 42475 gini = 0.0 samples = 1 value = [1, 0] 42471->42475 42473 gini = 0.0 samples = 5 value = [5, 0] 42472->42473 42474 gini = 0.0 samples = 5 value = [0, 5] 42472->42474 42481 log_spend <= 6.816 gini = 0.198 samples = 9 value = [8, 1] 42480->42481 42484 gini = 0.0 samples = 2 value = [2, 0] 42480->42484 42482 gini = 0.0 samples = 8 value = [8, 0] 42481->42482 42483 gini = 0.0 samples = 1 value = [0, 1] 42481->42483 42490 gini = 0.375 samples = 4 value = [3, 1] 42489->42490 42491 gini = 0.0 samples = 1 value = [1, 0] 42489->42491 42493 gini = 0.375 samples = 4 value = [1, 3] 42492->42493 42494 gini = 0.0 samples = 1 value = [0, 1] 42492->42494 42502 gini = 0.0 samples = 3 value = [3, 0] 42501->42502 42503 gini = 0.5 samples = 2 value = [1, 1] 42501->42503 42505 x7_PA <= 0.5 gini = 0.363 samples = 63 value = [15, 48] 42504->42505 42558 gini = 0.0 samples = 2 value = [0, 2] 42504->42558 42506 x14_1 <= 0.5 gini = 0.32 samples = 50 value = [10, 40] 42505->42506 42549 log_spend <= 7.143 gini = 0.473 samples = 13 value = [5, 8] 42505->42549 42507 log_spend <= 5.401 gini = 0.305 samples = 48 value = [9, 39] 42506->42507 42548 gini = 0.5 samples = 2 value = [1, 1] 42506->42548 42508 x14_11 <= 0.5 gini = 0.494 samples = 9 value = [5, 4] 42507->42508 42517 x14_7 <= 0.5 gini = 0.184 samples = 39 value = [4, 35] 42507->42517 42509 x7_MN <= 0.5 gini = 0.5 samples = 8 value = [4, 4] 42508->42509 42516 gini = 0.0 samples = 1 value = [1, 0] 42508->42516 42510 x7_TN <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 42509->42510 42515 gini = 0.0 samples = 1 value = [1, 0] 42509->42515 42511 x7_KY <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 42510->42511 42514 gini = 0.0 samples = 1 value = [0, 1] 42510->42514 42512 gini = 0.5 samples = 4 value = [2, 2] 42511->42512 42513 gini = 0.5 samples = 2 value = [1, 1] 42511->42513 42518 x7_MN <= 0.5 gini = 0.198 samples = 36 value = [4, 32] 42517->42518 42547 gini = 0.0 samples = 3 value = [0, 3] 42517->42547 42519 x7_NE <= 0.5 gini = 0.202 samples = 35 value = [4, 31] 42518->42519 42546 gini = 0.0 samples = 1 value = [0, 1] 42518->42546 42520 x14_6 <= 0.5 gini = 0.208 samples = 34 value = [4, 30] 42519->42520 42545 gini = 0.0 samples = 1 value = [0, 1] 42519->42545 42521 x7_IA <= 0.5 gini = 0.245 samples = 28 value = [4, 24] 42520->42521 42544 gini = 0.0 samples = 6 value = [0, 6] 42520->42544 42522 x14_9 <= 0.5 gini = 0.26 samples = 26 value = [4, 22] 42521->42522 42543 gini = 0.0 samples = 2 value = [0, 2] 42521->42543 42523 x7_MI <= 0.5 gini = 0.298 samples = 22 value = [4, 18] 42522->42523 42542 gini = 0.0 samples = 4 value = [0, 4] 42522->42542 42524 x14_11 <= 0.5 gini = 0.255 samples = 20 value = [3, 17] 42523->42524 42541 gini = 0.5 samples = 2 value = [1, 1] 42523->42541 42525 x14_5 <= 0.5 gini = 0.266 samples = 19 value = [3, 16] 42524->42525 42540 gini = 0.0 samples = 1 value = [0, 1] 42524->42540 42526 x7_WV <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 42525->42526 42539 gini = 0.0 samples = 3 value = [0, 3] 42525->42539 42527 x14_4 <= 0.5 gini = 0.231 samples = 15 value = [2, 13] 42526->42527 42538 gini = 0.0 samples = 1 value = [1, 0] 42526->42538 42528 x7_MA <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 42527->42528 42537 gini = 0.0 samples = 3 value = [0, 3] 42527->42537 42529 x7_NY <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 42528->42529 42536 gini = 0.0 samples = 1 value = [0, 1] 42528->42536 42530 x7_OR <= 0.5 gini = 0.444 samples = 6 value = [2, 4] 42529->42530 42535 gini = 0.0 samples = 5 value = [0, 5] 42529->42535 42531 x7_WA <= 0.5 gini = 0.48 samples = 5 value = [2, 3] 42530->42531 42534 gini = 0.0 samples = 1 value = [0, 1] 42530->42534 42532 gini = 0.5 samples = 4 value = [2, 2] 42531->42532 42533 gini = 0.0 samples = 1 value = [0, 1] 42531->42533 42550 x14_5 <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 42549->42550 42557 gini = 0.375 samples = 4 value = [3, 1] 42549->42557 42551 x14_11 <= 0.5 gini = 0.408 samples = 7 value = [2, 5] 42550->42551 42556 gini = 0.0 samples = 2 value = [0, 2] 42550->42556 42552 x14_9 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42551->42552 42555 gini = 0.5 samples = 2 value = [1, 1] 42551->42555 42553 gini = 0.375 samples = 4 value = [1, 3] 42552->42553 42554 gini = 0.0 samples = 1 value = [0, 1] 42552->42554 42564 x16_other <= 0.5 gini = 0.408 samples = 28 value = [20, 8] 42563->42564 42577 gini = 0.0 samples = 1 value = [1, 0] 42563->42577 42565 gini = 0.0 samples = 1 value = [1, 0] 42564->42565 42566 x1_UT <= 0.5 gini = 0.417 samples = 27 value = [19, 8] 42564->42566 42567 x1_FL <= 0.5 gini = 0.393 samples = 26 value = [19, 7] 42566->42567 42576 gini = 0.0 samples = 1 value = [0, 1] 42566->42576 42568 x0_Canada <= 0.5 gini = 0.413 samples = 24 value = [17, 7] 42567->42568 42575 gini = 0.0 samples = 2 value = [2, 0] 42567->42575 42569 x1_IL <= 0.5 gini = 0.444 samples = 21 value = [14, 7] 42568->42569 42574 gini = 0.0 samples = 3 value = [3, 0] 42568->42574 42570 gini = 0.0 samples = 13 value = [13, 0] 42569->42570 42571 log_spend <= 5.467 gini = 0.219 samples = 8 value = [1, 7] 42569->42571 42572 gini = 0.0 samples = 1 value = [1, 0] 42571->42572 42573 gini = 0.0 samples = 7 value = [0, 7] 42571->42573 42580 gini = 0.0 samples = 1 value = [1, 0] 42579->42580 42581 gini = 0.0 samples = 7 value = [0, 7] 42579->42581 42589 x14_1 <= 0.5 gini = 0.04 samples = 487 value = [477, 10] 42588->42589 42698 x1_CA <= 0.5 gini = 0.32 samples = 5 value = [4, 1] 42588->42698 42590 x1_TN <= 0.5 gini = 0.044 samples = 449 value = [439, 10] 42589->42590 42697 gini = 0.0 samples = 38 value = [38, 0] 42589->42697 42591 x14_12 <= 0.5 gini = 0.046 samples = 424 value = [414, 10] 42590->42591 42696 gini = 0.0 samples = 25 value = [25, 0] 42590->42696 42592 x7_MN <= 0.5 gini = 0.049 samples = 397 value = [387, 10] 42591->42592 42695 gini = 0.0 samples = 27 value = [27, 0] 42591->42695 42593 x7_MD <= 0.5 gini = 0.045 samples = 387 value = [378, 9] 42592->42593 42686 x14_6 <= 0.5 gini = 0.18 samples = 10 value = [9, 1] 42592->42686 42594 x0_United States <= 0.5 gini = 0.041 samples = 383 value = [375, 8] 42593->42594 42685 gini = 0.375 samples = 4 value = [3, 1] 42593->42685 42595 gini = 0.0 samples = 3 value = [3, 0] 42594->42595 42596 x14_5 <= 0.5 gini = 0.041 samples = 380 value = [372, 8] 42594->42596 42597 x7_NY <= 0.5 gini = 0.044 samples = 354 value = [346, 8] 42596->42597 42684 gini = 0.0 samples = 26 value = [26, 0] 42596->42684 42598 x15_ophthalmology <= 0.5 gini = 0.046 samples = 336 value = [328, 8] 42597->42598 42683 gini = 0.0 samples = 18 value = [18, 0] 42597->42683 42599 x15_Other <= 0.5 gini = 0.049 samples = 320 value = [312, 8] 42598->42599 42682 gini = 0.0 samples = 16 value = [16, 0] 42598->42682 42600 gini = 0.0 samples = 39 value = [39, 0] 42599->42600 42601 x7_VA <= 0.5 gini = 0.055 samples = 281 value = [273, 8] 42599->42601 42602 x1_NJ <= 0.5 gini = 0.057 samples = 274 value = [266, 8] 42601->42602 42681 gini = 0.0 samples = 7 value = [7, 0] 42601->42681 42603 x1_AZ <= 0.5 gini = 0.065 samples = 237 value = [229, 8] 42602->42603 42680 gini = 0.0 samples = 37 value = [37, 0] 42602->42680 42604 x7_GA <= 0.5 gini = 0.05 samples = 235 value = [229, 6] 42603->42604 42679 gini = 0.0 samples = 2 value = [0, 2] 42603->42679 42605 x7_MA <= 0.5 gini = 0.035 samples = 225 value = [221, 4] 42604->42605 42672 x1_CO <= 0.5 gini = 0.32 samples = 10 value = [8, 2] 42604->42672 42606 x1_TX <= 0.5 gini = 0.036 samples = 217 value = [213, 4] 42605->42606 42671 gini = 0.0 samples = 8 value = [8, 0] 42605->42671 42607 x14_6 <= 0.5 gini = 0.038 samples = 209 value = [205, 4] 42606->42607 42670 gini = 0.0 samples = 8 value = [8, 0] 42606->42670 42608 x1_IL <= 0.5 gini = 0.041 samples = 189 value = [185, 4] 42607->42608 42669 gini = 0.0 samples = 20 value = [20, 0] 42607->42669 42609 x1_MN <= 0.5 gini = 0.044 samples = 177 value = [173, 4] 42608->42609 42668 gini = 0.0 samples = 12 value = [12, 0] 42608->42668 42610 x14_8 <= 0.5 gini = 0.049 samples = 119 value = [116, 3] 42609->42610 42647 x7_UT <= 0.5 gini = 0.034 samples = 58 value = [57, 1] 42609->42647 42611 x7_CA <= 0.5 gini = 0.053 samples = 110 value = [107, 3] 42610->42611 42646 gini = 0.0 samples = 9 value = [9, 0] 42610->42646 42612 x14_11 <= 0.5 gini = 0.063 samples = 92 value = [89, 3] 42611->42612 42645 gini = 0.0 samples = 18 value = [18, 0] 42611->42645 42613 x7_NJ <= 0.5 gini = 0.078 samples = 74 value = [71, 3] 42612->42613 42644 gini = 0.0 samples = 18 value = [18, 0] 42612->42644 42614 x7_CO <= 0.5 gini = 0.079 samples = 73 value = [70, 3] 42613->42614 42643 gini = 0.0 samples = 1 value = [1, 0] 42613->42643 42615 x7_PA <= 0.5 gini = 0.08 samples = 72 value = [69, 3] 42614->42615 42642 gini = 0.0 samples = 1 value = [1, 0] 42614->42642 42616 x7_CT <= 0.5 gini = 0.086 samples = 67 value = [64, 3] 42615->42616 42641 gini = 0.0 samples = 5 value = [5, 0] 42615->42641 42617 x7_SC <= 0.5 gini = 0.087 samples = 66 value = [63, 3] 42616->42617 42640 gini = 0.0 samples = 1 value = [1, 0] 42616->42640 42618 x1_CA <= 0.5 gini = 0.088 samples = 65 value = [62, 3] 42617->42618 42639 gini = 0.0 samples = 1 value = [1, 0] 42617->42639 42619 x7_ME <= 0.5 gini = 0.122 samples = 46 value = [43, 3] 42618->42619 42638 gini = 0.0 samples = 19 value = [19, 0] 42618->42638 42620 x7_MT <= 0.5 gini = 0.124 samples = 45 value = [42, 3] 42619->42620 42637 gini = 0.0 samples = 1 value = [1, 0] 42619->42637 42621 x7_IL <= 0.5 gini = 0.127 samples = 44 value = [41, 3] 42620->42621 42636 gini = 0.0 samples = 1 value = [1, 0] 42620->42636 42622 x14_3 <= 0.5 gini = 0.142 samples = 39 value = [36, 3] 42621->42622 42635 gini = 0.0 samples = 5 value = [5, 0] 42621->42635 42623 x7_MI <= 0.5 gini = 0.17 samples = 32 value = [29, 3] 42622->42623 42634 gini = 0.0 samples = 7 value = [7, 0] 42622->42634 42624 log_spend <= 6.75 gini = 0.191 samples = 28 value = [25, 3] 42623->42624 42633 gini = 0.0 samples = 4 value = [4, 0] 42623->42633 42625 x7_WA <= 0.5 gini = 0.074 samples = 26 value = [25, 1] 42624->42625 42632 gini = 0.0 samples = 2 value = [0, 2] 42624->42632 42626 x7_NC <= 0.5 gini = 0.077 samples = 25 value = [24, 1] 42625->42626 42631 gini = 0.0 samples = 1 value = [1, 0] 42625->42631 42627 x14_7 <= 0.5 gini = 0.083 samples = 23 value = [22, 1] 42626->42627 42630 gini = 0.0 samples = 2 value = [2, 0] 42626->42630 42628 gini = 0.0 samples = 20 value = [20, 0] 42627->42628 42629 gini = 0.444 samples = 3 value = [2, 1] 42627->42629 42648 x7_NC <= 0.5 gini = 0.034 samples = 57 value = [56, 1] 42647->42648 42667 gini = 0.0 samples = 1 value = [1, 0] 42647->42667 42649 x7_ME <= 0.5 gini = 0.036 samples = 55 value = [54, 1] 42648->42649 42666 gini = 0.0 samples = 2 value = [2, 0] 42648->42666 42650 x7_AR <= 0.5 gini = 0.036 samples = 54 value = [53, 1] 42649->42650 42665 gini = 0.0 samples = 1 value = [1, 0] 42649->42665 42651 x7_IL <= 0.5 gini = 0.038 samples = 51 value = [50, 1] 42650->42651 42664 gini = 0.0 samples = 3 value = [3, 0] 42650->42664 42652 x7_RI <= 0.5 gini = 0.04 samples = 49 value = [48, 1] 42651->42652 42663 gini = 0.0 samples = 2 value = [2, 0] 42651->42663 42653 x14_10 <= 0.5 gini = 0.041 samples = 48 value = [47, 1] 42652->42653 42662 gini = 0.0 samples = 1 value = [1, 0] 42652->42662 42654 x7_FL <= 0.5 gini = 0.05 samples = 39 value = [38, 1] 42653->42654 42661 gini = 0.0 samples = 9 value = [9, 0] 42653->42661 42655 x14_8 <= 0.5 gini = 0.064 samples = 30 value = [29, 1] 42654->42655 42660 gini = 0.0 samples = 9 value = [9, 0] 42654->42660 42656 log_spend <= 5.429 gini = 0.071 samples = 27 value = [26, 1] 42655->42656 42659 gini = 0.0 samples = 3 value = [3, 0] 42655->42659 42657 gini = 0.0 samples = 23 value = [23, 0] 42656->42657 42658 gini = 0.375 samples = 4 value = [3, 1] 42656->42658 42673 x1_IL <= 0.5 gini = 0.346 samples = 9 value = [7, 2] 42672->42673 42678 gini = 0.0 samples = 1 value = [1, 0] 42672->42678 42674 log_spend <= 5.257 gini = 0.375 samples = 8 value = [6, 2] 42673->42674 42677 gini = 0.0 samples = 1 value = [1, 0] 42673->42677 42675 gini = 0.0 samples = 6 value = [6, 0] 42674->42675 42676 gini = 0.0 samples = 2 value = [0, 2] 42674->42676 42687 x1_IN <= 0.5 gini = 0.198 samples = 9 value = [8, 1] 42686->42687 42694 gini = 0.0 samples = 1 value = [1, 0] 42686->42694 42688 x1_CA <= 0.5 gini = 0.245 samples = 7 value = [6, 1] 42687->42688 42693 gini = 0.0 samples = 2 value = [2, 0] 42687->42693 42689 x14_9 <= 0.5 gini = 0.278 samples = 6 value = [5, 1] 42688->42689 42692 gini = 0.0 samples = 1 value = [1, 0] 42688->42692 42690 gini = 0.0 samples = 5 value = [5, 0] 42689->42690 42691 gini = 0.0 samples = 1 value = [0, 1] 42689->42691 42699 gini = 0.0 samples = 4 value = [4, 0] 42698->42699 42700 gini = 0.0 samples = 1 value = [0, 1] 42698->42700 42702 x15_dermatology <= 0.5 gini = 0.311 samples = 78 value = [15, 63] 42701->42702 42713 x4_Cash or cash equivalent <= 0.5 gini = 0.184 samples = 39 value = [35, 4] 42701->42713 42703 x16_immun <= 0.5 gini = 0.298 samples = 77 value = [14, 63] 42702->42703 42712 gini = 0.0 samples = 1 value = [1, 0] 42702->42712 42704 x15_Other <= 0.5 gini = 0.269 samples = 75 value = [12, 63] 42703->42704 42711 gini = 0.0 samples = 2 value = [2, 0] 42703->42711 42705 gini = 0.0 samples = 5 value = [5, 0] 42704->42705 42706 x4_Cash or cash equivalent <= 0.5 gini = 0.18 samples = 70 value = [7, 63] 42704->42706 42707 gini = 0.0 samples = 5 value = [5, 0] 42706->42707 42708 x5_Drug <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 42706->42708 42709 gini = 0.0 samples = 2 value = [2, 0] 42708->42709 42710 gini = 0.0 samples = 63 value = [0, 63] 42708->42710 42714 gini = 0.0 samples = 19 value = [19, 0] 42713->42714 42715 x7_OH <= 0.5 gini = 0.32 samples = 20 value = [16, 4] 42713->42715 42716 x7_MI <= 0.5 gini = 0.266 samples = 19 value = [16, 3] 42715->42716 42727 gini = 0.0 samples = 1 value = [0, 1] 42715->42727 42717 x14_4 <= 0.5 gini = 0.291 samples = 17 value = [14, 3] 42716->42717 42726 gini = 0.0 samples = 2 value = [2, 0] 42716->42726 42718 x14_5 <= 0.5 gini = 0.133 samples = 14 value = [13, 1] 42717->42718 42725 gini = 0.444 samples = 3 value = [1, 2] 42717->42725 42719 x14_2 <= 0.5 gini = 0.142 samples = 13 value = [12, 1] 42718->42719 42724 gini = 0.0 samples = 1 value = [1, 0] 42718->42724 42720 x7_CA <= 0.5 gini = 0.165 samples = 11 value = [10, 1] 42719->42720 42723 gini = 0.0 samples = 2 value = [2, 0] 42719->42723 42721 gini = 0.0 samples = 8 value = [8, 0] 42720->42721 42722 gini = 0.444 samples = 3 value = [2, 1] 42720->42722 42729 x13_3 <= 0.5 gini = 0.03 samples = 4699 value = [72, 4627] 42728->42729 43348 x7_CA <= 0.5 gini = 0.039 samples = 503 value = [10, 493] 42728->43348 42730 x1_MD <= 0.5 gini = 0.023 samples = 3775 value = [43, 3732] 42729->42730 43153 x14_4 <= 0.5 gini = 0.061 samples = 924 value = [29, 895] 42729->43153 42731 x7_FL <= 0.5 gini = 0.018 samples = 3767 value = [35, 3732] 42730->42731 43152 gini = 0.0 samples = 8 value = [8, 0] 42730->43152 42732 x7_DC <= 0.5 gini = 0.018 samples = 3692 value = [33, 3659] 42731->42732 43135 x14_12 <= 0.5 gini = 0.052 samples = 75 value = [2, 73] 42731->43135 42733 log_spend <= 8.161 gini = 0.017 samples = 3686 value = [32, 3654] 42732->42733 43132 x14_5 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 42732->43132 42734 x7_TX <= 0.5 gini = 0.023 samples = 2582 value = [30, 2552] 42733->42734 43107 x14_7 <= 0.5 gini = 0.004 samples = 1104 value = [2, 1102] 42733->43107 42735 x14_8 <= 0.5 gini = 0.027 samples = 2087 value = [29, 2058] 42734->42735 43086 x14_4 <= 0.5 gini = 0.004 samples = 495 value = [1, 494] 42734->43086 42736 x7_MD <= 0.5 gini = 0.024 samples = 1901 value = [23, 1878] 42735->42736 43025 x13_4 <= 0.5 gini = 0.062 samples = 186 value = [6, 180] 42735->43025 42737 x7_IL <= 0.5 gini = 0.022 samples = 1865 value = [21, 1844] 42736->42737 43010 x14_5 <= 0.5 gini = 0.105 samples = 36 value = [2, 34] 42736->43010 42738 x7_MS <= 0.5 gini = 0.024 samples = 1757 value = [21, 1736] 42737->42738 43009 gini = 0.0 samples = 108 value = [0, 108] 42737->43009 42739 x14_3 <= 0.5 gini = 0.024 samples = 1756 value = [21, 1735] 42738->42739 43008 gini = 0.0 samples = 1 value = [0, 1] 42738->43008 42740 x7_NC <= 0.5 gini = 0.021 samples = 1583 value = [17, 1566] 42739->42740 42949 x7_IA <= 0.5 gini = 0.045 samples = 173 value = [4, 169] 42739->42949 42741 x7_AR <= 0.5 gini = 0.02 samples = 1558 value = [16, 1542] 42740->42741 42944 x13_4 <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 42740->42944 42742 x7_NH <= 0.5 gini = 0.02 samples = 1551 value = [16, 1535] 42741->42742 42943 gini = 0.0 samples = 7 value = [0, 7] 42741->42943 42743 x7_PA <= 0.5 gini = 0.02 samples = 1549 value = [16, 1533] 42742->42743 42942 gini = 0.0 samples = 2 value = [0, 2] 42742->42942 42744 x7_KY <= 0.5 gini = 0.017 samples = 1475 value = [13, 1462] 42743->42744 42925 x13_1 <= 0.5 gini = 0.078 samples = 74 value = [3, 71] 42743->42925 42745 x14_12 <= 0.5 gini = 0.015 samples = 1455 value = [11, 1444] 42744->42745 42914 x14_5 <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 42744->42914 42746 x7_OR <= 0.5 gini = 0.015 samples = 1359 value = [10, 1349] 42745->42746 42875 x7_NE <= 0.5 gini = 0.021 samples = 96 value = [1, 95] 42745->42875 42747 log_spend <= 8.154 gini = 0.015 samples = 1321 value = [10, 1311] 42746->42747 42874 gini = 0.0 samples = 38 value = [0, 38] 42746->42874 42748 x13_5 <= 0.5 gini = 0.014 samples = 1320 value = [9, 1311] 42747->42748 42873 gini = 0.0 samples = 1 value = [1, 0] 42747->42873 42749 x7_NY <= 0.5 gini = 0.015 samples = 1157 value = [9, 1148] 42748->42749 42872 gini = 0.0 samples = 163 value = [0, 163] 42748->42872 42750 x7_LA <= 0.5 gini = 0.015 samples = 1029 value = [8, 1021] 42749->42750 42859 x14_9 <= 0.5 gini = 0.016 samples = 128 value = [1, 127] 42749->42859 42751 x14_5 <= 0.5 gini = 0.014 samples = 1013 value = [7, 1006] 42750->42751 42856 x14_7 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 42750->42856 42752 x4_In-kind items and services <= 0.5 gini = 0.016 samples = 858 value = [7, 851] 42751->42752 42855 gini = 0.0 samples = 155 value = [0, 155] 42751->42855 42753 x7_NJ <= 0.5 gini = 0.009 samples = 435 value = [2, 433] 42752->42753 42796 x13_2 <= 0.5 gini = 0.023 samples = 423 value = [5, 418] 42752->42796 42754 x14_10 <= 0.5 gini = 0.009 samples = 429 value = [2, 427] 42753->42754 42795 gini = 0.0 samples = 6 value = [0, 6] 42753->42795 42755 x7_MT <= 0.5 gini = 0.012 samples = 343 value = [2, 341] 42754->42755 42794 gini = 0.0 samples = 86 value = [0, 86] 42754->42794 42756 x7_WI <= 0.5 gini = 0.012 samples = 342 value = [2, 340] 42755->42756 42793 gini = 0.0 samples = 1 value = [0, 1] 42755->42793 42757 x7_OH <= 0.5 gini = 0.012 samples = 334 value = [2, 332] 42756->42757 42792 gini = 0.0 samples = 8 value = [0, 8] 42756->42792 42758 x13_6 <= 0.5 gini = 0.013 samples = 307 value = [2, 305] 42757->42758 42791 gini = 0.0 samples = 27 value = [0, 27] 42757->42791 42759 x7_SD <= 0.5 gini = 0.015 samples = 262 value = [2, 260] 42758->42759 42790 gini = 0.0 samples = 45 value = [0, 45] 42758->42790 42760 x7_WA <= 0.5 gini = 0.016 samples = 252 value = [2, 250] 42759->42760 42789 gini = 0.0 samples = 10 value = [0, 10] 42759->42789 42761 x13_1 <= 0.5 gini = 0.018 samples = 222 value = [2, 220] 42760->42761 42788 gini = 0.0 samples = 30 value = [0, 30] 42760->42788 42762 x13_4 <= 0.5 gini = 0.024 samples = 164 value = [2, 162] 42761->42762 42787 gini = 0.0 samples = 58 value = [0, 58] 42761->42787 42763 x14_4 <= 0.5 gini = 0.031 samples = 125 value = [2, 123] 42762->42763 42786 gini = 0.0 samples = 39 value = [0, 39] 42762->42786 42764 x14_1 <= 0.5 gini = 0.035 samples = 113 value = [2, 111] 42763->42764 42785 gini = 0.0 samples = 12 value = [0, 12] 42763->42785 42765 x7_OK <= 0.5 gini = 0.021 samples = 96 value = [1, 95] 42764->42765 42780 log_spend <= 6.895 gini = 0.111 samples = 17 value = [1, 16] 42764->42780 42766 x7_MA <= 0.5 gini = 0.021 samples = 95 value = [1, 94] 42765->42766 42779 gini = 0.0 samples = 1 value = [0, 1] 42765->42779 42767 x7_KS <= 0.5 gini = 0.021 samples = 94 value = [1, 93] 42766->42767 42778 gini = 0.0 samples = 1 value = [0, 1] 42766->42778 42768 x14_11 <= 0.5 gini = 0.022 samples = 91 value = [1, 90] 42767->42768 42777 gini = 0.0 samples = 3 value = [0, 3] 42767->42777 42769 gini = 0.0 samples = 44 value = [0, 44] 42768->42769 42770 x7_AZ <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 42768->42770 42771 x7_VA <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 42770->42771 42776 gini = 0.0 samples = 3 value = [0, 3] 42770->42776 42772 log_spend <= 7.956 gini = 0.105 samples = 18 value = [1, 17] 42771->42772 42775 gini = 0.0 samples = 26 value = [0, 26] 42771->42775 42773 gini = 0.0 samples = 17 value = [0, 17] 42772->42773 42774 gini = 0.0 samples = 1 value = [1, 0] 42772->42774 42781 gini = 0.0 samples = 10 value = [0, 10] 42780->42781 42782 x13_2 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42780->42782 42783 gini = 0.444 samples = 3 value = [1, 2] 42782->42783 42784 gini = 0.0 samples = 4 value = [0, 4] 42782->42784 42797 x7_MN <= 0.5 gini = 0.017 samples = 344 value = [3, 341] 42796->42797 42836 x14_9 <= 0.5 gini = 0.049 samples = 79 value = [2, 77] 42796->42836 42798 x7_RI <= 0.5 gini = 0.012 samples = 320 value = [2, 318] 42797->42798 42821 x14_10 <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 42797->42821 42799 x7_WI <= 0.5 gini = 0.012 samples = 319 value = [2, 317] 42798->42799 42820 gini = 0.0 samples = 1 value = [0, 1] 42798->42820 42800 x7_KS <= 0.5 gini = 0.013 samples = 309 value = [2, 307] 42799->42800 42819 gini = 0.0 samples = 10 value = [0, 10] 42799->42819 42801 x13_0 <= 0.5 gini = 0.013 samples = 308 value = [2, 306] 42800->42801 42818 gini = 0.0 samples = 1 value = [0, 1] 42800->42818 42802 x14_2 <= 0.5 gini = 0.011 samples = 178 value = [1, 177] 42801->42802 42813 x7_GA <= 0.5 gini = 0.015 samples = 130 value = [1, 129] 42801->42813 42803 x7_WA <= 0.5 gini = 0.014 samples = 138 value = [1, 137] 42802->42803 42812 gini = 0.0 samples = 40 value = [0, 40] 42802->42812 42804 gini = 0.0 samples = 124 value = [0, 124] 42803->42804 42805 x13_4 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 42803->42805 42806 x13_6 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 42805->42806 42811 gini = 0.0 samples = 6 value = [0, 6] 42805->42811 42807 log_spend <= 6.645 gini = 0.32 samples = 5 value = [1, 4] 42806->42807 42810 gini = 0.0 samples = 3 value = [0, 3] 42806->42810 42808 gini = 0.5 samples = 2 value = [1, 1] 42807->42808 42809 gini = 0.0 samples = 3 value = [0, 3] 42807->42809 42814 gini = 0.0 samples = 125 value = [0, 125] 42813->42814 42815 x14_1 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42813->42815 42816 gini = 0.5 samples = 2 value = [1, 1] 42815->42816 42817 gini = 0.0 samples = 3 value = [0, 3] 42815->42817 42822 x14_1 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 42821->42822 42835 gini = 0.0 samples = 2 value = [0, 2] 42821->42835 42823 x13_4 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 42822->42823 42834 gini = 0.0 samples = 2 value = [0, 2] 42822->42834 42824 x14_7 <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 42823->42824 42833 gini = 0.0 samples = 7 value = [0, 7] 42823->42833 42825 x14_11 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42824->42825 42832 gini = 0.0 samples = 4 value = [0, 4] 42824->42832 42826 x14_9 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42825->42826 42831 gini = 0.0 samples = 2 value = [0, 2] 42825->42831 42827 log_spend <= 6.168 gini = 0.278 samples = 6 value = [1, 5] 42826->42827 42830 gini = 0.0 samples = 1 value = [0, 1] 42826->42830 42828 gini = 0.0 samples = 4 value = [0, 4] 42827->42828 42829 gini = 0.5 samples = 2 value = [1, 1] 42827->42829 42837 x7_NE <= 0.5 gini = 0.06 samples = 65 value = [2, 63] 42836->42837 42854 gini = 0.0 samples = 14 value = [0, 14] 42836->42854 42838 log_spend <= 4.362 gini = 0.061 samples = 64 value = [2, 62] 42837->42838 42853 gini = 0.0 samples = 1 value = [0, 1] 42837->42853 42839 x7_CA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 42838->42839 42846 x7_WI <= 0.5 gini = 0.035 samples = 56 value = [1, 55] 42838->42846 42840 x7_MA <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 42839->42840 42845 gini = 0.0 samples = 1 value = [0, 1] 42839->42845 42841 x7_AL <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42840->42841 42844 gini = 0.0 samples = 2 value = [0, 2] 42840->42844 42842 gini = 0.0 samples = 4 value = [0, 4] 42841->42842 42843 gini = 0.0 samples = 1 value = [1, 0] 42841->42843 42847 x7_GA <= 0.5 gini = 0.036 samples = 54 value = [1, 53] 42846->42847 42852 gini = 0.0 samples = 2 value = [0, 2] 42846->42852 42848 x7_NJ <= 0.5 gini = 0.042 samples = 47 value = [1, 46] 42847->42848 42851 gini = 0.0 samples = 7 value = [0, 7] 42847->42851 42849 gini = 0.0 samples = 46 value = [0, 46] 42848->42849 42850 gini = 0.0 samples = 1 value = [1, 0] 42848->42850 42857 gini = 0.0 samples = 14 value = [0, 14] 42856->42857 42858 gini = 0.5 samples = 2 value = [1, 1] 42856->42858 42860 x13_2 <= 0.5 gini = 0.017 samples = 116 value = [1, 115] 42859->42860 42871 gini = 0.0 samples = 12 value = [0, 12] 42859->42871 42861 gini = 0.0 samples = 96 value = [0, 96] 42860->42861 42862 x14_2 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 42860->42862 42863 x14_7 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 42862->42863 42870 gini = 0.0 samples = 5 value = [0, 5] 42862->42870 42864 x14_11 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 42863->42864 42869 gini = 0.0 samples = 1 value = [0, 1] 42863->42869 42865 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 42864->42865 42868 gini = 0.0 samples = 4 value = [0, 4] 42864->42868 42866 gini = 0.0 samples = 8 value = [0, 8] 42865->42866 42867 gini = 0.5 samples = 2 value = [1, 1] 42865->42867 42876 x7_WI <= 0.5 gini = 0.021 samples = 93 value = [1, 92] 42875->42876 42913 gini = 0.0 samples = 3 value = [0, 3] 42875->42913 42877 x7_VA <= 0.5 gini = 0.022 samples = 91 value = [1, 90] 42876->42877 42912 gini = 0.0 samples = 2 value = [0, 2] 42876->42912 42878 x4_In-kind items and services <= 0.5 gini = 0.024 samples = 83 value = [1, 82] 42877->42878 42911 gini = 0.0 samples = 8 value = [0, 8] 42877->42911 42879 x7_MA <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 42878->42879 42910 gini = 0.0 samples = 38 value = [0, 38] 42878->42910 42880 x7_CA <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 42879->42880 42909 gini = 0.0 samples = 1 value = [0, 1] 42879->42909 42881 x7_WA <= 0.5 gini = 0.049 samples = 40 value = [1, 39] 42880->42881 42908 gini = 0.0 samples = 4 value = [0, 4] 42880->42908 42882 x7_CO <= 0.5 gini = 0.053 samples = 37 value = [1, 36] 42881->42882 42907 gini = 0.0 samples = 3 value = [0, 3] 42881->42907 42883 x7_MI <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 42882->42883 42906 gini = 0.0 samples = 5 value = [0, 5] 42882->42906 42884 x7_IA <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 42883->42884 42905 gini = 0.0 samples = 4 value = [0, 4] 42883->42905 42885 x7_OR <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 42884->42885 42904 gini = 0.0 samples = 1 value = [0, 1] 42884->42904 42886 x7_GA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 42885->42886 42903 gini = 0.0 samples = 4 value = [0, 4] 42885->42903 42887 x7_MT <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 42886->42887 42902 gini = 0.0 samples = 1 value = [0, 1] 42886->42902 42888 x13_4 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 42887->42888 42901 gini = 0.0 samples = 1 value = [0, 1] 42887->42901 42889 gini = 0.0 samples = 3 value = [0, 3] 42888->42889 42890 x7_OH <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 42888->42890 42891 x7_CT <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 42890->42891 42900 gini = 0.0 samples = 5 value = [0, 5] 42890->42900 42892 x7_MN <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 42891->42892 42899 gini = 0.0 samples = 1 value = [0, 1] 42891->42899 42893 x7_SC <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 42892->42893 42898 gini = 0.0 samples = 2 value = [0, 2] 42892->42898 42894 log_spend <= 7.071 gini = 0.198 samples = 9 value = [1, 8] 42893->42894 42897 gini = 0.0 samples = 1 value = [0, 1] 42893->42897 42895 gini = 0.0 samples = 5 value = [0, 5] 42894->42895 42896 gini = 0.375 samples = 4 value = [1, 3] 42894->42896 42915 x14_10 <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 42914->42915 42924 gini = 0.0 samples = 3 value = [0, 3] 42914->42924 42916 x13_2 <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 42915->42916 42923 gini = 0.0 samples = 3 value = [0, 3] 42915->42923 42917 x14_4 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42916->42917 42920 log_spend <= 5.256 gini = 0.32 samples = 5 value = [1, 4] 42916->42920 42918 gini = 0.0 samples = 7 value = [0, 7] 42917->42918 42919 gini = 0.5 samples = 2 value = [1, 1] 42917->42919 42921 gini = 0.0 samples = 1 value = [1, 0] 42920->42921 42922 gini = 0.0 samples = 4 value = [0, 4] 42920->42922 42926 gini = 0.0 samples = 47 value = [0, 47] 42925->42926 42927 log_spend <= 7.228 gini = 0.198 samples = 27 value = [3, 24] 42925->42927 42928 x14_4 <= 0.5 gini = 0.305 samples = 16 value = [3, 13] 42927->42928 42941 gini = 0.0 samples = 11 value = [0, 11] 42927->42941 42929 x14_9 <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 42928->42929 42940 gini = 0.375 samples = 4 value = [1, 3] 42928->42940 42930 x14_1 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 42929->42930 42939 gini = 0.0 samples = 1 value = [1, 0] 42929->42939 42931 x14_10 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 42930->42931 42938 gini = 0.0 samples = 1 value = [0, 1] 42930->42938 42932 x14_12 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42931->42932 42937 gini = 0.0 samples = 1 value = [0, 1] 42931->42937 42933 log_spend <= 6.665 gini = 0.245 samples = 7 value = [1, 6] 42932->42933 42936 gini = 0.0 samples = 2 value = [0, 2] 42932->42936 42934 gini = 0.0 samples = 6 value = [0, 6] 42933->42934 42935 gini = 0.0 samples = 1 value = [1, 0] 42933->42935 42945 log_spend <= 7.219 gini = 0.08 samples = 24 value = [1, 23] 42944->42945 42948 gini = 0.0 samples = 1 value = [0, 1] 42944->42948 42946 gini = 0.0 samples = 20 value = [0, 20] 42945->42946 42947 gini = 0.375 samples = 4 value = [1, 3] 42945->42947 42950 x7_KY <= 0.5 gini = 0.046 samples = 171 value = [4, 167] 42949->42950 43007 gini = 0.0 samples = 2 value = [0, 2] 42949->43007 42951 x7_OR <= 0.5 gini = 0.046 samples = 169 value = [4, 165] 42950->42951 43006 gini = 0.0 samples = 2 value = [0, 2] 42950->43006 42952 x13_6 <= 0.5 gini = 0.047 samples = 166 value = [4, 162] 42951->42952 43005 gini = 0.0 samples = 3 value = [0, 3] 42951->43005 42953 x7_NH <= 0.5 gini = 0.047 samples = 165 value = [4, 161] 42952->42953 43004 gini = 0.0 samples = 1 value = [0, 1] 42952->43004 42954 x7_LA <= 0.5 gini = 0.048 samples = 164 value = [4, 160] 42953->42954 43003 gini = 0.0 samples = 1 value = [0, 1] 42953->43003 42955 x7_UT <= 0.5 gini = 0.048 samples = 161 value = [4, 157] 42954->42955 43002 gini = 0.0 samples = 3 value = [0, 3] 42954->43002 42956 x7_WI <= 0.5 gini = 0.049 samples = 159 value = [4, 155] 42955->42956 43001 gini = 0.0 samples = 2 value = [0, 2] 42955->43001 42957 x7_NY <= 0.5 gini = 0.05 samples = 157 value = [4, 153] 42956->42957 43000 gini = 0.0 samples = 2 value = [0, 2] 42956->43000 42958 x7_NE <= 0.5 gini = 0.054 samples = 143 value = [4, 139] 42957->42958 42999 gini = 0.0 samples = 14 value = [0, 14] 42957->42999 42959 x7_AK <= 0.5 gini = 0.055 samples = 142 value = [4, 138] 42958->42959 42998 gini = 0.0 samples = 1 value = [0, 1] 42958->42998 42960 x7_NC <= 0.5 gini = 0.042 samples = 141 value = [3, 138] 42959->42960 42997 gini = 0.0 samples = 1 value = [1, 0] 42959->42997 42961 x7_MA <= 0.5 gini = 0.043 samples = 138 value = [3, 135] 42960->42961 42996 gini = 0.0 samples = 3 value = [0, 3] 42960->42996 42962 x7_AZ <= 0.5 gini = 0.045 samples = 130 value = [3, 127] 42961->42962 42995 gini = 0.0 samples = 8 value = [0, 8] 42961->42995 42963 x7_CA <= 0.5 gini = 0.047 samples = 125 value = [3, 122] 42962->42963 42994 gini = 0.0 samples = 5 value = [0, 5] 42962->42994 42964 x13_2 <= 0.5 gini = 0.057 samples = 102 value = [3, 99] 42963->42964 42993 gini = 0.0 samples = 23 value = [0, 23] 42963->42993 42965 x13_0 <= 0.5 gini = 0.098 samples = 58 value = [3, 55] 42964->42965 42992 gini = 0.0 samples = 44 value = [0, 44] 42964->42992 42966 x7_HI <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 42965->42966 42981 x7_VA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 42965->42981 42967 x7_PR <= 0.5 gini = 0.097 samples = 39 value = [2, 37] 42966->42967 42980 gini = 0.0 samples = 1 value = [0, 1] 42966->42980 42968 x13_1 <= 0.5 gini = 0.051 samples = 38 value = [1, 37] 42967->42968 42979 gini = 0.0 samples = 1 value = [1, 0] 42967->42979 42969 gini = 0.0 samples = 17 value = [0, 17] 42968->42969 42970 x7_SC <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 42968->42970 42971 x7_OH <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 42970->42971 42978 gini = 0.0 samples = 2 value = [0, 2] 42970->42978 42972 log_spend <= 5.867 gini = 0.105 samples = 18 value = [1, 17] 42971->42972 42977 gini = 0.0 samples = 1 value = [0, 1] 42971->42977 42973 gini = 0.0 samples = 9 value = [0, 9] 42972->42973 42974 x7_PA <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 42972->42974 42975 gini = 0.0 samples = 6 value = [0, 6] 42974->42975 42976 gini = 0.444 samples = 3 value = [1, 2] 42974->42976 42982 x7_NJ <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 42981->42982 42991 gini = 0.0 samples = 1 value = [0, 1] 42981->42991 42983 x7_SC <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 42982->42983 42990 gini = 0.0 samples = 1 value = [0, 1] 42982->42990 42984 log_spend <= 5.179 gini = 0.124 samples = 15 value = [1, 14] 42983->42984 42989 gini = 0.0 samples = 1 value = [0, 1] 42983->42989 42985 x4_In-kind items and services <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 42984->42985 42988 gini = 0.0 samples = 10 value = [0, 10] 42984->42988 42986 gini = 0.0 samples = 1 value = [0, 1] 42985->42986 42987 gini = 0.375 samples = 4 value = [1, 3] 42985->42987 43011 x13_0 <= 0.5 gini = 0.111 samples = 34 value = [2, 32] 43010->43011 43024 gini = 0.0 samples = 2 value = [0, 2] 43010->43024 43012 x4_In-kind items and services <= 0.5 gini = 0.153 samples = 24 value = [2, 22] 43011->43012 43023 gini = 0.0 samples = 10 value = [0, 10] 43011->43023 43013 x14_11 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 43012->43013 43016 x14_10 <= 0.5 gini = 0.198 samples = 9 value = [1, 8] 43012->43016 43014 gini = 0.0 samples = 14 value = [0, 14] 43013->43014 43015 gini = 0.0 samples = 1 value = [1, 0] 43013->43015 43017 x14_12 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 43016->43017 43022 gini = 0.0 samples = 2 value = [0, 2] 43016->43022 43018 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43017->43018 43021 gini = 0.0 samples = 1 value = [0, 1] 43017->43021 43019 gini = 0.375 samples = 4 value = [1, 3] 43018->43019 43020 gini = 0.0 samples = 2 value = [0, 2] 43018->43020 43026 x4_In-kind items and services <= 0.5 gini = 0.047 samples = 166 value = [4, 162] 43025->43026 43063 x7_WA <= 0.5 gini = 0.18 samples = 20 value = [2, 18] 43025->43063 43027 x7_KS <= 0.5 gini = 0.023 samples = 86 value = [1, 85] 43026->43027 43034 x7_NV <= 0.5 gini = 0.072 samples = 80 value = [3, 77] 43026->43034 43028 x7_WA <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 43027->43028 43033 gini = 0.0 samples = 2 value = [0, 2] 43027->43033 43029 log_spend <= 8.015 gini = 0.026 samples = 76 value = [1, 75] 43028->43029 43032 gini = 0.0 samples = 8 value = [0, 8] 43028->43032 43030 gini = 0.0 samples = 75 value = [0, 75] 43029->43030 43031 gini = 0.0 samples = 1 value = [1, 0] 43029->43031 43035 x7_WA <= 0.5 gini = 0.073 samples = 79 value = [3, 76] 43034->43035 43062 gini = 0.0 samples = 1 value = [0, 1] 43034->43062 43036 x7_UT <= 0.5 gini = 0.079 samples = 73 value = [3, 70] 43035->43036 43061 gini = 0.0 samples = 6 value = [0, 6] 43035->43061 43037 x7_LA <= 0.5 gini = 0.081 samples = 71 value = [3, 68] 43036->43037 43060 gini = 0.0 samples = 2 value = [0, 2] 43036->43060 43038 x13_1 <= 0.5 gini = 0.083 samples = 69 value = [3, 66] 43037->43038 43059 gini = 0.0 samples = 2 value = [0, 2] 43037->43059 43039 x7_GA <= 0.5 gini = 0.133 samples = 42 value = [3, 39] 43038->43039 43058 gini = 0.0 samples = 27 value = [0, 27] 43038->43058 43040 x7_NE <= 0.5 gini = 0.136 samples = 41 value = [3, 38] 43039->43040 43057 gini = 0.0 samples = 1 value = [0, 1] 43039->43057 43041 x7_MO <= 0.5 gini = 0.139 samples = 40 value = [3, 37] 43040->43041 43056 gini = 0.0 samples = 1 value = [0, 1] 43040->43056 43042 x7_OH <= 0.5 gini = 0.142 samples = 39 value = [3, 36] 43041->43042 43055 gini = 0.0 samples = 1 value = [0, 1] 43041->43055 43043 x7_MI <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 43042->43043 43054 gini = 0.375 samples = 4 value = [1, 3] 43042->43054 43044 x7_VA <= 0.5 gini = 0.128 samples = 29 value = [2, 27] 43043->43044 43053 gini = 0.0 samples = 6 value = [0, 6] 43043->43053 43045 x7_CA <= 0.5 gini = 0.137 samples = 27 value = [2, 25] 43044->43045 43052 gini = 0.0 samples = 2 value = [0, 2] 43044->43052 43046 log_spend <= 4.678 gini = 0.111 samples = 17 value = [1, 16] 43045->43046 43049 log_spend <= 5.535 gini = 0.18 samples = 10 value = [1, 9] 43045->43049 43047 gini = 0.0 samples = 1 value = [1, 0] 43046->43047 43048 gini = 0.0 samples = 16 value = [0, 16] 43046->43048 43050 gini = 0.444 samples = 3 value = [1, 2] 43049->43050 43051 gini = 0.0 samples = 7 value = [0, 7] 43049->43051 43064 x7_MA <= 0.5 gini = 0.188 samples = 19 value = [2, 17] 43063->43064 43085 gini = 0.0 samples = 1 value = [0, 1] 43063->43085 43065 x7_VA <= 0.5 gini = 0.198 samples = 18 value = [2, 16] 43064->43065 43084 gini = 0.0 samples = 1 value = [0, 1] 43064->43084 43066 x7_PA <= 0.5 gini = 0.219 samples = 16 value = [2, 14] 43065->43066 43083 gini = 0.0 samples = 2 value = [0, 2] 43065->43083 43067 x7_KS <= 0.5 gini = 0.245 samples = 14 value = [2, 12] 43066->43067 43082 gini = 0.0 samples = 2 value = [0, 2] 43066->43082 43068 x7_GA <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 43067->43068 43081 gini = 0.0 samples = 1 value = [0, 1] 43067->43081 43069 x7_NY <= 0.5 gini = 0.278 samples = 12 value = [2, 10] 43068->43069 43080 gini = 0.0 samples = 1 value = [0, 1] 43068->43080 43070 x7_MD <= 0.5 gini = 0.298 samples = 11 value = [2, 9] 43069->43070 43079 gini = 0.0 samples = 1 value = [0, 1] 43069->43079 43071 x7_OH <= 0.5 gini = 0.32 samples = 10 value = [2, 8] 43070->43071 43078 gini = 0.0 samples = 1 value = [0, 1] 43070->43078 43072 x7_CA <= 0.5 gini = 0.346 samples = 9 value = [2, 7] 43071->43072 43077 gini = 0.0 samples = 1 value = [0, 1] 43071->43077 43073 gini = 0.444 samples = 3 value = [1, 2] 43072->43073 43074 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43072->43074 43075 gini = 0.0 samples = 5 value = [0, 5] 43074->43075 43076 gini = 0.0 samples = 1 value = [1, 0] 43074->43076 43087 x14_5 <= 0.5 gini = 0.005 samples = 443 value = [1, 442] 43086->43087 43106 gini = 0.0 samples = 52 value = [0, 52] 43086->43106 43088 x14_1 <= 0.5 gini = 0.005 samples = 404 value = [1, 403] 43087->43088 43105 gini = 0.0 samples = 39 value = [0, 39] 43087->43105 43089 x14_9 <= 0.5 gini = 0.005 samples = 363 value = [1, 362] 43088->43089 43104 gini = 0.0 samples = 41 value = [0, 41] 43088->43104 43090 log_spend <= 4.384 gini = 0.006 samples = 330 value = [1, 329] 43089->43090 43103 gini = 0.0 samples = 33 value = [0, 33] 43089->43103 43091 x14_12 <= 0.5 gini = 0.05 samples = 39 value = [1, 38] 43090->43091 43102 gini = 0.0 samples = 291 value = [0, 291] 43090->43102 43092 x13_5 <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 43091->43092 43101 gini = 0.0 samples = 7 value = [0, 7] 43091->43101 43093 x14_10 <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 43092->43093 43100 gini = 0.0 samples = 5 value = [0, 5] 43092->43100 43094 x13_1 <= 0.5 gini = 0.091 samples = 21 value = [1, 20] 43093->43094 43099 gini = 0.0 samples = 6 value = [0, 6] 43093->43099 43095 gini = 0.0 samples = 11 value = [0, 11] 43094->43095 43096 x14_3 <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 43094->43096 43097 gini = 0.0 samples = 9 value = [0, 9] 43096->43097 43098 gini = 0.0 samples = 1 value = [1, 0] 43096->43098 43108 x7_OH <= 0.5 gini = 0.004 samples = 1001 value = [2, 999] 43107->43108 43131 gini = 0.0 samples = 103 value = [0, 103] 43107->43131 43109 x4_Cash or cash equivalent <= 0.5 gini = 0.004 samples = 973 value = [2, 971] 43108->43109 43130 gini = 0.0 samples = 28 value = [0, 28] 43108->43130 43110 gini = 0.0 samples = 600 value = [0, 600] 43109->43110 43111 x7_NY <= 0.5 gini = 0.011 samples = 373 value = [2, 371] 43109->43111 43112 x7_MO <= 0.5 gini = 0.006 samples = 342 value = [1, 341] 43111->43112 43125 x14_8 <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 43111->43125 43113 x7_MA <= 0.5 gini = 0.006 samples = 336 value = [1, 335] 43112->43113 43124 gini = 0.0 samples = 6 value = [0, 6] 43112->43124 43114 gini = 0.0 samples = 317 value = [0, 317] 43113->43114 43115 x14_1 <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 43113->43115 43116 log_spend <= 8.736 gini = 0.111 samples = 17 value = [1, 16] 43115->43116 43123 gini = 0.0 samples = 2 value = [0, 2] 43115->43123 43117 x13_4 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43116->43117 43122 gini = 0.0 samples = 11 value = [0, 11] 43116->43122 43118 x14_12 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 43117->43118 43121 gini = 0.0 samples = 1 value = [0, 1] 43117->43121 43119 gini = 0.444 samples = 3 value = [1, 2] 43118->43119 43120 gini = 0.0 samples = 2 value = [0, 2] 43118->43120 43126 x13_2 <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 43125->43126 43129 gini = 0.0 samples = 1 value = [0, 1] 43125->43129 43127 gini = 0.0 samples = 28 value = [0, 28] 43126->43127 43128 gini = 0.5 samples = 2 value = [1, 1] 43126->43128 43133 gini = 0.444 samples = 3 value = [1, 2] 43132->43133 43134 gini = 0.0 samples = 3 value = [0, 3] 43132->43134 43136 x13_0 <= 0.5 gini = 0.054 samples = 72 value = [2, 70] 43135->43136 43151 gini = 0.0 samples = 3 value = [0, 3] 43135->43151 43137 x14_4 <= 0.5 gini = 0.068 samples = 57 value = [2, 55] 43136->43137 43150 gini = 0.0 samples = 15 value = [0, 15] 43136->43150 43138 x14_3 <= 0.5 gini = 0.078 samples = 49 value = [2, 47] 43137->43138 43149 gini = 0.0 samples = 8 value = [0, 8] 43137->43149 43139 x14_11 <= 0.5 gini = 0.043 samples = 45 value = [1, 44] 43138->43139 43148 gini = 0.375 samples = 4 value = [1, 3] 43138->43148 43140 x4_In-kind items and services <= 0.5 gini = 0.044 samples = 44 value = [1, 43] 43139->43140 43147 gini = 0.0 samples = 1 value = [0, 1] 43139->43147 43141 x13_2 <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 43140->43141 43146 gini = 0.0 samples = 21 value = [0, 21] 43140->43146 43142 log_spend <= 4.535 gini = 0.095 samples = 20 value = [1, 19] 43141->43142 43145 gini = 0.0 samples = 3 value = [0, 3] 43141->43145 43143 gini = 0.0 samples = 1 value = [1, 0] 43142->43143 43144 gini = 0.0 samples = 19 value = [0, 19] 43142->43144 43154 x3_No <= 0.5 gini = 0.068 samples = 823 value = [29, 794] 43153->43154 43347 gini = 0.0 samples = 101 value = [0, 101] 43153->43347 43155 gini = 0.0 samples = 1 value = [1, 0] 43154->43155 43156 x7_NY <= 0.5 gini = 0.066 samples = 822 value = [28, 794] 43154->43156 43157 log_spend <= 4.837 gini = 0.052 samples = 742 value = [20, 722] 43156->43157 43318 x14_5 <= 0.5 gini = 0.18 samples = 80 value = [8, 72] 43156->43318 43158 x7_MI <= 0.5 gini = 0.222 samples = 63 value = [8, 55] 43157->43158 43211 x7_GA <= 0.5 gini = 0.035 samples = 679 value = [12, 667] 43157->43211 43159 x7_CA <= 0.5 gini = 0.228 samples = 61 value = [8, 53] 43158->43159 43210 gini = 0.0 samples = 2 value = [0, 2] 43158->43210 43160 x7_NE <= 0.5 gini = 0.219 samples = 48 value = [6, 42] 43159->43160 43207 x14_10 <= 0.5 gini = 0.26 samples = 13 value = [2, 11] 43159->43207 43161 x7_OR <= 0.5 gini = 0.227 samples = 46 value = [6, 40] 43160->43161 43206 gini = 0.0 samples = 2 value = [0, 2] 43160->43206 43162 x4_Cash or cash equivalent <= 0.5 gini = 0.201 samples = 44 value = [5, 39] 43161->43162 43205 gini = 0.5 samples = 2 value = [1, 1] 43161->43205 43163 x7_VA <= 0.5 gini = 0.213 samples = 33 value = [4, 29] 43162->43163 43196 x7_FL <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 43162->43196 43164 x7_WI <= 0.5 gini = 0.175 samples = 31 value = [3, 28] 43163->43164 43195 gini = 0.5 samples = 2 value = [1, 1] 43163->43195 43165 x14_11 <= 0.5 gini = 0.198 samples = 27 value = [3, 24] 43164->43165 43194 gini = 0.0 samples = 4 value = [0, 4] 43164->43194 43166 x14_5 <= 0.5 gini = 0.147 samples = 25 value = [2, 23] 43165->43166 43193 gini = 0.5 samples = 2 value = [1, 1] 43165->43193 43167 x14_3 <= 0.5 gini = 0.165 samples = 22 value = [2, 20] 43166->43167 43192 gini = 0.0 samples = 3 value = [0, 3] 43166->43192 43168 x7_IN <= 0.5 gini = 0.172 samples = 21 value = [2, 19] 43167->43168 43191 gini = 0.0 samples = 1 value = [0, 1] 43167->43191 43169 x14_8 <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 43168->43169 43190 gini = 0.0 samples = 1 value = [1, 0] 43168->43190 43170 x7_IL <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 43169->43170 43189 gini = 0.0 samples = 3 value = [0, 3] 43169->43189 43171 x7_OH <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 43170->43171 43188 gini = 0.0 samples = 1 value = [0, 1] 43170->43188 43172 x7_MO <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 43171->43172 43187 gini = 0.0 samples = 1 value = [0, 1] 43171->43187 43173 x7_IA <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 43172->43173 43186 gini = 0.0 samples = 1 value = [0, 1] 43172->43186 43174 x7_GA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 43173->43174 43185 gini = 0.0 samples = 2 value = [0, 2] 43173->43185 43175 x14_1 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 43174->43175 43184 gini = 0.0 samples = 1 value = [0, 1] 43174->43184 43176 x14_10 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 43175->43176 43183 gini = 0.0 samples = 4 value = [0, 4] 43175->43183 43177 x7_PA <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43176->43177 43182 gini = 0.0 samples = 1 value = [0, 1] 43176->43182 43178 x14_2 <= 0.5 gini = 0.32 samples = 5 value = [1, 4] 43177->43178 43181 gini = 0.0 samples = 1 value = [0, 1] 43177->43181 43179 gini = 0.0 samples = 3 value = [0, 3] 43178->43179 43180 gini = 0.5 samples = 2 value = [1, 1] 43178->43180 43197 x7_IL <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 43196->43197 43204 gini = 0.0 samples = 1 value = [0, 1] 43196->43204 43198 x14_3 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 43197->43198 43203 gini = 0.0 samples = 2 value = [0, 2] 43197->43203 43199 x7_UT <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 43198->43199 43202 gini = 0.0 samples = 1 value = [0, 1] 43198->43202 43200 gini = 0.375 samples = 4 value = [1, 3] 43199->43200 43201 gini = 0.0 samples = 3 value = [0, 3] 43199->43201 43208 gini = 0.0 samples = 11 value = [0, 11] 43207->43208 43209 gini = 0.0 samples = 2 value = [2, 0] 43207->43209 43212 x7_OH <= 0.5 gini = 0.033 samples = 657 value = [11, 646] 43211->43212 43303 x14_9 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 43211->43303 43213 x7_KY <= 0.5 gini = 0.035 samples = 624 value = [11, 613] 43212->43213 43302 gini = 0.0 samples = 33 value = [0, 33] 43212->43302 43214 x14_10 <= 0.5 gini = 0.035 samples = 616 value = [11, 605] 43213->43214 43301 gini = 0.0 samples = 8 value = [0, 8] 43213->43301 43215 log_spend <= 5.252 gini = 0.038 samples = 564 value = [11, 553] 43214->43215 43300 gini = 0.0 samples = 52 value = [0, 52] 43214->43300 43216 log_spend <= 5.247 gini = 0.142 samples = 26 value = [2, 24] 43215->43216 43227 x7_MN <= 0.5 gini = 0.033 samples = 538 value = [9, 529] 43215->43227 43217 x7_CO <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 43216->43217 43226 gini = 0.0 samples = 1 value = [1, 0] 43216->43226 43218 x14_5 <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 43217->43218 43225 gini = 0.0 samples = 3 value = [0, 3] 43217->43225 43219 x4_In-kind items and services <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 43218->43219 43224 gini = 0.0 samples = 2 value = [0, 2] 43218->43224 43220 x14_8 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43219->43220 43223 gini = 0.0 samples = 14 value = [0, 14] 43219->43223 43221 gini = 0.375 samples = 4 value = [1, 3] 43220->43221 43222 gini = 0.0 samples = 2 value = [0, 2] 43220->43222 43228 x7_TN <= 0.5 gini = 0.034 samples = 516 value = [9, 507] 43227->43228 43299 gini = 0.0 samples = 22 value = [0, 22] 43227->43299 43229 x7_MD <= 0.5 gini = 0.035 samples = 504 value = [9, 495] 43228->43229 43298 gini = 0.0 samples = 12 value = [0, 12] 43228->43298 43230 x7_MA <= 0.5 gini = 0.036 samples = 487 value = [9, 478] 43229->43230 43297 gini = 0.0 samples = 17 value = [0, 17] 43229->43297 43231 x7_NC <= 0.5 gini = 0.013 samples = 451 value = [3, 448] 43230->43231 43276 log_spend <= 7.373 gini = 0.278 samples = 36 value = [6, 30] 43230->43276 43232 x14_5 <= 0.5 gini = 0.013 samples = 444 value = [3, 441] 43231->43232 43275 gini = 0.0 samples = 7 value = [0, 7] 43231->43275 43233 log_spend <= 5.871 gini = 0.01 samples = 394 value = [2, 392] 43232->43233 43266 log_spend <= 8.534 gini = 0.039 samples = 50 value = [1, 49] 43232->43266 43234 x7_CT <= 0.5 gini = 0.054 samples = 36 value = [1, 35] 43233->43234 43255 x7_PA <= 0.5 gini = 0.006 samples = 358 value = [1, 357] 43233->43255 43235 x7_WA <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 43234->43235 43254 gini = 0.0 samples = 4 value = [0, 4] 43234->43254 43236 x7_OK <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 43235->43236 43253 gini = 0.0 samples = 2 value = [0, 2] 43235->43253 43237 x7_IN <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 43236->43237 43252 gini = 0.0 samples = 1 value = [0, 1] 43236->43252 43238 x4_Cash or cash equivalent <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 43237->43238 43251 gini = 0.0 samples = 1 value = [0, 1] 43237->43251 43239 x7_WI <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 43238->43239 43250 gini = 0.0 samples = 14 value = [0, 14] 43238->43250 43240 x14_12 <= 0.5 gini = 0.165 samples = 11 value = [1, 10] 43239->43240 43249 gini = 0.0 samples = 3 value = [0, 3] 43239->43249 43241 x7_CA <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 43240->43241 43248 gini = 0.0 samples = 1 value = [0, 1] 43240->43248 43242 x7_VA <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 43241->43242 43247 gini = 0.0 samples = 2 value = [0, 2] 43241->43247 43243 log_spend <= 5.802 gini = 0.245 samples = 7 value = [1, 6] 43242->43243 43246 gini = 0.0 samples = 1 value = [0, 1] 43242->43246 43244 gini = 0.0 samples = 6 value = [0, 6] 43243->43244 43245 gini = 0.0 samples = 1 value = [1, 0] 43243->43245 43256 gini = 0.0 samples = 329 value = [0, 329] 43255->43256 43257 x4_In-kind items and services <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 43255->43257 43258 x14_11 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 43257->43258 43265 gini = 0.0 samples = 12 value = [0, 12] 43257->43265 43259 x14_8 <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 43258->43259 43264 gini = 0.0 samples = 3 value = [0, 3] 43258->43264 43260 x14_9 <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 43259->43260 43263 gini = 0.0 samples = 2 value = [0, 2] 43259->43263 43261 gini = 0.0 samples = 8 value = [0, 8] 43260->43261 43262 gini = 0.375 samples = 4 value = [1, 3] 43260->43262 43267 gini = 0.0 samples = 27 value = [0, 27] 43266->43267 43268 x7_PA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 43266->43268 43269 x7_CA <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 43268->43269 43274 gini = 0.0 samples = 1 value = [0, 1] 43268->43274 43270 gini = 0.0 samples = 16 value = [0, 16] 43269->43270 43271 log_spend <= 8.648 gini = 0.278 samples = 6 value = [1, 5] 43269->43271 43272 gini = 0.0 samples = 1 value = [1, 0] 43271->43272 43273 gini = 0.0 samples = 5 value = [0, 5] 43271->43273 43277 gini = 0.0 samples = 10 value = [0, 10] 43276->43277 43278 x14_1 <= 0.5 gini = 0.355 samples = 26 value = [6, 20] 43276->43278 43279 x14_12 <= 0.5 gini = 0.375 samples = 20 value = [5, 15] 43278->43279 43294 x4_Cash or cash equivalent <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43278->43294 43280 x4_In-kind items and services <= 0.5 gini = 0.388 samples = 19 value = [5, 14] 43279->43280 43293 gini = 0.0 samples = 1 value = [0, 1] 43279->43293 43281 log_spend <= 7.507 gini = 0.459 samples = 14 value = [5, 9] 43280->43281 43292 gini = 0.0 samples = 5 value = [0, 5] 43280->43292 43282 gini = 0.0 samples = 2 value = [2, 0] 43281->43282 43283 log_spend <= 8.425 gini = 0.375 samples = 12 value = [3, 9] 43281->43283 43284 gini = 0.0 samples = 5 value = [0, 5] 43283->43284 43285 x14_2 <= 0.5 gini = 0.49 samples = 7 value = [3, 4] 43283->43285 43286 x14_7 <= 0.5 gini = 0.5 samples = 6 value = [3, 3] 43285->43286 43291 gini = 0.0 samples = 1 value = [0, 1] 43285->43291 43287 log_spend <= 8.713 gini = 0.48 samples = 5 value = [3, 2] 43286->43287 43290 gini = 0.0 samples = 1 value = [0, 1] 43286->43290 43288 gini = 0.0 samples = 1 value = [1, 0] 43287->43288 43289 gini = 0.5 samples = 4 value = [2, 2] 43287->43289 43295 gini = 0.0 samples = 3 value = [0, 3] 43294->43295 43296 gini = 0.444 samples = 3 value = [1, 2] 43294->43296 43304 x14_2 <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 43303->43304 43317 gini = 0.0 samples = 4 value = [0, 4] 43303->43317 43305 x14_3 <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 43304->43305 43316 gini = 0.0 samples = 1 value = [0, 1] 43304->43316 43306 log_spend <= 8.057 gini = 0.117 samples = 16 value = [1, 15] 43305->43306 43315 gini = 0.0 samples = 1 value = [0, 1] 43305->43315 43307 x14_7 <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 43306->43307 43314 gini = 0.0 samples = 8 value = [0, 8] 43306->43314 43308 x14_8 <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 43307->43308 43313 gini = 0.0 samples = 1 value = [0, 1] 43307->43313 43309 x14_11 <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43308->43309 43312 gini = 0.0 samples = 1 value = [0, 1] 43308->43312 43310 gini = 0.0 samples = 3 value = [0, 3] 43309->43310 43311 gini = 0.444 samples = 3 value = [1, 2] 43309->43311 43319 x14_11 <= 0.5 gini = 0.193 samples = 74 value = [8, 66] 43318->43319 43346 gini = 0.0 samples = 6 value = [0, 6] 43318->43346 43320 x14_3 <= 0.5 gini = 0.234 samples = 59 value = [8, 51] 43319->43320 43345 gini = 0.0 samples = 15 value = [0, 15] 43319->43345 43321 x14_9 <= 0.5 gini = 0.249 samples = 48 value = [7, 41] 43320->43321 43342 log_spend <= 4.687 gini = 0.165 samples = 11 value = [1, 10] 43320->43342 43322 x14_7 <= 0.5 gini = 0.219 samples = 40 value = [5, 35] 43321->43322 43337 x4_Cash or cash equivalent <= 0.5 gini = 0.375 samples = 8 value = [2, 6] 43321->43337 43323 x14_2 <= 0.5 gini = 0.153 samples = 36 value = [3, 33] 43322->43323 43336 gini = 0.5 samples = 4 value = [2, 2] 43322->43336 43324 x14_8 <= 0.5 gini = 0.124 samples = 30 value = [2, 28] 43323->43324 43333 x4_In-kind items and services <= 0.5 gini = 0.278 samples = 6 value = [1, 5] 43323->43333 43325 log_spend <= 5.976 gini = 0.091 samples = 21 value = [1, 20] 43324->43325 43328 log_spend <= 6.461 gini = 0.198 samples = 9 value = [1, 8] 43324->43328 43326 gini = 0.5 samples = 2 value = [1, 1] 43325->43326 43327 gini = 0.0 samples = 19 value = [0, 19] 43325->43327 43329 gini = 0.0 samples = 4 value = [0, 4] 43328->43329 43330 log_spend <= 7.198 gini = 0.32 samples = 5 value = [1, 4] 43328->43330 43331 gini = 0.0 samples = 1 value = [1, 0] 43330->43331 43332 gini = 0.0 samples = 4 value = [0, 4] 43330->43332 43334 gini = 0.375 samples = 4 value = [1, 3] 43333->43334 43335 gini = 0.0 samples = 2 value = [0, 2] 43333->43335 43338 gini = 0.0 samples = 1 value = [1, 0] 43337->43338 43339 log_spend <= 5.947 gini = 0.245 samples = 7 value = [1, 6] 43337->43339 43340 gini = 0.0 samples = 1 value = [1, 0] 43339->43340 43341 gini = 0.0 samples = 6 value = [0, 6] 43339->43341 43343 gini = 0.0 samples = 1 value = [1, 0] 43342->43343 43344 gini = 0.0 samples = 10 value = [0, 10] 43342->43344 43349 x7_AZ <= 0.5 gini = 0.044 samples = 448 value = [10, 438] 43348->43349 43482 gini = 0.0 samples = 55 value = [0, 55] 43348->43482 43350 x7_NY <= 0.5 gini = 0.045 samples = 436 value = [10, 426] 43349->43350 43481 gini = 0.0 samples = 12 value = [0, 12] 43349->43481 43351 x13_1 <= 0.5 gini = 0.049 samples = 398 value = [10, 388] 43350->43351 43480 gini = 0.0 samples = 38 value = [0, 38] 43350->43480 43352 x13_4 <= 0.5 gini = 0.054 samples = 322 value = [9, 313] 43351->43352 43473 x7_FL <= 0.5 gini = 0.026 samples = 76 value = [1, 75] 43351->43473 43353 x7_VA <= 0.5 gini = 0.049 samples = 277 value = [7, 270] 43352->43353 43436 x7_OR <= 0.5 gini = 0.085 samples = 45 value = [2, 43] 43352->43436 43354 x7_SD <= 0.5 gini = 0.048 samples = 245 value = [6, 239] 43353->43354 43429 x4_In-kind items and services <= 0.5 gini = 0.061 samples = 32 value = [1, 31] 43353->43429 43355 x7_WI <= 0.5 gini = 0.048 samples = 242 value = [6, 236] 43354->43355 43428 gini = 0.0 samples = 3 value = [0, 3] 43354->43428 43356 x7_NE <= 0.5 gini = 0.049 samples = 240 value = [6, 234] 43355->43356 43427 gini = 0.0 samples = 2 value = [0, 2] 43355->43427 43357 x13_2 <= 0.5 gini = 0.049 samples = 237 value = [6, 231] 43356->43357 43426 gini = 0.0 samples = 3 value = [0, 3] 43356->43426 43358 x7_PA <= 0.5 gini = 0.053 samples = 185 value = [5, 180] 43357->43358 43405 x7_MA <= 0.5 gini = 0.038 samples = 52 value = [1, 51] 43357->43405 43359 x7_OR <= 0.5 gini = 0.057 samples = 170 value = [5, 165] 43358->43359 43404 gini = 0.0 samples = 15 value = [0, 15] 43358->43404 43360 x7_TN <= 0.5 gini = 0.058 samples = 168 value = [5, 163] 43359->43360 43403 gini = 0.0 samples = 2 value = [0, 2] 43359->43403 43361 x7_TX <= 0.5 gini = 0.047 samples = 165 value = [4, 161] 43360->43361 43402 gini = 0.444 samples = 3 value = [1, 2] 43360->43402 43362 x13_5 <= 0.5 gini = 0.064 samples = 121 value = [4, 117] 43361->43362 43401 gini = 0.0 samples = 44 value = [0, 44] 43361->43401 43363 log_spend <= 6.439 gini = 0.065 samples = 119 value = [4, 115] 43362->43363 43400 gini = 0.0 samples = 2 value = [0, 2] 43362->43400 43364 x4_Cash or cash equivalent <= 0.5 gini = 0.157 samples = 35 value = [3, 32] 43363->43364 43387 x7_PR <= 0.5 gini = 0.024 samples = 84 value = [1, 83] 43363->43387 43365 x7_MN <= 0.5 gini = 0.208 samples = 17 value = [2, 15] 43364->43365 43376 x7_GA <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 43364->43376 43366 x13_3 <= 0.5 gini = 0.124 samples = 15 value = [1, 14] 43365->43366 43375 gini = 0.5 samples = 2 value = [1, 1] 43365->43375 43367 x7_MI <= 0.5 gini = 0.219 samples = 8 value = [1, 7] 43366->43367 43374 gini = 0.0 samples = 7 value = [0, 7] 43366->43374 43368 x7_CO <= 0.5 gini = 0.245 samples = 7 value = [1, 6] 43367->43368 43373 gini = 0.0 samples = 1 value = [0, 1] 43367->43373 43369 log_spend <= 4.944 gini = 0.278 samples = 6 value = [1, 5] 43368->43369 43372 gini = 0.0 samples = 1 value = [0, 1] 43368->43372 43370 gini = 0.5 samples = 2 value = [1, 1] 43369->43370 43371 gini = 0.0 samples = 4 value = [0, 4] 43369->43371 43377 x7_NV <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 43376->43377 43386 gini = 0.0 samples = 1 value = [0, 1] 43376->43386 43378 x7_MN <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 43377->43378 43385 gini = 0.0 samples = 1 value = [0, 1] 43377->43385 43379 x7_LA <= 0.5 gini = 0.142 samples = 13 value = [1, 12] 43378->43379 43384 gini = 0.0 samples = 3 value = [0, 3] 43378->43384 43380 x7_MA <= 0.5 gini = 0.153 samples = 12 value = [1, 11] 43379->43380 43383 gini = 0.0 samples = 1 value = [0, 1] 43379->43383 43381 gini = 0.0 samples = 11 value = [0, 11] 43380->43381 43382 gini = 0.0 samples = 1 value = [1, 0] 43380->43382 43388 x7_MD <= 0.5 gini = 0.024 samples = 83 value = [1, 82] 43387->43388 43399 gini = 0.0 samples = 1 value = [0, 1] 43387->43399 43389 x7_MI <= 0.5 gini = 0.025 samples = 78 value = [1, 77] 43388->43389 43398 gini = 0.0 samples = 5 value = [0, 5] 43388->43398 43390 x7_MA <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 43389->43390 43397 gini = 0.0 samples = 6 value = [0, 6] 43389->43397 43391 gini = 0.0 samples = 58 value = [0, 58] 43390->43391 43392 x4_Cash or cash equivalent <= 0.5 gini = 0.133 samples = 14 value = [1, 13] 43390->43392 43393 gini = 0.0 samples = 9 value = [0, 9] 43392->43393 43394 log_spend <= 7.471 gini = 0.32 samples = 5 value = [1, 4] 43392->43394 43395 gini = 0.0 samples = 1 value = [1, 0] 43394->43395 43396 gini = 0.0 samples = 4 value = [0, 4] 43394->43396 43406 x4_Cash or cash equivalent <= 0.5 gini = 0.041 samples = 48 value = [1, 47] 43405->43406 43425 gini = 0.0 samples = 4 value = [0, 4] 43405->43425 43407 x7_GA <= 0.5 gini = 0.059 samples = 33 value = [1, 32] 43406->43407 43424 gini = 0.0 samples = 15 value = [0, 15] 43406->43424 43408 x7_KY <= 0.5 gini = 0.062 samples = 31 value = [1, 30] 43407->43408 43423 gini = 0.0 samples = 2 value = [0, 2] 43407->43423 43409 x7_OR <= 0.5 gini = 0.064 samples = 30 value = [1, 29] 43408->43409 43422 gini = 0.0 samples = 1 value = [0, 1] 43408->43422 43410 x7_TN <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 43409->43410 43421 gini = 0.0 samples = 1 value = [0, 1] 43409->43421 43411 x7_MI <= 0.5 gini = 0.069 samples = 28 value = [1, 27] 43410->43411 43420 gini = 0.0 samples = 1 value = [0, 1] 43410->43420 43412 x7_SC <= 0.5 gini = 0.077 samples = 25 value = [1, 24] 43411->43412 43419 gini = 0.0 samples = 3 value = [0, 3] 43411->43419 43413 x7_WA <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 43412->43413 43418 gini = 0.0 samples = 2 value = [0, 2] 43412->43418 43414 gini = 0.0 samples = 18 value = [0, 18] 43413->43414 43415 log_spend <= 4.243 gini = 0.32 samples = 5 value = [1, 4] 43413->43415 43416 gini = 0.0 samples = 2 value = [0, 2] 43415->43416 43417 gini = 0.444 samples = 3 value = [1, 2] 43415->43417 43430 gini = 0.0 samples = 16 value = [0, 16] 43429->43430 43431 x13_0 <= 0.5 gini = 0.117 samples = 16 value = [1, 15] 43429->43431 43432 gini = 0.0 samples = 6 value = [0, 6] 43431->43432 43433 log_spend <= 5.838 gini = 0.18 samples = 10 value = [1, 9] 43431->43433 43434 gini = 0.0 samples = 1 value = [1, 0] 43433->43434 43435 gini = 0.0 samples = 9 value = [0, 9] 43433->43435 43437 x7_IN <= 0.5 gini = 0.089 samples = 43 value = [2, 41] 43436->43437 43472 gini = 0.0 samples = 2 value = [0, 2] 43436->43472 43438 x7_OH <= 0.5 gini = 0.091 samples = 42 value = [2, 40] 43437->43438 43471 gini = 0.0 samples = 1 value = [0, 1] 43437->43471 43439 x7_UT <= 0.5 gini = 0.093 samples = 41 value = [2, 39] 43438->43439 43470 gini = 0.0 samples = 1 value = [0, 1] 43438->43470 43440 x7_OK <= 0.5 gini = 0.095 samples = 40 value = [2, 38] 43439->43440 43469 gini = 0.0 samples = 1 value = [0, 1] 43439->43469 43441 x7_MA <= 0.5 gini = 0.1 samples = 38 value = [2, 36] 43440->43441 43468 gini = 0.0 samples = 2 value = [0, 2] 43440->43468 43442 x7_WI <= 0.5 gini = 0.108 samples = 35 value = [2, 33] 43441->43442 43467 gini = 0.0 samples = 3 value = [0, 3] 43441->43467 43443 x4_Cash or cash equivalent <= 0.5 gini = 0.114 samples = 33 value = [2, 31] 43442->43443 43466 gini = 0.0 samples = 2 value = [0, 2] 43442->43466 43444 x7_TN <= 0.5 gini = 0.067 samples = 29 value = [1, 28] 43443->43444 43465 gini = 0.375 samples = 4 value = [1, 3] 43443->43465 43445 x7_PA <= 0.5 gini = 0.071 samples = 27 value = [1, 26] 43444->43445 43464 gini = 0.0 samples = 2 value = [0, 2] 43444->43464 43446 x7_NE <= 0.5 gini = 0.08 samples = 24 value = [1, 23] 43445->43446 43463 gini = 0.0 samples = 3 value = [0, 3] 43445->43463 43447 x3_No <= 0.5 gini = 0.083 samples = 23 value = [1, 22] 43446->43447 43462 gini = 0.0 samples = 1 value = [0, 1] 43446->43462 43448 gini = 0.0 samples = 1 value = [0, 1] 43447->43448 43449 x7_CO <= 0.5 gini = 0.087 samples = 22 value = [1, 21] 43447->43449 43450 x7_VT <= 0.5 gini = 0.095 samples = 20 value = [1, 19] 43449->43450 43461 gini = 0.0 samples = 2 value = [0, 2] 43449->43461 43451 x7_SD <= 0.5 gini = 0.1 samples = 19 value = [1, 18] 43450->43451 43460 gini = 0.0 samples = 1 value = [0, 1] 43450->43460 43452 x7_FL <= 0.5 gini = 0.105 samples = 18 value = [1, 17] 43451->43452 43459 gini = 0.0 samples = 1 value = [0, 1] 43451->43459 43453 x7_TX <= 0.5 gini = 0.111 samples = 17 value = [1, 16] 43452->43453 43458 gini = 0.0 samples = 1 value = [0, 1] 43452->43458 43454 x7_NC <= 0.5 gini = 0.18 samples = 10 value = [1, 9] 43453->43454 43457 gini = 0.0 samples = 7 value = [0, 7] 43453->43457 43455 gini = 0.0 samples = 9 value = [0, 9] 43454->43455 43456 gini = 0.0 samples = 1 value = [1, 0] 43454->43456 43474 x7_MD <= 0.5 gini = 0.027 samples = 73 value = [1, 72] 43473->43474 43479 gini = 0.0 samples = 3 value = [0, 3] 43473->43479 43475 x7_NJ <= 0.5 gini = 0.027 samples = 72 value = [1, 71] 43474->43475 43478 gini = 0.0 samples = 1 value = [0, 1] 43474->43478 43476 gini = 0.0 samples = 70 value = [0, 70] 43475->43476 43477 gini = 0.5 samples = 2 value = [1, 1] 43475->43477
In [ ]: